Who gets rich from get-rich-quick? Mostly the person selling it.
Day trading, dropshipping, faceless channels, MLM, coaching: every scheme has a video promising a path to $10k a month. This page collects what those videos claim and checks it against what the data says happens to the people who follow them.
- 171sources checked146 videos · 25 posts
- 131channels and authors40 repeat appearances
- 54 hof video, so you need notmedian 16 min
- 708distinct claims1,270 times asserted
- 17studies and reportsdecide 59 claims
- 18AI guesses overturnedby a study
Recap
Studies decide 59 claims; the rest use an AI guess, which counts for at most 50% confidence. 1 more videos had no captions and are not counted. How to read the verdict labels.
Bottom line: none of the pitched schemes survives contact with the data: day traders, CFD, options and boom-time crypto buyers mostly lose, most MLM participants earn nothing or lose money, and buyers of coaching, seminar and done-for-you packages rarely recoup the fee. What holds up is the unglamorous route: decades of compounding, a business that takes years of real work, and the observation that the seller of a method earns more than its buyers. 102 of 120 "anyone can" and "$10k a month" style claims are judged wrong.
The verdicts below update automatically as evidence is added; the bottom line is a hand-written summary of them.
Who makes the money?
- People selling courses about a money-making method earn more from the courses than from the method Leans right · AI guess (1 weaker study as context)
- The typical buyer of a passive-income course ends up net negative: out the course fee plus outsourcing costs, with no income Leans partly right · AI guess (1 weaker study as context)
- Luxury lifestyles displayed by gurus can be rented or faked Leans right · AI guess
- Guru income figures are revenue before ad and product costs, and screenshots can be edited Leans right · AI guess (2 weaker studies as context)
- Free seminars exist to upsell attendees into far more expensive seminars Leans right · FTC Nudge press release
Trading and betting
- Most retail day traders lose money Probably right · Taiwan day-trader study (Barber et al.) + 2 more
- Targeting trades that pay twice what is risked lets a trader be wrong most of the time and still profit Leans partly right · AI guess
- Options strategies can grow a small account by double-digit percentages in a day Leans wrong · AI guess
- Leveraged options positions lose everything on modest adverse moves and can lose more than the amount invested. Leans partly right · AI guess (1 weaker study as context)
- Sports betting with bankroll management, small units and few parlays is consistently profitable Leans wrong · AI guess (1 weaker study as context)
Selling online
- Dropshipping needs no upfront inventory because the customer pays before the seller orders from the supplier Leans right · AI guess
- Paid-traffic dropshipping margins collapse as ad costs rise and competitors copy the product Leans right · AI guess
- Low-effort arbitrage pays only for early movers; once a method is widely taught, competition crowds out the returns Leans right · AI guess
- Anyone who stays consistent will reach a thousand dollars a day from YouTube automation Leans wrong · AI guess
- Most new YouTube channels earn nothing for months and most starters quit before growth arrives. Leans right · AI guess
MLM and seminars
- Most MLM participants earn little or nothing and a substantial share lose money Probably right · AARP MLM survey 2018 + 3 more
- MLM income comes mainly from recruiting and leading a downline, not from selling product to retail customers Leans right · Taylor, The Case against MLM + 1 more
- Exponential recruiting exhausts the population within a dozen or so cycles, so most MLM participants are structurally at the bottom Leans partly right · FTC MLM income disclosure report 2024 + 2 more
- Wholesaling needs almost no money because earnest deposits are small, refundable and can be borrowed. Leans wrong · AI guess
- Using bank debt to buy cash-flowing rental property is how ordinary people become rich Leans wrong · AI guess
What the evidence favours
- Sustained moderate returns compounded for decades beat chasing the highest returns. Leans right · AI guess
- Genuinely passive income is rare and only becomes possible after years of active, unglamorous income Leans right · AI guess (1 weaker study as context)
- Outsized financial success depends heavily on luck, which observers systematically underestimate. Leans right · AI guess (1 weaker study as context)
- Advice from people who got rich quickly is survivorship bias, like reading out winning lottery numbers Leans right · AI guess (1 weaker study as context)
- You cannot get rich by renting out your time; wealth requires owning equity in a business, product or asset Leans partly right · AI guess (1 weaker study as context)
Five most worth your time
Ranked by score, then novelty (rare claims that hold up, weighted by verdict confidence).
Line Goes Up – The Problem With NFTs
Folding Ideas · novelty 4.25Long-form critique of crypto, NFTs, play-to-earn and DAOs as greater-fool markets built on 2008-era grievances, where early holders profit from artists and late buyers.
Proof-of-work mining rewards whoever can buy the most hardware and electricity, so returns concentrate with existing capital
Leans right“more would always go to those with the resources to build the bigger rig”
only this sourceMost NFTs only point to an off-chain image that can be altered or lost, so the token confers no durable ownership of the artwork
Leans right“tons of the tokens did little more than point to images stored on normal servers”
only this sourceNFT resale royalties are enforced by marketplaces rather than the token, so they are easily bypassed
Leans right“royalties are easily bypassed simply by using a Marketplace that doesn't collect royalties”
only this sourceWash trading, where sellers buy from their own wallets to fake demand, is rampant in NFT markets
Leans right“wash trading where you sell something to your own sock puppets in order to lure in real buyers”
only this sourceBlockchain transfers are irreversible and no authority can return stolen tokens, so scam victims have no recourse
Leans right“there's no Authority you can report them to that has the power to return your tokens”
only this sourcePlay-to-earn game economies need an endless inflow of new players to hold token prices up, so earnings collapse once growth stalls
Leans right“an infinite supply of new players must enter the ecosystem forever purely to keep the price stable”
1 of 2 sourcesCrypto pump-and-dump groups recruit retail participants who end up being the ones dumped on
Leans right“you might think you're being recruited to pump but you're actually the dump”
1 of 2 sourcesProfits taken out of crypto tokens can only come from later buyers paying in more, so token speculation is zero- or negative-sum in dollars
Leans partly right“every dollar that comes out of cryptocurrency needs to come from a later investor putting a dollar in”
only this sourceMost artists who minted NFTs lost money on fees while gains went to early crypto holders and whales
Leans partly right“hundreds of thousands of artists bought in only to find that there wasn't a new revolutionary highly trafficked audience of digital art collectors”
only this sourceNFT project communities police doubt as FUD, so scrutiny of a project's viability is suppressed
Untestable“doubters are ostracized so aggressively that it chills all conversation about a Project's actual viability”
only this sourceA failed NFT mint still pays its creators, so projects have little incentive to deliver what they promise
Leans partly right“the Payday for failure makes it irrational to succeed”
only this sourcePlay-to-earn scholarship schemes let account owners take a large cut of players' earnings, leaving players at or below local minimum wage
Leans partly right“all but the highest ranking players fell below the average daily wage in the Philippines”
only this sourceTransaction fees on popular blockchains make them impractical for everyday purchases
Leans partly right“the transaction fees on popular chains are so prohibitive that it's pointless to use them on any transaction that isn't hundreds if not thousands”
only this source
The Shockingly Simple Math Behind Early Retirement
Mr. Money Mustache · novelty 3.59Blog post and comment thread arguing that savings rate alone sets years to financial independence, with readers debating return assumptions, the 4% rule and mortgages.
Cutting spending shortens time to retirement more than raising income because it both raises savings and lowers the amount needed
Leans right“cutting your spending rate is much more powerful than increasing your income”
only this sourceAn ordinary earner who saves a large majority of take-home pay can reach financial independence in about a decade
Leans right“If want to retire within 10 years, the formula is right there in front of you – simply live on 35% of your take-home pay”
only this sourcePaying down a mortgage early is a risk-free return equal to the mortgage rate
Leans right“every extra principal payment gives you essentially a risk-free return on that amount of the mortgage rate”
only this sourceRetirement accounts can be tapped before the standard age without penalty through substantially equal periodic payments
Leans right“you CAN tap 401k / IRA money before 59 1/2 without penalty”
only this sourceInvestors' realized returns lag the funds they hold because they sell in downturns
Leans right“super hard for the vast majority of people to have the investment discipline to stick with equity investments”
1 of 2 sourcesYears to financial independence depend only on savings rate, not on income level
Leans partly right“your time to reach retirement depends on only one factor”
only this sourceA 4% inflation-adjusted withdrawal rate lets a portfolio sustain spending indefinitely
Leans partly right“live off of the 4% safe withdrawal rate after retirement, with some flexibility in your spending during recessions”
only this sourceStocks reliably return about five percent a year above inflation over the long run
Leans partly right“You can earn 5% investment returns after inflation during your saving years”
only this sourceRental property bought well can yield more after inflation than a stock portfolio
Leans partly right“these will easily beat 5% returns after inflation”
only this sourceEarly retirees must budget for rising health costs and variable expenses that a fixed-spending model ignores
Leans partly right“allow some slack in your budget for increased health expenses as you get older”
only this sourceExpected real returns from high starting valuations are below historical averages, so early-retirement timelines built on historical returns are optimistic
Leans partly right“point to real equity returns in the 2 to 4 percent range for the next 5-10 years”
1 of 2 sourcesMost retail day traders lose money
Probably right“The biggest thing I’d suggest against is day trading. Not worth the risk or time.”
1 of 16 sources
Multilevel Marketing: Last Week Tonight with John Oliver (HBO)
LastWeekTonight · novelty 3.42A comedy news segment on MLMs argues income comes from recruiting, exponential recruiting exhausts the population, most distributors earn nothing, and volume discounts push stockpiling of unsold product.
Volume-based discounts and rank requirements push distributors to buy product they cannot sell
Leans right“to stay qualified for those higher discounts, you have to keep buying product.”
only this sourceMLM distributors make unsubstantiated health claims to move product
Leans right“New recruits were told, Herbal Life products helped to treat heart disease.”
only this sourceMLM buyback policies for unsold inventory are partial or require the distributor to resign
Leans right“you should know those refunds can be partial or may involve resigning.”
only this sourceRegulators rarely bring pyramid-scheme cases against MLMs because the industry is opaque and politically connected
Leans right“They've only brought around two dozen pyramid scheme cases against MLMs in the last four decades.”
only this sourceMLM income disclosures count only active distributors, overstating the share of all participants who earn anything
Very likely right“active distributors represent only around 36% of total distributors.”
only this sourceMLM income comes mainly from recruiting and leading a downline, not from selling product to retail customers
Leans right“You make a little, not much. Not enough to pay the bills that are wrecking up. You make money from signing people up.”
1 of 3 sourcesMLM compensation plans are deliberately convoluted, obscuring how money is actually made
Leans partly right“explaining one narrow part of their insanely convoluted compensation plan.”
only this sourceExponential recruiting exhausts the population within a dozen or so cycles, so most MLM participants are structurally at the bottom
Leans partly right“you could only do that 13 cycles and you would exceed the population of the earth.”
1 of 2 sourcesMost MLM participants earn little or nothing and a substantial share lose money
Probably right“the overwhelming majority of Herbal Life distributors who pursue the business opportunity make little or no money and a substantial percentage lose money.”
1 of 5 sources
Prediction Markets: Last Week Tonight with John Oliver (HBO)
LastWeekTonight · novelty 3.35A comedy news segment on prediction markets argues most users lose, insiders and manipulators win, the hedging framing dodges gambling law, and regulators are not enforcing existing limits.
Most prediction-market users lose money; winnings concentrate in a small number of sophisticated accounts
Leans right“researchers have found that most users of Kalshi and Polymarket lose money.”
only this sourceBy labelling bets as event contracts, prediction markets operate where gambling is illegal and avoid state taxes and age limits
Leans right“prediction markets are not only able to operate in states where gambling isn't legal, but also get around state taxes and minimum age requirements”
only this sourceThe bulk of prediction-market volume is sports betting rather than hedging real-life risks
Leans right“around 90 percent of trading volume on Kalshi is on sports.”
only this sourceInfluencer posts showing easy prediction-market winnings are often undisclosed paid promotions
Leans right“Kalshi told us that they paid him for that post.”
only this sourceRegulators are not enforcing existing authority to block event contracts on war, terrorism and assassination
Leans right“But it is clearly not doing that, and it doesn't even seem to be trying.”
only this sourceInsider trading is common on prediction markets and is defended by proponents as improving price accuracy
Leans right“There have also been multiple instances of people seeming to use inside information to game these markets.”
1 of 2 sourcesPrediction-market odds forecast about as well as professional forecasters on economic questions but have notable big misses
Leans partly right“roughly consistent with those of professional forecasters when it came to the economy and Federal Reserve policy, but they've also had some big misses”
only this sourceCrowds with money at stake produce forecasts that outperform polls
Leans partly right“the wisdom of crowds in the form of people putting actual money behind their opinions can produce useful forecasts”
only this sourceThinly traded prediction markets are cheap to manipulate, so their odds can be bought as a PR tool
Leans partly right“for a lot of these bets, it is incredibly easy for individuals to manipulate the outcomes.”
1 of 2 sources
These Gurus Taught Me Mortgage Fraud
Spencer Cornelia · novelty 3.30Real estate agent fact-checks a guru podcast: low-down-payment loans require owner occupancy, authorized-user credit hacks do not pass mortgage underwriting, stacking 3%-down rentals is fraud.
Using low-down-payment owner-occupant loans to buy many rentals is mortgage fraud that lenders detect
Leans right“If you are trying to game the system and acquire investment properties with 3 to 10% down, then you will be found very quickly.”
only this sourceLow-down-payment conventional loans require living in the home for at least a year
Leans right“the requirements are that you live in the house for at least one year as your primary residence”
only this sourceAuthorized-user piggybacking raises a credit score fast but mortgage lenders discount it
Leans right“Lenders are able to see that your boost in credit score comes from being an authorized user”
only this sourceGood credit saves tens of thousands over the life of a mortgage
Leans right“the difference between 3% interest rate and 4% interest rate is around $50,000 for the entirety of a 30-year loan”
only this sourceDENIES Credit card limits rise automatically even when the card is barely used
Leans right“if you didn't gas on it, they're going to send you a 4, $500,000 credit card”
only this sourceBuying flips on credit lines with minimal down payments fails on lender down-payment and debt-to-income rules
Leans right“your debt to income will be insane if you go out and buy 10 properties with $20,000 down, and no one will lend to you”
only this sourceDisputing credit-report items legally forces removal of anything not verified in time
Leans right“if they don't get back into you in a certain time, they legally have to remove this stuff off your credit”
only this sourceGet-rich-easy real estate pitches work by omitting the lending standards that make them impossible
Untestable“it's way easier to be a fake guru promoting get-rich-easy schemes than it is to be someone who's transparent”
only this source
Next: Contrepreneurs: The Mikkelsen Twins (3.06), The Truth About "Trading Gurus" From a Hedge Fund Manager (2.96), The Truth About Market Timing (What the Data Shows) (2.83), Investing STILL Won't Make You Rich (Probably) (2.75), What Everyone Gets Wrong About Gambling on Sports (2.75).
Judged wrong
The claim's deciding verdict is "wrong". The stat line shows whether a study decided it or only the AI guess.
Technical patterns such as Fibonacci retracements and fair value gaps predict where price will react
Leans wrongAcademic tests of Fibonacci and similar chart levels find no predictive power beyond chance; the golden-ratio-in-nature justification is numerology.
· denied 0 ·
Technical patterns such as Fibonacci retracements and fair value gaps predict where price will react
Leans wrong- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“consolidating above, which is super bullish because it's confirming previous resistance into now support”
- I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“It's made a clean double bottom. We're at a good support and it's broken this downtrend.”
- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“the more confirmations you have the higher probability the trade will actually work”
- How to make $500 a day with this CHEAP options day trading strategy 🚨 (The Traveling Trader)“if everyone's using the same levels then they're pretty the movements are pretty predictable”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“you can see price retrace to the 61.8 level and is about to launch up”
- $31 to $25,000 in 3 days (How I Passed My Funded Challenge FAST) (A Girl That Trades)“I'm looking for any zones like um any Supply zones demand zones any fair value gaps”
- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“You'll start seeing prices getting rejected around these levels.”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“All for some reason fall around this specific Fibonacci value, which often times will lead the price to revert cleanly down to that level”
- Probably wrong AI guessAcademic tests of Fibonacci and similar chart levels find no predictive power beyond chance; the golden-ratio-in-nature justification is numerology.
Beginners with no experience can make real money with AI side hustles because the tools do the hard part.
Leans wrongEmpire/Automators claimed 'AI machine learning' would maximise store revenues for hands-off buyers; the FTC alleges virtually all purchasers failed to earn the advertised income and most lost their entire investment.
· denied 0 ·
Beginners with no experience can make real money with AI side hustles because the tools do the hard part.
Leans wrong- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“You can start these today with no experience because every one of them leans on AI to do most of the heavy lifting.”
- The Only 25 Ways to Make Money in 2026 (Dan Martell)“The income potential, 5 to 10k a month, no problem.”
- TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) (GaryVee)“People can make AI content to be affiliate. Like, this is an amazing opportunity”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“charge $7,500 to install the first system. Then add $500 per month for maintenance and land four install jobs in 6 months.”
- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“I will only use no code or low code tools for my services I want to make this method as accessible and doable for everyone”
- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“this is extremely easy nowadays with AI”
- Leans wrong FTC v. Automators complaint lines 121-131Empire/Automators claimed 'AI machine learning' would maximise store revenues for hands-off buyers; the FTC alleges virtually all purchasers failed to earn the advertised income and most lost their entire investment.
- Leans partly right AI guessAI lowers production barriers, but no independent data show typical beginners earning; low barriers mainly increase competition.
Using bank debt to buy cash-flowing rental property is how ordinary people become rich
Leans wrongLeveraged rentals built some fortunes, but most ordinary households build wealth through home equity and retirement savings, and leverage magnifies losses.
· denied 0 ·
Using bank debt to buy cash-flowing rental property is how ordinary people become rich
Leans wrong- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“I put a million dollars in real estate, I get four million from the bank.”
- How to Buy Your First Rental Property with No Money (Noelle Randall)“You have to leverage other people's money.”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“the more of a deal financed with OPM, the higher the return on the capital an investor does put in”
- Rich Dad Poor Dad Lied To You (Codie Sanchez)“you don't have to use just your own money you get other people's on top of it”
- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“and then use the real estate to provide cash flow, not income. cash flow. So, today I own what? 15,000 rental properties.”
- How to Flip Houses with 100% Funding (No Money Needed!) (Flipping Mastery TV)“it's more about access to Capital than it is cost of capital”
- Leans partly right AI guessLeveraged rentals have built real fortunes, but leverage magnifies losses equally and many highly leveraged small landlords were wiped out in 2008 and by rate rises.
- Leans wrong AI guessLeveraged rentals built some fortunes, but most ordinary households build wealth through home equity and retirement savings, and leverage magnifies losses.
A digital product built once earns passive income for years while you sleep
Leans wrongMost digital products sell almost nothing without continual promotion, so passive income for years is the rare case.
· denied 0 ·
A digital product built once earns passive income for years while you sleep
Leans wrong- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“this thing makes money while you sleep”
- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“The beauty of a digital product is that you create them once and you sell them over and over and over again.”
- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“People will organically find it on their own by coming to that website's marketplace.”
- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“You build the thing once and it sells while you sleep for years.”
- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“create something once that would make sales while I was doing laundry, cooking dinner, or even sleeping.”
- Leans wrong AI guessMost digital products sell almost nothing without continual promotion, so passive income for years is the rare case.
- Leans partly right AI guessSome evergreen products do earn for years, but most digital products sell almost nothing without continual promotion; the median outcome is near zero.
Funded-trader (prop firm) accounts let beginners trade size without their own capital
Leans wrongMost evaluation-based prop firm customers fail and pay repeated fees, and few beginners ever trade funded size or get paid.
· denied 0 ·
Funded-trader (prop firm) accounts let beginners trade size without their own capital
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“access to funds that are not yours without any risk”
- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“Prop firms give you simulated capital with specific risk parameters that you have to follow.”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“what a lot of professional traders do is that they will trade on funded accounts”
- $31 to $25,000 in 3 days (How I Passed My Funded Challenge FAST) (A Girl That Trades)“it's only 31 $31 I probably get two accounts though”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“this is where leverage or using prop firms is going to be important”
- Leans partly right AI guessEvaluation-based prop firms do fund some traders, but most participants pay repeated evaluation fees and fail; the fees are the firms' main revenue.
- Leans wrong AI guessMost evaluation-based prop firm customers fail and pay repeated fees, and few beginners ever trade funded size or get paid.
An experienced day trader can multiply a small account many times over within a month by trading momentum stocks.
Leans wrongAmong 1,551 persistent futures day traders the single best earned US$310 a day on average with a daily standard deviation of US$2,560, and only 0.5% beat a bank teller's wage; nobody shows multiplying an account in a month, though the setting is Brazilian index futures rather than momentum stocks.
· denied 0 ·
An experienced day trader can multiply a small account many times over within a month by trading momentum stocks.
Leans wrong- I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“If I double $50 just 10 times, it's over $50,000.”
- How To Day Trade Using Only $50 (Riley Coleman)“turned a $50 account into over $3,500 in just 21 days using this exact same system”
- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“I funded an account with $583.15 and I set out with a goal of seeing how quickly I could turn it into 100 grand”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“I've been able to grow my account from a starting balance of $2,000 to over $65,000. That's right, in 30 days.”
- Leans wrong Brazil day-trader study (Chague et al.) lines 219-229Among 1,551 persistent futures day traders the single best earned US$310 a day on average with a daily standard deviation of US$2,560, and only 0.5% beat a bank teller's wage; nobody shows multiplying an account in a month, though the setting is Brazilian index futures rather than momentum stocks.
- Leans partly right AI guessAudited one-off runs by professionals exist, but they are selected showcases; population studies of day traders find the large majority lose money, so the result does not generalize.
Identifying crypto narratives early (AI agents, meme coins, new chains) is how investors capture outsized returns
Leans wrongThe winning examples are survivorship-selected; most narrative and meme tokens lose most of their value and retail buyers rarely get in early.
· denied 0 ·
Identifying crypto narratives early (AI agents, meme coins, new chains) is how investors capture outsized returns
Leans wrong- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“where the attention is, right? That's where the capital flows and rotates.”
- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“obviously, try to position yourself before attention actually comes to the coin.”
- the crypto strategy im using to make millions again. (Brian Jung)“able to make tens of millions of dollars investing into crypto is by identifying early trends and narratives in this market”
- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“Listen, I like Zcash, but I want to find the next Zcash.”
- Leans wrong AI guessThe winning examples are survivorship-selected; most narrative and meme tokens lose most of their value and retail buyers rarely get in early.
- Leans partly right AI guessSome early narrative bets have paid off, but the examples are survivorship-selected and most narrative tokens lose the majority of their value after the hype.
Network marketing success is a learnable skill rather than luck
Leans wrongThe UK Amway judgment quoted by Taylor found the thin top of the income 'candlestick' was those who had been IBOs longest (since 1979), while recent joiners and many long-term IBOs formed the base; position in the chain, not skill, drives outcomes.
· denied 0 ·
Network marketing success is a learnable skill rather than luck
Leans wrong- Network Marketing Recruiting – How To Recruit 10 People In 10 Days (Frazer Brookes)“activity multiplied by skills equals results”
- The First Step For Network Marketing Success (Eric Worre - Network Marketing Pro)“I made the decision to walk away from lucky.”
- Network Marketing Recruiting: How I Recruited 10 People in 10 Days (Darin Kidd)“your numbers will get better over a period of time”
- Give Me 19 Minutes, and You’ll Become a Recruiting Machine (Frazer Brookes)“if you can identify the right people to move forward with, you will crush it. You will recruit like crazy”
- Leans wrong Taylor, The Case against MLM lines 1264-1269The UK Amway judgment quoted by Taylor found the thin top of the income 'candlestick' was those who had been IBOs longest (since 1979), while recent joiners and many long-term IBOs formed the base; position in the chain, not skill, drives outcomes.
- Leans partly right AI guessSales and recruiting skills matter at the margin, but the pyramid structure caps how many can profit.
- Leans partly right Talent vs luck simulation lines 409-416Generic simulation, not network marketing: talent is necessary but almost never sufficient, with the highest-talent agents topping the success ranking in only 3% of runs, so skill alone does not explain who reaches the top.
- Unknown FTC MLM income disclosure report 2024 lines 1237-1251Disclosures routinely state that income depends on skill, effort and leadership, but the FTC says it is not apparent what basis exists for the claim that those qualities drive success; the source cannot say whether skill or luck decides outcomes.
Once a trader has a consistently profitable setup, profits scale by simply increasing position size
Leans wrongLiquidity, slippage and market impact erode edges as size grows, especially in thin small caps, so profits do not scale by simply sizing up.
· denied 0 ·
Once a trader has a consistently profitable setup, profits scale by simply increasing position size
Leans wrong- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“Bigger share size is scaling up your strategy means making more money”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“The only difference between 10 and 20 is increasing your position size.”
- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“So, if you have two accounts, then you double your profits. Three accounts, then you triple.”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“Run the same exact thing across a few accounts, double the position size, and now you're at $8,000 for the week”
- Leans partly right AI guessScaling works until liquidity limits and slippage in thin small-cap stocks erode the edge, which the source itself concedes as a plateau.
- Leans wrong AI guessLiquidity, slippage and market impact erode edges as size grows, especially in thin small caps, so profits do not scale by simply sizing up.
TikTok Shop affiliate videos can earn beginners a full-time income from product commissions
Leans wrongAffiliate commission income is heavily skewed: a few creators earn large sums while most affiliates earn little or nothing.
· denied 0 ·
TikTok Shop affiliate videos can earn beginners a full-time income from product commissions
Leans wrong- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“more and more creators are reaching the 10K, 20K, even 30K plus month threshold”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“you can take this business well over 50 to $100,000 a month”
- TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) (GaryVee)“Tik Tok shop affiliate is a gold rush right now similar to social media in 2012”
- If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“I'd be fine. Because I've watched enough people do it to know it isn't complicated.”
- Leans wrong AI guessAffiliate commission income is heavily skewed: a few creators earn large sums while most affiliates earn little or nothing.
Trading a funded prop-firm account can replace a full-time income
Leans wrongFirms that disclosed data show only a small share of funded traders ever receive a payout, and fewer receive repeated ones.
· denied 0 ·
Trading a funded prop-firm account can replace a full-time income
Leans wrong- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“And that's the way I'm able to get consistent payouts month after month.”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“this is when you can actually start earning some real money and start making your 500 per day”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“if you can do this consistently correctly you will potentially be making 100 thousand dollars a month from Trading”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“Let's say you're trading a $50,000 funded account. You're risking 1% per trade.”
- Leans wrong AI guessFirms that disclosed data show only a small share of funded traders ever receive a payout, and fewer receive repeated ones.
Uploading self-published books to Amazon produces ongoing royalties with little further work
Leans wrongThe median self-published title earns almost nothing and the store is flooded with low-content books, so ongoing royalties with little work is not the typical result.
· denied 0 ·
Uploading self-published books to Amazon produces ongoing royalties with little further work
Leans wrong- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“Amazon organic traffic alone can get you a few sales.”
- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“Once you've created those ARC files and uploaded those to Amazon, they stay on Amazon forever.”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“You write the book once, Amazon pays you forever.”
- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“you just upload a PDF and that is it”
- Leans wrong AI guessThe median self-published title earns almost nothing and the store is flooded with low-content books, so ongoing royalties with little work is not the typical result.
- Leans partly right AI guessRoyalties can persist, but the store is flooded and the median self-published title earns almost nothing.
Buyers of paid ecommerce coaching are much more likely to succeed than people using free content
Leans wrongSuccess rates come from vendor testimonials, and regulators have found most buyers of such coaching do not recoup their fees.
· denied 0 ·
Buyers of paid ecommerce coaching are much more likely to succeed than people using free content
Leans wrong- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“We've been able to help brand new beginners hit their first 10, 20, even 50K months.”
- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“people that join this program are 25 times more likely to actually start and succeed with their Amazon business”
- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“the people on the inside are absolutely crushing it”
- Leans wrong AI guessSuccess rates come from vendor testimonials, and regulators have found most buyers of such coaching do not recoup their fees.
- Leans partly right AI guessAccountability can help, but results are vendor-selected testimonials; regulators have found most buyers of such coaching do not recoup fees.
AI can replace subject expertise when creating an information product.
Leans wrongMarketplaces are flooded with generic AI-written products, and buyers pay for trust and depth that expertise provides.
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AI can replace subject expertise when creating an information product.
Leans wrong- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“You don't need to be the expert anymore. You just need to know how to point the AI at a problem”
- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“what is Claude or AI good at? Well, they're really good at researching and compiling content.”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“Now, we can use tools like Claude to spin up these PDFs and make them look extremely professional”
- Leans wrong AI guessMarketplaces are flooded with generic AI-written products, and buyers pay for trust and depth that expertise provides.
- Leans partly right AI guessAI can draft content, but marketplaces are flooded with low-value AI books and buyers pay for trust and depth that generic drafts lack.
A cheap prop-firm challenge can be passed within days, giving a trader a large funded account
Leans wrongIndustry figures put challenge pass rates in the single digits to low teens, and funded accounts are usually simulated with tight drawdown rules.
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A cheap prop-firm challenge can be passed within days, giving a trader a large funded account
Leans wrong- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“Something that's not too crazy and that you can pass the account in a couple of trades.”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“I will show you the exact step-by-step guide to turn 49 into 300 000 dollars”
- $31 to $25,000 in 3 days (How I Passed My Funded Challenge FAST) (A Girl That Trades)“your girl did pass a funder challenge um for 25k uh in 3 days”
- Leans wrong AI guessIndustry figures put challenge pass rates in the single digits to low teens, and funded accounts are usually simulated with tight drawdown rules.
AI-drafted digital products decouple income from hours because they sell repeatedly at zero marginal cost.
Leans wrongZero marginal cost is real, but most digital products sell very few copies and selling them takes ongoing hours of marketing.
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AI-drafted digital products decouple income from hours because they sell repeatedly at zero marginal cost.
Leans wrong- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“you build it once and you can sell it literally a million times for the same price”
- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“You build it once and it sells to the next person exactly the same way it sold to the one before.”
- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“a product like this especially a digital product is much easier to scale over anything else”
- Leans partly right AI guessZero marginal cost is real, but distribution is the binding constraint and most self-published digital products sell very few copies.
- Leans wrong AI guessZero marginal cost is real, but most digital products sell very few copies and selling them takes ongoing hours of marketing.
Most ecommerce side-hustle failures come from poor execution, not from a broken business model
Leans wrongRising ad costs, copycat competition and thin margins are structural and sink well-executed stores too.
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Most ecommerce side-hustle failures come from poor execution, not from a broken business model
Leans wrong- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“Amazon FBA, drop shipping, SMMA, flipping, these are not bad business models.”
- Making Money Online is Easy, Actually (Just Copy Me) (Mark Tilbury)“It's almost never your side hustle that's flawed or doesn't work, you are most likely just not putting enough time and effort in.”
- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“That's why 80 to 90% stores don't make it past their first few months. Not because the model is broken, but because they started wrong.”
- Leans partly right AI guessExecution matters, but rising ad costs, copycat competition and thin margins are structural features of dropshipping that sink well-executed stores too.
- Leans wrong AI guessRising ad costs, copycat competition and thin margins are structural and sink well-executed stores too.
Options strategies can grow a small account by double-digit percentages in a day
Leans wrongA one-day double-digit gain needs positions that lose as much on adverse days, and most retail options traders lose money.
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Options strategies can grow a small account by double-digit percentages in a day
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“if you have a small account buying call options can make you very wealthy very quickly”
- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“if you want to make 500 per day trading right you really only need a two to three thousand dollar portfolio if you're trading options”
- Top 3 Options Trading Strategies for Small Accounts (SMB Capital)“you could earn three hundred dollars which would increase your account size by 30 percent in a day”
- Leans wrong AI guessA one-day double-digit gain needs positions that lose as much on adverse days, and most retail options traders lose money.
- Leans partly right AI guessTrue in the cherry-picked example; the same positions lose comparable amounts on adverse days.
Saving cash is a losing strategy because fiat money has lost value since leaving the gold standard
Leans wrongInflation erodes idle cash, but an emergency fund and a high savings rate are among the strongest predictors of household wealth.
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Saving cash is a losing strategy because fiat money has lost value since leaving the gold standard
Leans wrong- How I Make $68K/Month Investing in Stocks (Just Copy Me) (Mark Tilbury)“Every year, my father's money was losing value due to inflation.”
- Rich Dad Poor Dad Lied To You (Codie Sanchez)“he doesn't realize that it's not keeping up with inflation”
- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“Rich don't save money because I savers are losers because you're saving fake money.”
- Leans wrong AI guessInflation erodes idle cash, but an emergency fund and a high savings rate are among the strongest predictors of household wealth.
- Leans partly right AI guessInflation does erode idle cash, but an emergency fund and savings rate are the strongest predictors of household wealth; 'savers are losers' is wrong as advice.
Anyone can reach several thousand dollars a month of passive cash flow within a year if they decide to
Leans wrongMLM income disclosures and small-business survival data show the large majority of people who try earn little or nothing in the first year.
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Anyone can reach several thousand dollars a month of passive cash flow within a year if they decide to
Leans wrong- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“they're sustainable and they actually work even if you've never made one single buckaroo online before”
- How To Get Rich In MLM And Direct Sales (Myron Golden)“not a person watching this YouTube video right now who couldn't get to $5,000 a month passive cash flow by the end of this year”
- Probably wrong AI guessMLM income disclosures and small-business survival data show the large majority of people who try earn little or nothing in the first year.
- Leans wrong FTC v. Automators complaint lines 518-525Empire advertised '$4k-$6k consistently monthly net profit' from its passive stores; the FTC alleges most clients lost money and virtually none made the advertised amounts.
Anyone who can talk to an AI can build and sell a software app without coding
Leans wrongAI builders make prototypes, but reliable sellable software and finding paying users remain out of reach for most non-coders.
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Anyone who can talk to an AI can build and sell a software app without coding
Leans wrong- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“It's one of the easiest things to learn today because it literally writes it self”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“If you can talk to an AI, you can build an app.”
- Leans wrong AI guessAI builders make prototypes, but reliable sellable software and finding paying users remain out of reach for most non-coders.
- Leans partly right AI guessNo-code AI builders produce working prototypes, but reliable, sellable software and finding paying users remain hard.
Anyone who stays consistent will reach a thousand dollars a day from YouTube automation
Leans wrongConsistency does not guarantee views; most channels never earn meaningful ad revenue.
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Anyone who stays consistent will reach a thousand dollars a day from YouTube automation
Leans wrong- How To Start A YouTube Automation Business in 10 Minutes (Grow with Alex)“if you're able to be consistent and avoid burnout the potential is endless and it's one of the best side hustles out there right now”
- F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“as long as you stay consistent, you will go easily from zero to a thousand dollars a day”
- Leans wrong AI guessConsistency does not guarantee views; most channels never earn meaningful ad revenue.
A beginner can sell small-business websites built with AI tools at prices comparable to freelance web designers.
Leans wrongSmall businesses can build basic sites themselves with the same tools, and beginners without a portfolio struggle to charge designer rates.
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A beginner can sell small-business websites built with AI tools at prices comparable to freelance web designers.
Leans wrong- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“You can easily charge a thousand dollars plus as a beginner.”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“You can sell these websites from $500 to $1,000, or sometimes even more if they're very complex.”
- Leans partly right AI guessSmall businesses do buy cheap sites, but the same tools let them self-serve and freelance marketplaces already price basic sites low.
- Leans wrong AI guessSmall businesses can build basic sites themselves with the same tools, and beginners without a portfolio struggle to charge designer rates.
A beginner UGC creator can reach a few thousand dollars a month within three months
Leans wrongUGC is crowded with new creators and many land few or no paid deals; the stated ramp is the seller's own figures, not measured outcomes.
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A beginner UGC creator can reach a few thousand dollars a month within three months
Leans wrong- How I Made $66,000 With UGC (Without Needing ANY Followers) (Thienvu Vo)“month three, you'll be making around 2 to 5K per month”
- How to make $5k / month creating content WITHOUT followers (Linda)“I decided to try out UDC and in that first month I made over $7,000 part-time”
- Leans wrong AI guessUGC is crowded with new creators and many land few or no paid deals; the stated ramp is the seller's own figures, not measured outcomes.
Content creators whose content is good and algorithm-friendly will succeed; luck is no longer the main factor
Leans wrongExperiments on cultural markets show large randomness in outcomes at similar quality, and most channels never reach monetization.
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Content creators whose content is good and algorithm-friendly will succeed; luck is no longer the main factor
Leans wrong- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“now if your content's good and designed for the algorithm, you will be successful”
- How I Made $32,000 in 30 Days Dropshipping With NO MONEY (Cam Vito)“might sound like you just need to be extremely lucky but honestly you just need the right strategy in place”
- Probably wrong AI guessExperiments on cultural markets show large randomness in outcomes at similar quality, and most channels never reach monetization.
- Leans wrong Talent vs luck simulation lines 115-119The paper cites the Salganik-Dodds-Watts artificial music market where song success was uncorrelated with song quality, and its own simulation finds luck dominant at the top; cited evidence plus a toy model, nothing on current platform algorithms.
Drop-servicing, a marketing front-end that subcontracts local service work, earns margin without doing or knowing the work
Leans wrongLead arbitrage exists, but ad costs, licensing, liability and contractor quality make margin without knowing the work unreliable for most.
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Drop-servicing, a marketing front-end that subcontracts local service work, earns margin without doing or knowing the work
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“you have a garage repair um business without actually having one. Like, you don't know anything about garage doors.”
- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“agencies are powerful because they're the easiest business models to start”
- Leans partly right AI guessLead-generation arbitrage exists, but licensing, liability, ad cost and contractor reliability make the margin far less reliable than pitched.
- Leans wrong AI guessLead arbitrage exists, but ad costs, licensing, liability and contractor quality make margin without knowing the work unreliable for most.
Dropshipping can make an ordinary beginner a millionaire
Leans wrongA few sellers reach that scale; the typical outcome is a loss, so the implied generality fails.
· ·
Dropshipping can make an ordinary beginner a millionaire
Leans wrong- I made my first million at 19 years old, here's how.. (Ryan Mikols)“I was a normal kid playing video games. and I found a hobby and turned it into a way to make money”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“I became a millionaire thanks to the power of online business”
- DENIES Dropshippers Get Rich by Making You Feel Poor (thefp.com)“Hundreds of influencers claim the path to a fancy lifestyle is selling cheap crap from China.”
- Leans wrong AI guessA few sellers reach that scale; the typical outcome is a loss, so the implied generality fails.
Dropshipping is infinitely scalable because the work is the same at any volume
Leans wrongAd spend, customer service, refunds and supplier problems all grow with volume, so the work is not the same at any scale.
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Dropshipping is infinitely scalable because the work is the same at any volume
Leans wrong- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“The scalability is dang near infinite.”
- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“it's approximately the same amount of work to make a hundred bucks a month as it is to make a hundred thousand dollars a month”
- Leans wrong AI guessAd spend, customer service, refunds and supplier problems all grow with volume, so the work is not the same at any scale.
- Leans partly right AI guessFulfillment scales, but customer service, ad spend and supplier management grow with volume.
Financing purchases through your own whole life policy recaptures the interest you used to pay banks
Leans wrongThe recaptured payments are your own savings plus loan interest paid to the insurer; the gain comes from paying off debt or saving, which works without a policy.
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Financing purchases through your own whole life policy recaptures the interest you used to pay banks
Leans wrong- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“every dollar that you used to give away to those credit cards is now making its way back over here”
- How To Use Whole Life Insurance To GET RICH (Become Your Own Bank) | Wealth Nation (Wealth Nation)“every time you get a loan you have the ability to apply those same principles that you already understand from the bank and pay yourself”
- Leans wrong AI guessThe recaptured payments are your own savings plus loan interest paid to the insurer; the gain comes from paying off debt or saving, which works without a policy.
Going full-time on a side hustle multiplies its income far beyond the extra hours because commitment forces it to work
Leans wrongSurvivor anecdotes aside, people who quit jobs for ventures often see income fall, and commitment does not create demand.
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Going full-time on a side hustle multiplies its income far beyond the extra hours because commitment forces it to work
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“We double the amount of hours, but we 10 times the amount of money that comes from it”
- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“you cannot build a company part-time”
- Leans wrong AI guessSurvivor anecdotes aside, people who quit jobs for ventures often see income fall, and commitment does not create demand.
- Leans partly right AI guessThe anecdotes come from survivors; longitudinal data on people who quit jobs for ventures show many fail and household income often falls before it rises.
Investors fund people with a track record, so you can control assets without your own capital
Leans wrongOutside investors do back proven operators, but the typical reader has no track record and building one usually takes their own capital first.
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Investors fund people with a track record, so you can control assets without your own capital
Leans wrong- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“if you know them and they trust you and you have a great deal they will fund it for you”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“Track record and financial intelligence attract capital more reliably than having capital in the first place.”
- Leans wrong AI guessOutside investors do back proven operators, but the typical reader has no track record and building one usually takes their own capital first.
- Leans partly right AI guessSyndicators do raise outside money, but a track record usually requires capital to build first.
Landlords will agree to short-term-rental subleasing if offered a rent bonus and professional cleaning
Leans wrongMost landlords refuse subleasing on lease, insurance and building-rule grounds, and a small bonus rarely changes that.
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Landlords will agree to short-term-rental subleasing if offered a rent bonus and professional cleaning
Leans wrong- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“they're going to get rent plus 100 bonus each month the property is going to get way less wear and tear”
- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“the landlord can and will give you permission if you present yourself the right way”
- Leans partly right AI guessSome landlords accept, most refuse on liability and insurance grounds; the pitch call shown needed a bonus to close.
- Leans wrong AI guessMost landlords refuse subleasing on lease, insurance and building-rule grounds, and a small bonus rarely changes that.
Launching enough digital products guarantees an eventual hit.
Leans wrongRepeated attempts raise the odds but guarantee nothing, and most sellers quit or run out of money before a hit.
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Launching enough digital products guarantees an eventual hit.
Leans wrong- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“It's kind of like a slot machine with unlimited plays. You will eventually hit, but it might take several attempts”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“test a bunch of different industries and ideas until you eventually find one that pops off”
- Leans wrong AI guessRepeated attempts raise the odds but guarantee nothing, and most sellers quit or run out of money before a hit.
- Leans partly right AI guessRepeated attempts raise the odds but nothing guarantees a hit; most sellers quit or exhaust funds before one lands.
Leverage lets a small account take large positions while keeping the dollar amount at risk fixed
Leans wrongESMA: leverage increases possible losses as well as gains, raises the probability of a larger loss more than of a larger gain for retail clients, and makes positions vulnerable to margin calls on small moves; the amount at risk is not fixed.
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Leverage lets a small account take large positions while keeping the dollar amount at risk fixed
Leans wrong- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“it's a lot more leveraged meaning you can have a really small portfolio and make a lot of money”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“if we use 10x leverage, would take 6,800 and only require us to use $683.”
- Leans partly right AI guessMechanically true for the stop-loss case, but gaps, slippage, funding costs and liquidation mean losses are not actually capped at the planned amount.
- Leans wrong ESMA CFD intervention 2018 lines 111-119ESMA: leverage increases possible losses as well as gains, raises the probability of a larger loss more than of a larger gain for retail clients, and makes positions vulnerable to margin calls on small moves; the amount at risk is not fixed.
A mature infinite-banking policy returns far more than each year's premium, beating any bank or fund
Leans wrongThis counts growth on all prior premiums as a return on one year's deposit; measured properly, whole life cash value compounds at low single digits.
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A mature infinite-banking policy returns far more than each year's premium, beating any bank or fund
Leans wrong- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“what is the return on your 10 000 that you deposited that year isn't it more than 30 percent”
- How To Use Whole Life Insurance To GET RICH (Become Your Own Bank) | Wealth Nation (Wealth Nation)“there is nothing that can out earn tax-free compounded interests which is why we say sayonara to our own savings accounts”
- Probably wrong AI guessThis counts growth on all prior premiums as a return on one year's deposit; measured properly, whole life cash value compounds at low single digits.
Opening-range breakouts confirmed by a retest give retail day traders a reliable edge
Leans wrongPublished tests of opening-range breakout rules show small, unstable edges that mostly vanish after costs, and most retail day traders still lose.
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Opening-range breakouts confirmed by a retest give retail day traders a reliable edge
Leans wrong- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“That retest outside the NTZ in the trend direction, that's where A+ trades come from.”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“The first setup is the break and retest.”
- Leans wrong AI guessPublished tests of opening-range breakout rules show small, unstable edges that mostly vanish after costs, and most retail day traders still lose.
Print-on-demand lets a beginner with no inventory build a business earning thousands a month
Leans wrongPrint-on-demand margins are thin and marketplaces saturated; most sellers make few sales, and the revenue examples shown are outliers.
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Print-on-demand lets a beginner with no inventory build a business earning thousands a month
Leans wrong- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“the eight-step blueprint people are using right now to make tens of thousands of dollars online”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“only one year on Etsy, almost 4,000 sales. That's $57,000 USD.”
- Probably wrong AI guessPrint-on-demand margins are thin and marketplaces saturated; most sellers make few sales, and the revenue examples shown are outliers.
Prop-firm challenge fees are effectively risk-free because they are refunded after passing
Leans wrongThe refund comes only after passing and usually after a first payout, which most buyers never reach, so the fee is usually lost.
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Prop-firm challenge fees are effectively risk-free because they are refunded after passing
Leans wrong- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“so it's kind of like a risk-free thing right”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“get your refund for the challenge so that you can like Risk free”
- Leans wrong AI guessThe refund comes only after passing and usually after a first payout, which most buyers never reach, so the fee is usually lost.
Refinancing to return investors' capital leaves an infinite return with none of your own money in the deal
Leans wrongA cash-out refinance can return capital only when values and rents cooperate, and the 'infinite return' framing ignores the larger loan, thinner cash flow and added risk.
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Refinancing to return investors' capital leaves an infinite return with none of your own money in the deal
Leans wrong- How to Buy Your First Rental Property with No Money (Noelle Randall)“you refinance out of that mortgage once the house is fixed up.”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“she can refinance, return investor capital, and keep the cash flow indefinitely: an infinite return”
- Leans partly right AI guessPossible when rents and appreciation support a cash-out refinance, but the larger loan cuts cash flow and raises risk.
- Leans wrong AI guessA cash-out refinance can return capital only when values and rents cooperate, and the 'infinite return' framing ignores the larger loan, thinner cash flow and added risk.
Remote high-ticket closing for online coaching offers lets a beginner earn a large income quickly on commission
Leans wrongCommission closers depend on an offer's lead flow and most quit within weeks; large quick earnings come from the few placed on top influencer offers.
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Remote high-ticket closing for online coaching offers lets a beginner earn a large income quickly on commission
Leans wrong- i tried high ticket sales and made $100k in 90 days (here’s the truth) (Colby Lyman)“in the last 90 days I made a little over $100,000 profit from high tiure remote sales”
- How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“what I would do if I had to start over in sales and make $10,000 in the next 90 days”
- Probably wrong AI guessCommission closers depend on an offer's lead flow and most quit within weeks; large quick earnings come from the few placed on top influencer offers.
Revenue-estimate reports from analyzer tools reliably predict what a listing will earn
Leans wrongAnalyzer tools extrapolate from established listings and tend to overstate earnings for new hosts.
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Revenue-estimate reports from analyzer tools reliably predict what a listing will earn
Leans wrong- How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! (Shaun Ghavami | Airbnb Coach)“what the report shows is how much money that property can make as an Airbnb”
- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“Easter word search One review and making $57 to $75 a day in actual royalties”
- Leans wrong AI guessAnalyzer tools extrapolate from established listings and tend to overstate earnings for new hosts.
- Leans partly right AI guessSuch tools extrapolate from existing listings and tend to overstate earnings for new, unreviewed hosts.
A skilled trader can run meme coins or leveraged perps up to millions and then compound them
Leans wrongStudies of leveraged retail crypto traders find the large majority lose money, so running small stakes to millions is a lottery outcome.
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A skilled trader can run meme coins or leveraged perps up to millions and then compound them
Leans wrong- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“That's exactly how I made $200,000 in 1 week trading crypto is I learned how to trade these coins.”
- My Plan to Make Millions in Crypto This Cycle (And Keep It) (EllioTrades)“if you are good at trading, you can get to a place like this”
- Leans wrong AI guessStudies of leveraged retail crypto traders find the large majority lose money, so running small stakes to millions is a lottery outcome.
- Leans partly right AI guessA handful of traders do; studies of leveraged retail crypto traders find the large majority lose.
If someone in your company reached the top, you can too regardless of background
Leans wrong64 of 70 disclosures attribute success to hard work or skill, but the FTC finds no basis given that these qualities distinguish successful from unsuccessful participants, and none acknowledges that saturation or lack of demand can constrain earnings regardless of effort.
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If someone in your company reached the top, you can too regardless of background
Leans wrong- The First Step For Network Marketing Success (Eric Worre - Network Marketing Pro)“If somebody in your company has gone all the way the top that means you can to.”
- 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“there's nothing that can stop you from going all the way to the top”
- Very likely wrong AI guessTop ranks are a fraction of a percent by construction; the position depends on recruiting timing, not just skill.
- Leans wrong FTC MLM income disclosure report 2024 lines 1231-125964 of 70 disclosures attribute success to hard work or skill, but the FTC finds no basis given that these qualities distinguish successful from unsuccessful participants, and none acknowledges that saturation or lack of demand can constrain earnings regardless of effort.
- Leans wrong AARP MLM survey 2018 lines 377-398Only 3 of 601 participants (0.5%) reported $100,000+ in profit, all after 5+ years and one as the company founder, while neither hours nor money invested separated winners from losers.
- Leans wrong Taylor, The Case against MLM lines 1185-1191Top-loaded MLM pay plans transfer the investments of the latest recruits to the earliest ones, so the vast majority are always at the bottom where profit is impossible; who reached the top depends on when they joined, not background.
- Leans wrong Talent vs luck simulation lines 844-847Model conclusion: the most successful agents are almost never the most talented but those near average talent who happened to be luckiest, so one person reaching the top is evidence of their luck rather than of a path others can follow; environment (share of lucky events) also strongly affects outcomes.
A trader who is net profitable over ten tracked practice trades is ready to trade real money
Leans wrongTen trades is far too small a sample to distinguish an edge from luck; statistical tests of trading skill need hundreds of trades.
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A trader who is net profitable over ten tracked practice trades is ready to trade real money
Leans wrong- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“you're green in total over the 10 trades, number one, congratulations. That's phenomenal. Number two, it means you're ready to transition to real money”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“just repeat this until you become profitable before you start trading with real money”
- DENIES I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“this entire month could have just been purely luck and I won't know that until I get to that three-digit Mark”
- Probably wrong AI guessTen trades is far too small a sample to distinguish an edge from luck; statistical tests of trading skill need hundreds of trades.
- Leans wrong Brazil day-trader study (Chague et al.) lines 162-178Short records mislead: 29.8% of those who day traded one day were profitable, falling monotonically to 15.5% (2-50 days) and 3.0% (300+ days), a roulette-like pattern, so a profitable short run does not show readiness.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 616-621Only an extensive history of profitability (over 40 days of profitable day trading in a year) predicts future profit, and fewer than 3% of day traders qualify; ten trades is far short of that.
Wholesaling needs almost no money because earnest deposits are small, refundable and can be borrowed.
Leans wrongDeposits can be small, but finding discounted sellers takes paid data and marketing, and deposits are often at risk once contingencies lapse.
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Wholesaling needs almost no money because earnest deposits are small, refundable and can be borrowed.
Leans wrong- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“you can make your earnest money deposit for as little as you want I've seen contracts where an earnest money deposit is ten dollars”
- How To Start Wholesale Real Estate With $0 In 2026 (Cameron Olivera)“You're not buying properties. You're putting them under contract and then finding somebody else to buy them.”
- Leans partly right AI guessDeposits can be small, but finding discounted sellers requires paid data and marketing, and the pitch omits licensing and legal costs.
- Leans wrong AI guessDeposits can be small, but finding discounted sellers takes paid data and marketing, and deposits are often at risk once contingencies lapse.
Word-search puzzle books sell well on KDP because few sellers can make them
Leans wrongFree puzzle generators are widely available and the category is saturated with near-identical listings, so the premise of few sellers is false.
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Word-search puzzle books sell well on KDP because few sellers can make them
Leans wrong- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“not many people know how to create the word search puzzles”
- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“during these holidays activity books like word searches sells extremely well”
- Leans wrong AI guessFree puzzle generators are widely available and the category is saturated with near-identical listings, so the premise of few sellers is false.
- Leans partly right AI guessFree puzzle generators exist and the category is heavily listed; a few titles sell, most do not.
Affiliate marketing needs no special skills or experience to earn a full-time income
Leans wrongAffiliate income depends on building an audience or search traffic, which is a skilled, slow process; most affiliates earn little.
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Affiliate marketing needs no special skills or experience to earn a full-time income
Leans wrong- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“it doesn't require you to have any extra skills or previous experience”
- Probably wrong AI guessAffiliate income depends on building an audience or search traffic, which is a skilled, slow process; most affiliates earn little.
Any side hustle can be scaled into a multi-million-dollar business
Leans wrongMost small businesses never grow past a handful of employees, so scaling any side hustle to millions is a rare exception.
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Any side hustle can be scaled into a multi-million-dollar business
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“anything is scalable. Any side hustle could could be a multi-million dollar business.”
- Leans wrong AI guessMost small businesses never grow past a handful of employees, so scaling any side hustle to millions is a rare exception.
- Leans partly right AI guessMost small businesses never grow past a handful of employees and the owner's time is the binding constraint, so scalability is the exception.
Anyone can earn a large annual income by just earning a modest amount every day
Leans wrongDividing a target by days is arithmetic, not a method; median earnings show most people cannot sustain such a daily figure.
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Anyone can earn a large annual income by just earning a modest amount every day
Leans wrong- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“if you can make five hundred dollars a day in a month you will have make 15.5 k”
- DENIES Why The Online Guru Scam is Worse Than You Thought (Zac V2)“If you've ever made $1,095.11, you can make 400 grand because I just showed you how easy it is.”
- Leans wrong AI guessDividing a target by days is arithmetic, not a method; median earnings show most people cannot sustain such a daily figure.
Anyone disciplined can build a six- or seven-figure Airbnb arbitrage business
Leans wrongMarket saturation, regulation and landlord refusals mean most entrants do not reach those revenues.
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Anyone disciplined can build a six- or seven-figure Airbnb arbitrage business
Leans wrong- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“It's a pretty easy industry. I think anybody can.”
- Leans wrong AI guessMarket saturation, regulation and landlord refusals mean most entrants do not reach those revenues.
Audience engagement with a crypto video pushes up the prices of the coins it promotes
Leans wrongInfluencer attention can move tiny coins briefly, but it has no lasting effect on large caps like the ones listed, and the bumps tend to reverse.
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Audience engagement with a crypto video pushes up the prices of the coins it promotes
Leans wrong- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“The more people who watch, share, and engage with this video, the higher these coins go.”
- Leans wrong AI guessInfluencer attention can move tiny coins briefly, but it has no lasting effect on large caps like the ones listed, and the bumps tend to reverse.
An AI automation agency can be built to a million-dollar annual run rate within a month from a small budget
Leans wrongNew service agencies take months or years to sign clients; a month-one seven-figure run rate is far outside any base rate.
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An AI automation agency can be built to a million-dollar annual run rate within a month from a small budget
Leans wrong- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“that's why I decided to start this challenge of building a million dollar AI automation agency in 30 days”
- Leans wrong AI guessNew service agencies take months or years to sign clients; a month-one seven-figure run rate is far outside any base rate.
A beginner can build an AI automation agency to a full-time income within a year
Leans wrongAgency success stories are survivors; most new service businesses earn little in their first year and agency-course audiences crowd the same market.
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A beginner can build an AI automation agency to a full-time income within a year
Leans wrong- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“delivering for those clients to be able to make 10K a month, about 100K with my agency”
- Leans wrong AI guessAgency success stories are survivors; most new service businesses earn little in their first year and agency-course audiences crowd the same market.
A beginner can make a steady hundred dollars a day buying options on a small account
Leans wrongMost retail options buyers lose money, and a steady daily income from a few thousand dollars implies returns far beyond any documented sustained performance.
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A beginner can make a steady hundred dollars a day buying options on a small account
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“I use daily to make over a hundred dollars a day even when I had a few thousand dollars to my name”
- Probably wrong AI guessMost retail options buyers lose money, and a steady daily income from a few thousand dollars implies returns far beyond any documented sustained performance.
Beginners can buy investment real estate with no money of their own
Leans wrongLenders require down payments on investment property; no-money deals depend on partners, sellers or a track record most beginners lack.
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Beginners can buy investment real estate with no money of their own
Leans wrong- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“you don't need money to buy a deal trust me you don't”
- Leans wrong AI guessLenders require down payments on investment property; no-money deals depend on partners, sellers or a track record most beginners lack.
Beginners can earn a steady weekly income from forex within months using a simple strategy
Leans wrongRegulator-mandated broker disclosures show most retail forex and CFD accounts lose money, and few beginners become consistently profitable.
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Beginners can earn a steady weekly income from forex within months using a simple strategy
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“generate anywhere from ,000 to $1,500 a week using my set and forget strategy in the first 3 months”
- Probably wrong AI guessRegulator-mandated broker disclosures show most retail forex and CFD accounts lose money, and few beginners become consistently profitable.
Bitcoin follows a four-year halving cycle with predictable peaks, year-long corrections and deep drawdowns
Leans wrongThree past cycles loosely fit the pattern, which is too few to call peaks predictable, and ETF-era flows have already broken the timing.
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Bitcoin follows a four-year halving cycle with predictable peaks, year-long corrections and deep drawdowns
Leans wrong- the crypto strategy im using to make millions again. (Brian Jung)“Bitcoin follows a 4-year having cycle. Every cycle peaks 12 to 18 months post having, then there's often a 12-month correction.”
- Leans partly right AI guessThree past cycles roughly fit the pattern, but that is too few observations to make it a reliable forecasting rule and ETF-era flows have already changed the dynamics.
- Leans wrong AI guessThree past cycles loosely fit the pattern, which is too few to call peaks predictable, and ETF-era flows have already broken the timing.
Borrowing from your policy at a lower rate than its dividend rate earns a spread that grows every year
Leans wrongThe dividend rate is not the policy's net return after insurance costs; long-run cash-value returns are a few percent and loan rates are often similar, so the spread is small or negative.
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Borrowing from your policy at a lower rate than its dividend rate earns a spread that grows every year
Leans wrong- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“if you're earning six and you're paying four you're making a spread and each year your spread goes up”
- Leans wrong AI guessThe dividend rate is not the policy's net return after insurance costs; long-run cash-value returns are a few percent and loan rates are often similar, so the spread is small or negative.
Bracketing a major economic release with buy and sell stop orders can pass a prop-firm evaluation in a single trade
Leans wrongNews spikes cause slippage and whipsaw fills, many firms ban news trading, and the presenter herself calls it gambling.
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Bracketing a major economic release with buy and sell stop orders can pass a prop-firm evaluation in a single trade
Leans wrong- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“it is a fun and effective way to pass an account within seconds”
- Leans wrong AI guessNews spikes cause slippage and whipsaw fills, many firms ban news trading, and the presenter herself calls it gambling.
Buying call options just before earnings is a proven way to double money quickly
Leans wrongImplied volatility is bid up before earnings and collapses after the announcement, so pre-earnings option buyers lose on average.
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Buying call options just before earnings is a proven way to double money quickly
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“you can actually have a double on your money very short term and this is a very proven strategy”
- Probably wrong AI guessImplied volatility is bid up before earnings and collapses after the announcement, so pre-earnings option buyers lose on average.
Buying calls when a stock shows positive momentum or gaps up is an easy way to make money
Leans wrongShort-term momentum and gap patterns offer at most weak edges that option premiums and spreads absorb; most retail option buyers lose.
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Buying calls when a stock shows positive momentum or gaps up is an easy way to make money
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“when you see momentum like this starting you can jump in with a call option and ride the price action higher”
- Probably wrong AI guessShort-term momentum and gap patterns offer at most weak edges that option premiums and spreads absorb; most retail option buyers lose.
Buying a course with master resell rights lets a beginner earn immediately by reselling it and keeping all the profit
Leans wrongMaster-resell-rights schemes sell the same course to buyers who mostly earn by recruiting further buyers, so the market saturates; the FTC has acted against such income claims.
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Buying a course with master resell rights lets a beginner earn immediately by reselling it and keeping all the profit
Leans wrong- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“you have the license to resell that exact program yourself and keep 100% of the profit”
- Very likely wrong AI guessMaster-resell-rights schemes sell the same course to buyers who mostly earn by recruiting further buyers, so the market saturates; the FTC has acted against such income claims.
Buying an established TikTok account is a safe shortcut past creator follower requirements
Leans wrongTikTok's terms bar buying and selling accounts, bought accounts risk bans, and she herself warns many sellers are scams.
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Buying an established TikTok account is a safe shortcut past creator follower requirements
Leans wrong- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“A lot of people don't even know that you can buy a perfectly good, organically grown Tik Tok account”
- Probably wrong AI guessTikTok's terms bar buying and selling accounts, bought accounts risk bans, and she herself warns many sellers are scams.
Chat-based sales and copywriting can earn six figures without calls or funnels
Leans wrongSix-figure closers are the top tail of commission sales, and most people who try remote sales earn far less.
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Chat-based sales and copywriting can earn six figures without calls or funnels
Leans wrong- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“I have dozens of friends today that make a million dollars a year in commission selling over chat”
- Leans wrong AI guessSix-figure closers are the top tail of commission sales, and most people who try remote sales earn far less.
- Leans partly right AI guessTop sales performers earn well; anecdotes about friends do not describe typical outcomes.
An AI chatbot can validate a product's market potential before spending on ads
Leans wrongA chatbot can summarize public signals but cannot measure conversion rates or ad costs, so it cannot validate whether a product will sell profitably.
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An AI chatbot can validate a product's market potential before spending on ads
Leans wrong- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“this product has been fully validated by AI”
- Leans wrong AI guessA chatbot can summarize public signals but cannot measure conversion rates or ad costs, so it cannot validate whether a product will sell profitably.
- Leans partly right AI guessLLM research summarizes public signals; it cannot measure conversion or ad cost, which decide profitability.
Chinese sellers and tariffs are not a real threat to a well-branded consumable product
Leans wrongChina-based sellers now hold a large share of Amazon marketplace listings and tariff changes have squeezed many FBA margins, so the threat is real even for branded consumables.
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Chinese sellers and tariffs are not a real threat to a well-branded consumable product
Leans wrong- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“if you know what you're doing, you're never going to have to worry about a Chinese seller”
- Leans wrong AI guessChina-based sellers now hold a large share of Amazon marketplace listings and tariff changes have squeezed many FBA margins, so the threat is real even for branded consumables.
- Leans partly right AI guessConsumables with local branding are harder to clone, but Chinese sellers now dominate many categories and tariff rules shift.
Committing fully with no plan B is the key to success in network marketing
Leans wrongCommitment does not change the structural payout; income disclosures show nearly all participants lose regardless of effort.
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Committing fully with no plan B is the key to success in network marketing
Leans wrong- The First Step For Network Marketing Success (Eric Worre - Network Marketing Pro)“That moment when you burn your bridges. That moment when you eliminate all your escape plans”
- Probably wrong AI guessCommitment does not change the structural payout; income disclosures show nearly all participants lose regardless of effort.
- Leans wrong AARP MLM survey 2018 lines 394-398Hours worked correlated equally with profits (r=0.27) and with losses (r=0.27), and money invested likewise with both, so the authors conclude success or failure in MLM cannot be determined by how hard a person works; effort is the proxy for commitment here.
- Leans wrong Taylor, The Case against MLM lines 401-414Taylor devoted all his time to Nu Skin for a year, reached the top 1% of participants, spent over $1,500 a month and earned about $250 a month in commissions, netting a $15,000 loss; full commitment did not produce success.
Copying already-viral product videos onto an under-served platform reliably produces sales
Leans wrongReposting proven content raises the odds somewhat, but virality is largely luck and competitors copy the same videos, so it does not reliably produce sales.
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Copying already-viral product videos onto an under-served platform reliably produces sales
Leans wrong- How I Made $32,000 in 30 Days Dropshipping With NO MONEY (Cam Vito)“we were just recreating what was working on TI Tik Tok and we just put it on Instagram”
- Leans wrong AI guessReposting proven content raises the odds somewhat, but virality is largely luck and competitors copy the same videos, so it does not reliably produce sales.
- Leans partly right AI guessCross-posting proven content raises the odds but virality stays largely luck-driven and the window closes as competitors copy.
Creators who earn a living mostly own a recurring-revenue product rather than relying on brand deals
Leans wrongCreator surveys show brand deals remain the largest income source for most full-time creators, and the claim comes from a vendor.
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Creators who earn a living mostly own a recurring-revenue product rather than relying on brand deals
Leans wrong- Why 96% of Creators Don't Make a Living (BUILT BY FOUNDRY)“The creators who make a real living almost all run a product that charges money every month”
- Leans partly right AI guessSubscriptions and products are a growing share, but surveys still show brand deals dominate top-creator income; this is a vendor pitch.
- Leans wrong AI guessCreator surveys show brand deals remain the largest income source for most full-time creators, and the claim comes from a vendor.
Day trading lets a small account earn in a single day what long-term investing earns in a year on the same risk
Leans wrongPersistent futures day traders had negative expected daily profit (mean -US$48.81, 97% losing) with large volatility, the opposite of earning a year's investment return in a day at equal risk.
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Day trading lets a small account earn in a single day what long-term investing earns in a year on the same risk
Leans wrong- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“We can have multiple of these opportunities in a single day, which allows us to go from making say $30 in a year”
- Probably wrong AI guessLarge studies of retail day traders in Brazil, Taiwan and the US find the large majority lose money and almost none earn a living; the comparison ignores costs and loss frequency.
- Leans wrong Brazil day-trader study (Chague et al.) lines 394-404Persistent futures day traders had negative expected daily profit (mean -US$48.81, 97% losing) with large volatility, the opposite of earning a year's investment return in a day at equal risk.
A deep in-the-money LEAPS call can earn more than owning the stock for less cash and less risk
Leans wrongA deep in-the-money call needs less cash, but it adds leverage, time decay and the risk of losing the whole premium, so it is not less risky.
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A deep in-the-money LEAPS call can earn more than owning the stock for less cash and less risk
Leans wrong- Top 3 Options Trading Strategies for Small Accounts (SMB Capital)“buying a deep in the money call can yield even more than a simple stock transaction for way less cash and way less risk”
- Leans partly right AI guessFewer dollars at risk, but the whole premium can be lost and buyers pay time value; retail option buyers lose on average.
- Leans wrong AI guessA deep in-the-money call needs less cash, but it adds leverage, time decay and the risk of losing the whole premium, so it is not less risky.
A digital product priced modestly needs only a few sales a week to become an easy income
Leans wrongThe arithmetic works, but most self-published digital products sell close to nothing, so a few sales a week is not easy.
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A digital product priced modestly needs only a few sales a week to become an easy income
Leans wrong- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“all you have to do is make four sales a week and you've made a hundred bucks”
- Leans partly right AI guessThe arithmetic is right but most self-published products sell close to nothing; finding buyers is the hard part, not the price.
- Leans wrong AI guessThe arithmetic works, but most self-published digital products sell close to nothing, so a few sales a week is not easy.
Duplicating a simple sales system across a team lets an MLM business scale like franchises
Leans wrongUnlike franchises, recruits have no territory or customer base and the chain must grow geometrically to pay the levels above.
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Duplicating a simple sales system across a team lets an MLM business scale like franchises
Leans wrong- 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“think about it like setting up franchises all over the world and you're getting a little percentage of all of that stuff”
- Probably wrong AI guessUnlike franchises, recruits have no territory or customer base and the chain must grow geometrically to pay the levels above.
- Leans wrong Taylor, The Case against MLM lines 1026-1044Taylor cites Commerce Department data that under 4% of franchises fail per year and NFIB data that 39% of small businesses are profitable over their life, against MLM loss rates over 99%; MLMs do not scale like franchises.
Entrepreneurs and real estate investors can legally pay zero tax while high earners pay most of theirs
Leans wrongDepreciation and exchanges can defer real-estate tax, but paying zero tax is an edge case, not the norm for entrepreneurs.
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Entrepreneurs and real estate investors can legally pay zero tax while high earners pay most of theirs
Leans wrong- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“when I make a million bucks, I keep a million bucks”
- Leans partly right AI guessDepreciation and exchanges defer real-estate tax, but zero tax is an edge case and no employee pays a 75% rate.
- Leans wrong AI guessDepreciation and exchanges can defer real-estate tax, but paying zero tax is an edge case, not the norm for entrepreneurs.
Every city's short-term-rental regulations contain loopholes that allow the business
Leans wrongMany cities restrict short-term rentals to primary residences or ban them outright, which rules out arbitrage entirely.
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Every city's short-term-rental regulations contain loopholes that allow the business
Leans wrong- How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! (Shaun Ghavami | Airbnb Coach)“Airbnb works for any City on planet Earth because there's literally loopholes for every single City”
- Very likely wrong AI guessMany cities restrict short-term rentals to primary residences or ban them outright, which rules out arbitrage entirely.
Faceless YouTube automation channels run by freelancers can earn thousands per month on a couple hours of daily work
Leans wrongMost automation channels never reach monetization and freelancer costs eat margins, so thousands a month on two hours a day is rare.
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Faceless YouTube automation channels run by freelancers can earn thousands per month on a couple hours of daily work
Leans wrong- F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“I barely work just 2 hours a day on all of my channels because they run on autopilot”
- Leans wrong AI guessMost automation channels never reach monetization and freelancer costs eat margins, so thousands a month on two hours a day is rare.
- Leans partly right AI guessA few channels reach that, but most never meet monetization thresholds and freelancer costs eat margins.
Following the right crypto influencer lets an investor get rich without relying on luck
Leans wrongInfluencer coin picks show no persistent skill, and many promoted tokens underperform after the promotion.
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Following the right crypto influencer lets an investor get rich without relying on luck
Leans wrong- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“Get rich in crypto without getting lucky. This is totally possible if you follow the right people.”
- Leans wrong AI guessInfluencer coin picks show no persistent skill, and many promoted tokens underperform after the promotion.
Forex trading is the most profitable business to start because it has no customers, products or operations
Leans wrongMost retail forex accounts lose money per brokers' own disclosures, so as a business it is worse than most, not the best.
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Forex trading is the most profitable business to start because it has no customers, products or operations
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“this is the most profitable industry that you can possibly ever start in”
- Probably wrong AI guessMost retail forex accounts lose money per brokers' own disclosures, so as a business it is worse than most, not the best.
Holding altcoins with conviction through drawdowns is how investors capture bull-market gains
Leans wrongMost altcoins never regain prior highs, so holding through drawdowns usually locks in losses rather than gains.
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Holding altcoins with conviction through drawdowns is how investors capture bull-market gains
Leans wrong- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“The only way you're going to gain here is to buy into good coins with high conviction”
- Leans wrong AI guessMost altcoins never regain prior highs, so holding through drawdowns usually locks in losses rather than gains.
Institutions deliberately sweep retail stop-loss clusters at obvious levels, so trading the reversal after a sweep is a reliable edge
Leans wrongStops do cluster at round and recent levels, but no independent evidence shows retail traders profit from fading these sweeps.
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Institutions deliberately sweep retail stop-loss clusters at obvious levels, so trading the reversal after a sweep is a reliable edge
Leans wrong- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“they engineer price to sweep these levels, collecting all that liquidity, and then they reverse it.”
- Leans wrong AI guessStops do cluster at round and recent levels, but no independent evidence shows retail traders profit from fading these sweeps.
Low-content books timed to holidays can earn hundreds of dollars a day even with poor reviews
Leans wrongThe figures are tool estimates for a handful of top sellers; most low-content books sell few or no copies in a crowded category.
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Low-content books timed to holidays can earn hundreds of dollars a day even with poor reviews
Leans wrong- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“books with a two star average rating is making hundreds of dollars a day”
- Leans wrong AI guessThe figures are tool estimates for a handful of top sellers; most low-content books sell few or no copies in a crowded category.
Making money is a learnable skill, not luck; a skilled person could rebuild wealth from nothing within a decade
Leans wrongSkill raises the odds, but research on entrepreneurial and wealth outcomes finds a large luck component, so neither 'not luck' nor a reliable decade-long rebuild holds.
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Making money is a learnable skill, not luck; a skilled person could rebuild wealth from nothing within a decade
Leans wrong- How to Get Rich (Naval)“A lot of people think making money is about luck. It’s not. It’s about becoming the kind of person that makes money.”
- Leans partly right AI guessPreviously successful founders do have higher success rates on their next venture, but studies of entrepreneurial outcomes still show a large luck component.
- Leans wrong AI guessSkill raises the odds, but research on entrepreneurial and wealth outcomes finds a large luck component, so neither 'not luck' nor a reliable decade-long rebuild holds.
- Leans partly right Talent vs luck simulation lines 409-416In the model skill raises the odds but is far from sufficient: medium-high talent is often necessary, yet the most talented agents (T > 0.8) are the top performer in only 3% of runs and only about a third of highly talented agents end above their starting capital, contradicting the skill-not-luck framing; rebuilding wealth in a decade is not modelled.
Matched betting earns a few thousand dollars a month on one set of accounts after several months
Leans wrongMatched betting is low-risk, but bonus supply is finite and accounts get restricted; typical sustained profits are a few hundred a month, not thousands.
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Matched betting earns a few thousand dollars a month on one set of accounts after several months
Leans wrong- Making $30k Per Month Matched Betting - How Is This Possible? (The System)“you'll be able to make $2 to $3,000 on average per month once you hit month sort of 8 to 12”
- Leans wrong AI guessMatched betting is low-risk, but bonus supply is finite and accounts get restricted; typical sustained profits are a few hundred a month, not thousands.
In-the-money options with delta above one half have better than even odds of ending in profit
Leans wrongDelta roughly approximates the chance of expiring in the money, not of clearing the premium paid, so the probability of profit is lower than delta.
· denied 0 ·
In-the-money options with delta above one half have better than even odds of ending in profit
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“your chances of ending in the money and actually making a profit is again going to be higher than 50 percent”
- Probably wrong AI guessDelta roughly approximates the chance of expiring in the money, not of clearing the premium paid, so the probability of profit is lower than delta.
Multiple faceless channels can generate five figures a month
Leans wrongMost faceless channels never reach monetization, and five-figure monthly claims come from operators selling courses.
· denied 0 ·
Multiple faceless channels can generate five figures a month
Leans wrong- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“Main channel Matt runs multiple faceless channels that generate 5 figures per month”
- Leans wrong AI guessMost faceless channels never reach monetization, and five-figure monthly claims come from operators selling courses.
- Leans partly right AI guessSome operators reach this; it is self-reported and the speaker is selling a course.
Once the skills are mastered, online money falls out of thin air
Leans wrongEven the source's own test needed daily filming for a week and yielded modest profit.
· denied 0 ·
Once the skills are mastered, online money falls out of thin air
Leans wrong- I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“once you know how to go viral and go viral consistently, money just falls out of thin air”
- Leans wrong AI guessEven the source's own test needed daily filming for a week and yielded modest profit.
One arbitraged short-term rental unit nets a couple of thousand dollars a month once set up
Leans wrongMarket data show falling revenue per listing and many arbitraged units earning below rent and costs, so a couple of thousand net is not typical.
· denied 0 ·
One arbitraged short-term rental unit nets a couple of thousand dollars a month once set up
Leans wrong- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“on average a property can generate anywhere from 2 000 to 2500 a month in profit”
- Leans partly right AI guessSome units in strong markets do, but market data show falling average revenue per listing, rising regulation and many units below rent.
- Leans wrong AI guessMarket data show falling revenue per listing and many arbitraged units earning below rent and costs, so a couple of thousand net is not typical.
Paid coaching gives a better return than a college degree
Leans wrongThe college wage premium is large and well measured, while coaching returns rest on self-reported, selected testimonials.
· denied 0 ·
Paid coaching gives a better return than a college degree
Leans wrong- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“I got a way, way, way better ROI from the coaching. It's really not even comparable.”
- Leans wrong AI guessThe college wage premium is large and well measured, while coaching returns rest on self-reported, selected testimonials.
- Leans partly right AI guessThe college wage premium is well documented; coaching returns are self-reported and selected, though some coaching helps.
Paid social ads are a learnable skill in days and a money machine for any product
Leans wrongAd platforms are easy to use but hard to profit from, and many small advertisers never reach a positive return.
· denied 0 ·
Paid social ads are a learnable skill in days and a money machine for any product
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“Facebook ads are like the infinite money glitch. It's just like a a magic money machine.”
- Leans wrong AI guessAd platforms are easy to use but hard to profit from, and many small advertisers never reach a positive return.
- Leans partly right AI guessAd platforms can be learned quickly and work for products with margin, but rising acquisition costs mean many small advertisers never reach positive return.
A partnership with a major asset manager makes a crypto token a good investment
Leans wrongPartnerships rarely send value to a token's holders, and the news is usually priced in by the time it is announced.
· denied 0 ·
A partnership with a major asset manager makes a crypto token a good investment
Leans wrong- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“BlackRock is teaming up with Ondo to bring portfolios on chain. Like this is a reason to be bullish on Ondo.”
- Leans wrong AI guessPartnerships rarely send value to a token's holders, and the news is usually priced in by the time it is announced.
Paying for high-ticket coaching returns many times its cost
Leans wrongThe returns cited are selected client testimonials; no independent data shows typical buyers recover high coaching fees.
· denied 0 ·
Paying for high-ticket coaching returns many times its cost
Leans wrong- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“I knew the price I was charging you was worth way was way less than the value that you were going to get.”
- Leans wrong AI guessThe returns cited are selected client testimonials; no independent data shows typical buyers recover high coaching fees.
Paying prop-firm challenge fees is an investment because the first payouts recover the fees lost on blown accounts
Leans wrongMost challenge buyers never get funded or paid, so for the typical buyer the fees are a sunk loss, not tuition that pays back.
· denied 0 ·
Paying prop-firm challenge fees is an investment because the first payouts recover the fees lost on blown accounts
Leans wrong- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“So, just know that you're essentially just paying your tuition, and it will pay off in the long run.”
- Leans wrong AI guessMost challenge buyers never get funded or paid, so for the typical buyer the fees are a sunk loss, not tuition that pays back.
With personal coaching a beginner can build a six-figure Amazon business within a year
Leans wrongAutomators' $5,000 one-on-one Amazon coaching advertised students making $10,000+ a month, but the FTC alleges virtually none of its coaching clients made the advertised amounts and most did not recoup their investment.
· denied 0 ·
With personal coaching a beginner can build a six-figure Amazon business within a year
Leans wrong- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“if you still want my personal help to build a sixfigure Amazon FBA business under 12 months”
- Leans wrong FTC v. Automators complaint lines 901-905Automators' $5,000 one-on-one Amazon coaching advertised students making $10,000+ a month, but the FTC alleges virtually none of its coaching clients made the advertised amounts and most did not recoup their investment.
- Unknown AI guessVendor claim with named success stories but no data on how many clients paid versus reached that result; six-figure revenue is also not profit.
Print-on-demand t-shirts on Amazon earn passive income if you find small untapped niches
Leans wrongTier limits, saturation and takedowns keep typical print-on-demand royalties small, and untapped niches close fast once found.
· denied 0 ·
Print-on-demand t-shirts on Amazon earn passive income if you find small untapped niches
Leans wrong- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“if you learn how to do niche research, you can find all of these small gaps where people have not discovered yet”
- Leans partly right AI guessSome designs earn royalties, but tier limits, saturation and trademark takedowns keep typical earnings small.
- Leans wrong AI guessTier limits, saturation and takedowns keep typical print-on-demand royalties small, and untapped niches close fast once found.
A product's markup over its unit cost is a return comparable to or better than stock-market returns
Leans wrongMarkup ignores overhead, marketing and capital at risk; it is not an annual return on invested capital and cannot be compared to market returns.
· denied 0 ·
A product's markup over its unit cost is a return comparable to or better than stock-market returns
Leans wrong- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“Every book I sell like at full price I am making a thousand percent return.”
- Very likely wrong AI guessMarkup ignores overhead, marketing and capital at risk; it is not an annual return on invested capital and cannot be compared to market returns.
A property earns roughly double as a short-term rental what it earns as a long-term rental
Leans wrongGross short-term revenue can beat rent in strong markets, but net of fees, cleaning, vacancy and management the premium is far smaller and often negative.
· denied 0 ·
A property earns roughly double as a short-term rental what it earns as a long-term rental
Leans wrong- How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! (Shaun Ghavami | Airbnb Coach)“that's way more money than what the landlord can get as a long-term rental”
- Leans partly right AI guessGross short-term revenue can exceed rent in tourist markets, but net of cleaning, platform fees, vacancy, utilities and management the premium is far smaller and often negative.
- Leans wrong AI guessGross short-term revenue can beat rent in strong markets, but net of fees, cleaning, vacancy and management the premium is far smaller and often negative.
Proprietary buy/sell indicators reliably flag over- and undervalued zones to trade
Leans wrongOscillator-style indicators are lagging transforms of price; no independent evidence shows paid indicator suites produce an edge after costs.
· denied 0 ·
Proprietary buy/sell indicators reliably flag over- and undervalued zones to trade
Leans wrong- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“Basically shows you when the markets are perceived to be undervalued or overvalued.”
- Leans wrong AI guessOscillator-style indicators are lagging transforms of price; no independent evidence shows paid indicator suites produce an edge after costs.
Public stock investing is a scam because the investor cannot control the outcome
Leans wrongDiversified index investing has delivered positive real returns over every long period on record; lack of control is not fraud.
· denied 0 ·
Public stock investing is a scam because the investor cannot control the outcome
Leans wrong- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“I don't buy stocks and shares I think they're a scam I can't control their outcome”
- Very likely wrong AI guessDiversified index investing has delivered positive real returns over every long period on record; lack of control is not fraud.
Publishing a book or course makes you an authority that prospects say yes to before hearing the offer
Leans wrongAuthority signals help conversion modestly, but most self-published books and courses reach few readers and do not presell prospects.
· denied 0 ·
Publishing a book or course makes you an authority that prospects say yes to before hearing the offer
Leans wrong- How To Get Rich In MLM And Direct Sales (Myron Golden)“When I become an author, I become an authority.”
- Leans partly right AI guessPerceived authority does raise conversion in sales, but self-published books rarely sell and the effect depends on reaching an audience first.
- Leans wrong AI guessAuthority signals help conversion modestly, but most self-published books and courses reach few readers and do not presell prospects.
Raising prices attracts buyers who will pay almost any price to solve their problem, so most sellers should charge premium prices
Leans wrongSome sellers underprice, but demand is price-sensitive for most offers; anecdotes of raised prices selling more are selected cases.
· denied 0 ·
Raising prices attracts buyers who will pay almost any price to solve their problem, so most sellers should charge premium prices
Leans wrong- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“happy as a lark in the park in the dark to pay whatever the price is to solve their problem.”
- Leans wrong AI guessSome sellers underprice, but demand is price-sensitive for most offers; anecdotes of raised prices selling more are selected cases.
Real-estate crowdfunding lets an ordinary investor raise other people's money to buy property with none of their own
Leans wrongRaising a fund means securities-law filings, offering costs and a track record investors trust; first-timers rarely raise money this way.
· denied 0 ·
Real-estate crowdfunding lets an ordinary investor raise other people's money to buy property with none of their own
Leans wrong- How to Buy Your First Rental Property with No Money (Noelle Randall)“if you get your own crowd fund, you don't have to spend any money.”
- Leans wrong AI guessRaising a fund means securities-law filings, offering costs and a track record investors trust; first-timers rarely raise money this way.
Real estate is forgiving enough that even a mistaken purchase still makes money
Leans wrongLeveraged property bought badly can and often does lose money, as foreclosure waves show; early wins in rising markets do not generalize.
· denied 0 ·
Real estate is forgiving enough that even a mistaken purchase still makes money
Leans wrong- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“you could be a little off and still make money on stuff”
- Leans wrong AI guessLeveraged property bought badly can and often does lose money, as foreclosure waves show; early wins in rising markets do not generalize.
Reposting old viral videos keeps sales going with no new work
Leans wrongPlatforms de-rank duplicate content and product interest fades, so reposting does not keep sales going without new work.
· denied 0 ·
Reposting old viral videos keeps sales going with no new work
Leans wrong- I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“All I was doing was reposting my old viral videos.”
- Leans wrong AI guessPlatforms de-rank duplicate content and product interest fades, so reposting does not keep sales going without new work.
- Leans partly right AI guessReposting can keep some views, but platforms de-rank duplicates and sales decline.
Retail investors have a stronger edge in crypto than in stocks because they are not competing with institutions and insiders
Leans wrongOn-chain data show small holders (<1 BTC) buy as Bitcoin rises while whales and miners sell, so larger and more sophisticated investors profit at retail's expense even in calm periods, and 73-81% of retail entrants likely lost money; retail is the counterparty of insiders, not free of them.
· denied 0 ·
Retail investors have a stronger edge in crypto than in stocks because they are not competing with institutions and insiders
Leans wrong- the crypto strategy im using to make millions again. (Brian Jung)“you're able to have a much stronger definitive edge and you're not competing against players who have inside information”
- Probably wrong AI guessCrypto markets are dominated by bots, market makers, exchanges and insiders with token allocations; studies of retail crypto traders find most lose money.
- Leans wrong BIS crypto retail adoption paper lines 200-208On-chain data show small holders (<1 BTC) buy as Bitcoin rises while whales and miners sell, so larger and more sophisticated investors profit at retail's expense even in calm periods, and 73-81% of retail entrants likely lost money; retail is the counterparty of insiders, not free of them.
A rising US manufacturing index signals an upcoming altcoin season
Leans wrongThe link rests on a couple of past cycles; with so few data points it has no demonstrated predictive power for altcoin prices.
· denied 0 ·
A rising US manufacturing index signals an upcoming altcoin season
Leans wrong- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“the ISM or the manufacturing index in the USA pushing towards 58, which has historically been the catalyst that has created major altcoin seasons”
- Leans wrong AI guessThe link rests on a couple of past cycles; with so few data points it has no demonstrated predictive power for altcoin prices.
Running a paid online community or membership gives an ordinary creator recurring monthly income
Leans wrongA few large communities earn well, but most paid communities have few members and high churn; the earnings shown are platform outliers.
· denied 0 ·
Running a paid online community or membership gives an ordinary creator recurring monthly income
Leans wrong- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“Communities can be completely free or set up as a paid membership for reoccurring monthly income.”
- Leans wrong AI guessA few large communities earn well, but most paid communities have few members and high churn; the earnings shown are platform outliers.
A running short-term rental needs only about an hour a week of the operator's time
Leans wrongGuest messaging, turnover coordination, maintenance and reviews take far more unless a paid manager is hired, which cuts profit.
· denied 0 ·
A running short-term rental needs only about an hour a week of the operator's time
Leans wrong- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“once it's set up it only requires about an hour of my time per week”
- Probably wrong AI guessGuest messaging, turnover coordination, maintenance and reviews take far more unless a paid manager is hired, which cuts profit.
Scaling one small product win across many products turns into thousands per month
Leans wrongMost products fail to sell and each needs its own promotion, so one small win does not multiply into thousands a month.
· denied 0 ·
Scaling one small product win across many products turns into thousands per month
Leans wrong- I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me (Mark Tilbury)“If we promoted 20 products and they kept ticking along making regular sales, this could easily turn into thousands of dollars in profit every month.”
- Leans wrong AI guessMost products fail to sell and each needs its own promotion, so one small win does not multiply into thousands a month.
- Leans partly right AI guessSales do not scale linearly; each product needs its own promotion spend and most products fail to sell.
Scraped directory websites can earn passive ad or lead income for near-zero cost; it is a numbers game across many sites
Leans wrongSearch engines demote thin scraped and aggregator sites, so most such directories earn nothing and are not passive.
· denied 0 ·
Scraped directory websites can earn passive ad or lead income for near-zero cost; it is a numbers game across many sites
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“some of them make $0 a month, some make a few hundred, some make a few thousand, but it's very passive.”
- Leans partly right AI guessSome directories earn, but search-engine quality updates have demoted thin aggregator sites, so most clones make nothing.
- Leans wrong AI guessSearch engines demote thin scraped and aggregator sites, so most such directories earn nothing and are not passive.
AI script writing removes the main barrier that stops beginners from starting a YouTube channel
Leans wrongDiscoverability and retention, not scripts, are the binding constraints, and AI lowers the scripting barrier for every competitor equally.
· denied 0 ·
AI script writing removes the main barrier that stops beginners from starting a YouTube channel
Leans wrong- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“the biggest beginner barrier, writing the scripts, is gone.”
- Leans partly right AI guessAI does cut scripting time, but discoverability, retention and on-camera skill remain the binding constraints and AI lowers the barrier for competitors equally.
- Leans wrong AI guessDiscoverability and retention, not scripts, are the binding constraints, and AI lowers the scripting barrier for every competitor equally.
A self-publishing business scales to six figures by publishing more and better books
Leans wrongSelf-published book income is extremely skewed and most titles sell few copies, so volume alone does not reliably reach six figures.
· denied 0 ·
A self-publishing business scales to six figures by publishing more and better books
Leans wrong- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“So scaling is simply doing the process that we just went through more and better, right?”
- Leans wrong AI guessSelf-published book income is extremely skewed and most titles sell few copies, so volume alone does not reliably reach six figures.
A self-reported bet tracker showing a high win rate proves a betting strategy works
Leans wrongUnaudited trackers can omit bets, and a few months of results are dominated by variance.
· denied 0 ·
A self-reported bet tracker showing a high win rate proves a betting strategy works
Leans wrong- How to Make $50 Per Day Betting on Sports (The Math) (LINEMAKER SPORTS)“there's no way anybody could tell you otherwise because this is tracked every single day”
- Leans wrong AI guessUnaudited trackers can omit bets, and a few months of results are dominated by variance.
Setting a profit target larger than the stop-loss gives a trader an edge by itself
Leans wrongWider targets are hit less often, so the risk-reward ratio alone does not change expected value; an edge needs entries with predictive power.
· denied 0 ·
Setting a profit target larger than the stop-loss gives a trader an edge by itself
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“this is something that I realize that this is the edge in the market”
- Probably wrong AI guessWider targets are hit less often, so the risk-reward ratio alone does not change expected value; an edge needs entries with predictive power.
Short-dated, just-out-of-the-money options are the best day-trading instrument because they are cheap and react most to price moves
Leans wrongRetail option losses are concentrated in short-dated out-of-the-money contracts, where time decay and spreads eat the leverage.
· denied 0 ·
Short-dated, just-out-of-the-money options are the best day-trading instrument because they are cheap and react most to price moves
Leans wrong- How to make $500 a day with this CHEAP options day trading strategy 🚨 (The Traveling Trader)“options usually that expire at the end of the week because they are the cheapest and the ones that are most sensitive to price movements”
- Leans wrong AI guessRetail option losses are concentrated in short-dated out-of-the-money contracts, where time decay and spreads eat the leverage.
Short-term rental arbitrage scales linearly by adding units
Leans wrongEach unit needs fresh capital, a willing landlord and more management, and regulation caps many markets, so linear scaling is a best case.
· denied 0 ·
Short-term rental arbitrage scales linearly by adding units
Leans wrong- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“within eight months you could be running four airbnbs hitting that ten thousand dollars a month Mark”
- Leans partly right AI guessEach unit needs fresh capital and a willing landlord, and management load grows; linear scaling is a best case.
- Leans wrong AI guessEach unit needs fresh capital, a willing landlord and more management, and regulation caps many markets, so linear scaling is a best case.
Sizing up only after a daily profit cushion and adding to winners makes day-trading results consistent
Leans wrongPosition sizing can reshape the daily P&L pattern but cannot create an edge; the consistency evidence is one trader's own record.
· denied 0 ·
Sizing up only after a daily profit cushion and adding to winners makes day-trading results consistent
Leans wrong- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“the secret to being able to have only seven red days in the last nine months is adding to winners not to losers”
- Leans wrong AI guessPosition sizing can reshape the daily P&L pattern but cannot create an edge; the consistency evidence is one trader's own record.
Small businesses will pay thousands of dollars a month for custom AI chatbots and workflow automations
Leans wrongOff-the-shelf chatbot and automation tools cost tens to hundreds a month, so few small businesses pay agency retainers in the thousands for them.
· denied 0 ·
Small businesses will pay thousands of dollars a month for custom AI chatbots and workflow automations
Leans wrong- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“I would need around 20 clients each paying me around four thousand a month”
- Leans wrong AI guessOff-the-shelf chatbot and automation tools cost tens to hundreds a month, so few small businesses pay agency retainers in the thousands for them.
Small RV or mobile-home parks bought with seller financing are many times more profitable than single-family rentals
Leans wrongPark yields run somewhat higher than single-family rentals for more work and risk, not many times higher, and low-cash seller financing is rare.
· denied 0 ·
Small RV or mobile-home parks bought with seller financing are many times more profitable than single-family rentals
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“3 to 10 pad sites that are about 3 to 10 times more profitable than buying a single family home as a rental.”
- Leans partly right AI guessPark cap rates do run higher than single-family rentals, but that reflects more management, occupancy risk and illiquidity, and seller financing with almost no cash down is rare.
- Leans wrong AI guessPark yields run somewhat higher than single-family rentals for more work and risk, not many times higher, and low-cash seller financing is rare.
Sports betting with bankroll management, small units and few parlays is consistently profitable
Leans wrongBankroll rules limit variance but do not create an edge; sportsbooks and pick'em apps price in a house margin.
· denied 0 ·
Sports betting with bankroll management, small units and few parlays is consistently profitable
Leans wrong- I Got Rich With Sports Betting When I Applied These 7 Habits (Secured Tyson)“I was able to completely change my life around from making 0 to now making hundreds of thousands of dollars from sports betting”
- Leans wrong AI guessBankroll rules limit variance but do not create an edge; sportsbooks and pick'em apps price in a house margin.
- Leans wrong Sports betting household study (NBER) lines 73-80The paper does not test any strategy, but documents that the industry's $11B of revenue on $120B wagered implies negative expected returns for the typical bettor and that bookmakers exploit bettors' biases and lack of skill, with bettors' net deposits rising over time.
Spotting under-the-radar small-cap altcoins early lets retail buyers capture ten-fold or greater gains
Leans wrongMost small-cap tokens lose most of their value or die; promoter-picked gems are a lottery where a few big winners hide many losers.
· denied 0 ·
Spotting under-the-radar small-cap altcoins early lets retail buyers capture ten-fold or greater gains
Leans wrong- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“This could roll into the, you know, hundreds of millions into the billions.”
- Leans wrong AI guessMost small-cap tokens lose most of their value or die; promoter-picked gems are a lottery where a few big winners hide many losers.
Starting a business with no money is a competitive advantage because well-funded founders lose imagination and discipline
Leans wrongFamily income is a powerful predictor of becoming an incorporated entrepreneur: a $100,000 higher 1979 family income is associated with an almost 60% higher probability of incorporation after controlling for ability, traits and education, which the authors read as credit constraints materially hindering entrepreneurship; the paper tests entry rather than founder discipline, but points the opposite way to the claim.
· denied 0 ·
Starting a business with no money is a competitive advantage because well-funded founders lose imagination and discipline
Leans wrong- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“having no money at all is actually a competitive Advantage because you've got nothing to lose”
- Leans wrong Who becomes an entrepreneur (Levine & Rubinstein) lines 698-706Family income is a powerful predictor of becoming an incorporated entrepreneur: a $100,000 higher 1979 family income is associated with an almost 60% higher probability of incorporation after controlling for ability, traits and education, which the authors read as credit constraints materially hindering entrepreneurship; the paper tests entry rather than founder discipline, but points the opposite way to the claim.
- Leans partly right AI guessOverfunded startups do waste capital, but undercapitalisation is among the top causes of small-business failure; the examples are survivorship-selected.
Starting or joining a startup is the most reliable way to get rich by compressing a career's work into a few years.
Leans wrongStartups produce many self-made fortunes, but most fail and median founder and early-employee payoffs are near zero, so they are high-variance rather than reliable.
· denied 0 ·
Starting or joining a startup is the most reliable way to get rich by compressing a career's work into a few years.
Leans wrong- How to Make Wealth (paulgraham.com)“I think your best bet would be to start or join a startup. That's been a reliable way to get rich for hundreds of years.”
- Leans wrong AI guessStartups produce many self-made fortunes, but most fail and median founder and early-employee payoffs are near zero, so they are high-variance rather than reliable.
- Leans partly right AI guessStartups produce many of the self-made fortunes, but most fail and the median founder payoff is near zero, so 'reliable' overstates it.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 1027-1052Incorporated entrepreneurship offers fat-tailed upside (a 90th-percentile entrepreneur earns 30% more than his own earnings as a 90th-percentile employee) with bounded downside since those who quit return to salaried work at their old wage, but only ~0.8% of salaried workers incorporate a year, the gains concentrate in high-skill rule-breakers, and the paper measures hourly earnings, not getting rich; nothing supports 'most reliable'.
A stay-at-home parent can earn meaningful income selling digital printables on Etsy working only during nap times
Leans wrongMost Etsy shops earn very little, and digital printables are flooded with resold templates, so one seller's results don't carry over to most parents.
· denied 0 ·
A stay-at-home parent can earn meaningful income selling digital printables on Etsy working only during nap times
Leans wrong- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“I've been able to make over $27,000 selling digital products as a stay-at-home mom.”
- Leans wrong AI guessMost Etsy shops earn very little, and digital printables are flooded with resold templates, so one seller's results don't carry over to most parents.
A stop-loss guarantees a trade cannot lose more than the planned amount
Leans wrongStops cap losses in normal conditions, but gaps, slippage and fast markets can fill well beyond the stop.
· denied 0 ·
A stop-loss guarantees a trade cannot lose more than the planned amount
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“it is impossible to lose more than that because you have a stop- loss”
- Leans wrong AI guessStops cap losses in normal conditions, but gaps, slippage and fast markets can fill well beyond the stop.
A .store domain gets more traffic and ranks higher on Google
Leans wrongSearch engines state the top-level domain does not affect ranking; the figure is a registry marketing claim.
· denied 0 ·
A .store domain gets more traffic and ranks higher on Google
Leans wrong- I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me (Mark Tilbury)“websites with a .store domain get 87% more traffic and rank two times higher on Google”
- Leans wrong AI guessSearch engines state the top-level domain does not affect ranking; the figure is a registry marketing claim.
Students of dropshipping coaching programs collectively generate tens of millions in sales
Leans wrongEmpire consistently claimed hundreds of clients generating over $150 million in revenue; the FTC alleges this was false and most clients lost money, so this type of aggregate-sales claim was fabricated in at least this case.
· denied 0 ·
Students of dropshipping coaching programs collectively generate tens of millions in sales
Leans wrong- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“my students crossing over $50 million combined and counting”
- Leans wrong FTC v. Automators complaint lines 522-525Empire consistently claimed hundreds of clients generating over $150 million in revenue; the FTC alleges this was false and most clients lost money, so this type of aggregate-sales claim was fabricated in at least this case.
- Unknown AI guessVendor-reported aggregate revenue with no audit, no count of students who paid, and revenue is not profit.
Trading apps that filter scam and bundled tokens make meme coin trading safe
Leans wrongFilters catch some rug pulls, but most meme coins still collapse toward zero and most traders of them lose money.
· denied 0 ·
Trading apps that filter scam and bundled tokens make meme coin trading safe
Leans wrong- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“Overall, it just is a really safe app to use.”
- Leans wrong AI guessFilters catch some rug pulls, but most meme coins still collapse toward zero and most traders of them lose money.
A typical side hustle can pay off an average credit-card balance within months
Leans wrongThe figure uses mean side-hustle income; at the median it would take years, not months.
· denied 0 ·
A typical side hustle can pay off an average credit-card balance within months
Leans wrong- Fewer Americans Have a Side Hustle in 2025 - Bankrate (Bankrate)“The average side hustler could earn enough to pay off the average credit card balance ($6,371, according to TransUnion) in about seven months.”
- Leans partly right AI guessUses the mean; at the median side-hustle income it would take nearly three years.
- Leans wrong AI guessThe figure uses mean side-hustle income; at the median it would take years, not months.
Unusual options-flow alerts reveal institutional orders that retail day traders can profitably follow
Leans wrongOrder flow carries some information in academic data, but public flow alerts arrive late and noisy, and nothing shows retail traders profit from following them.
· denied 0 ·
Unusual options-flow alerts reveal institutional orders that retail day traders can profitably follow
Leans wrong- How to make $500 a day with this CHEAP options day trading strategy 🚨 (The Traveling Trader)“it also tries to identify what type of order it is whether it's a sweep meaning most likely a large institutional order”
- Leans wrong AI guessOrder flow carries some information in academic data, but public flow alerts arrive late and noisy, and nothing shows retail traders profit from following them.
Wealth creation is positive-sum, so everyone can become wealthy
Leans wrongTotal wealth grows, but being wealthy is largely relative and scarce assets are constrained, so positive-sum growth does not mean everyone can become wealthy.
· denied 0 ·
Wealth creation is positive-sum, so everyone can become wealthy
Leans wrong- How to Get Rich (Naval)“Everybody can be wealthy. Everybody can be retired. Everybody can be successful. It is merely a question of education and desire.”
- Leans wrong AI guessTotal wealth grows, but being wealthy is largely relative and scarce assets are constrained, so positive-sum growth does not mean everyone can become wealthy.
- Leans partly right AI guessAggregate wealth has grown enormously, but relative wealth and the scarce resources that define being rich are constrained, so universal wealth does not follow.
Writing YouTube scripts with AI for other creators pays a reliable freelance income
Leans wrongScriptwriting gigs exist, but freelance platforms are crowded, creators increasingly use AI themselves, and income for beginners is irregular rather than reliable.
· denied 0 ·
Writing YouTube scripts with AI for other creators pays a reliable freelance income
Leans wrong- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“per script rates can run anywhere from 250 on the low end to over $2,000”
- Leans partly right AI guessScriptwriting jobs exist, but creators increasingly use AI themselves and the quoted rates are top-end.
- Leans wrong AI guessScriptwriting gigs exist, but freelance platforms are crowded, creators increasingly use AI themselves, and income for beginners is irregular rather than reliable.
YouTube ad revenue can become significant income once a channel is monetized.
Leans wrongMost monetized channels earn little from ads, so significant income is the exception rather than what monetization typically brings.
· denied 0 ·
YouTube ad revenue can become significant income once a channel is monetized.
Leans wrong- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“this can potentially become a pretty significant uh source of income for your YouTube channel”
- Leans partly right AI guessAd RPMs vary enormously by niche and most monetized channels earn modest amounts; significant income requires large sustained views.
- Leans wrong AI guessMost monetized channels earn little from ads, so significant income is the exception rather than what monetization typically brings.
Credit card limits rise automatically even when the card is barely used
Leans wrongIssuers raise limits based on usage and payment history, and cut dormant lines.
asserted 0 · ·
Credit card limits rise automatically even when the card is barely used
Leans wrong- DENIES These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“if you didn't gas on it, they're going to send you a 4, $500,000 credit card”
- Leans wrong AI guessIssuers raise limits based on usage and payment history, and cut dormant lines.
Most of the very wealthy dropped out of college rather than graduating
Leans wrongSurveys of the ultra-wealthy show a large majority hold degrees, many from elite schools.
asserted 0 · ·
Most of the very wealthy dropped out of college rather than graduating
Leans wrong- DENIES "9-5 JOBS ARE A SCAM, SO IS COLLEGE" - Swag Academy (Coffeezilla)“there's more millionaires and billionaires who dropped out of college than those who finished college”
- Leans wrong AI guessSurveys of the ultra-wealthy show a large majority hold degrees, many from elite schools.
Contested
Claims some sources assert and others deny.
Advice from people who got rich quickly is survivorship bias, like reading out winning lottery numbers
Leans rightSurvivorship bias is well documented; the specific path of a rapid success rarely replicates because luck and timing dominated it.
· ·
Advice from people who got rich quickly is survivorship bias, like reading out winning lottery numbers
Leans right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“the actual numbers on drop shipping outcomes are not what the content landscape suggests”
- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“Nobody is making a video about how they lost their life savings trying to flip homes.”
- Diary Of A CEO Is Making You Less Successful - Barry's Economics (Barry's Economics)“We never interview, never interview the thousands of people that also woke up at 5:00 a.m., did the cold plunges, read the books”
- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“successful Traders post their wins for everyone to see making it seem possible for everyone else watching”
- The One Thing Gary Vaynerchuk Has Wrong | A Story About Survivorship Bias (Spencer Cornelia)“what he's missing is all of the people who did not succeed who worked hard as well”
- Creator Courses: Selling Dreams as Products (TyFrom99)“a few others that were already doing pretty well before taking his course”
- Why 96% of Creators Don't Make a Living (BUILT BY FOUNDRY)“It is a lottery with 50 million tickets and a handful of winners.”
- Are Paid Dropshipping Courses Worth It in 2026? (Do Dropshipping)“A few impressive student stories don't tell you what your own result will be.”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“The reason why you think everyone does is because the [music] only people that post about it online are the ones who do.”
- How to Get Rich (Naval)“Avoid people who got rich quickly. They’re just giving you their winning lottery ticket numbers.”
- The Truth About Day Trading (Ben Felix)“The stories of successful day traders may circulate in non-representative proportions, giving the impression that success is more frequent than it actually is.”
- Why It's So Hard To Succeed - The Survivorship Bias (animated) (Better Than Yesterday)“overestimate our chances of succeeding, because failures are ignored.”
- Rich Dad Fraud Dad (Micro)“people that end up in situations like that are embarrassed and tend to keep quiet”
- DENIES F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“And there are dozens of other students who got similar results all working with me one-on-one.”
- DENIES I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“like all these results right here of all our inner circle students”
- Probably right AI guessSurvivorship bias is well documented; the specific path of a rapid success rarely replicates because luck and timing dominated it.
- Leans partly right Talent vs luck simulation lines 137-142Modelling result: because talent is judged a posteriori from reached success, the evaluation switches cause and effect and rates the luckiest as the most talented, which is the survivorship mechanism, though the paper does not address advice or speed of enrichment.
Low-effort arbitrage pays only for early movers; once a method is widely taught, competition crowds out the returns
Leans rightEasily replicated strategies see returns compete away as entrants flood in, consistent with observed cycles in self-publishing and dropshipping niches.
· ·
Low-effort arbitrage pays only for early movers; once a method is widely taught, competition crowds out the returns
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“you were very very much like first line and you probably got like you reaped the benefits of like a new world”
- The Passive Income Scam (The Plain Bagel)“you can bet that there will be thousands of others doing the exact same thing possibly with the exact same product”
- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“when everyone can do the same thing, people start competing on price. And normally, that's a race to the bottom”
- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“if there was something easy out there someone else would grab it”
- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“you will face pricing pressure from other competing retailers offering the exact same goods”
- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“there was a narrow window of time where Audible’s gates were wide open, but there wasn’t a lot of competition yet”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“it's already too late because everyone's doing it. So, your chances of success are slim to none.”
- How to Make Wealth (paulgraham.com)“If starting a startup were easy, everyone would do it.”
- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“the market gets flooded with people offering the same copypaste BS”
- Why Iman Gadzhi Never Made Anyone Rich (Blueprint to Billions)“His own students are competing against each other using the exact same scripts, the exact same tactics, the exact same pitch.”
- DENIES TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“it's too late to start, it's actually predicted to be the top global retailer in the next coming years”
- Very likely right AI guessEasily replicated strategies see returns compete away as entrants flood in, consistent with observed cycles in self-publishing and dropshipping niches.
Most new YouTube channels earn nothing for months and most starters quit before growth arrives.
Leans rightThe vast majority of channels never reach monetization thresholds; early view counts are typically near zero.
· ·
Most new YouTube channels earn nothing for months and most starters quit before growth arrives.
Leans right- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“Most people who start this are going to quit way too early. They'll upload a few videos. Those videos probably won't get many views.”
- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“I made $94 in 30 hours of work. That's about $3 per hour.”
- How To Start A YouTube Automation Business in 10 Minutes (Grow with Alex)“most people fail when it comes to this type of business for three reasons the first is from burnout”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“It's a really long game and the money isn't even guaranteed.”
- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“we've spent upwards of 7 to 10K and made back less than a fifth of that”
- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“it's very slow to monetize and most people quit before they make any money here”
- DENIES 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“Within a couple of months of starting this YouTube channel, it was able to make more than a hundred dollars per day”
- DENIES 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“He went from zero to a full-time income in less than 30 days and he was working less than four hours a week.”
- DENIES I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“by day 29, he had his first $214 in a single day from AdSense. So, so he went from zero to a full-time income.”
- Very likely right AI guessThe vast majority of channels never reach monetization thresholds; early view counts are typically near zero.
Most MLM participants earn little or nothing and a substantial share lose money
Probably rightOf the 601 surveyed participants, 25% made any profit over their whole time in the MLM: 14% under $5,000, 6% $5,000 to $9,999, 3% $10,000 to $24,999, 3% $25,000 or more, and 3 people (0.5%) $100,000 or more; 47% lost money (41% under $5,000, 3% $5,000 to $9,999, 1% over $10,000) and 27% broke even; all self-reported.
· ·
Most MLM participants earn little or nothing and a substantial share lose money
Probably right- The Only 25 Ways to Make Money in 2026 (Dan Martell)“If the way you make money is getting paid to recruit people to join your thing”
- Why Making Money In An MLM Is Impossible (Always Marco)“becoming successful in an mlm is mathematically impossible regardless of your level of effort or your mindset”
- Multi-Level Marketing Businesses and Pyramid Schemes (Consumer Advice)“Most people who join legitimate MLMs make little or no money. Some of them lose money.”
- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“the overwhelming majority of Herbal Life distributors who pursue the business opportunity make little or no money and a substantial percentage lose money.”
- Rich Dad Fraud Dad (Micro)“even the people in the top percentile of these companies makes very little money from the bonus structure itself”
- DENIES Network Marketing Recruiting – How To Recruit 10 People In 10 Days (Frazer Brookes)“so to make 500 in eight hours of work hmm sitting at home on your laptop”
- Very likely right AI guessCompany income disclosures and regulator analyses across many MLMs consistently show the median participant earns under expenses.
- Probably right AARP MLM survey 2018 lines 376-392Of the 601 surveyed participants, 25% made any profit over their whole time in the MLM: 14% under $5,000, 6% $5,000 to $9,999, 3% $10,000 to $24,999, 3% $25,000 or more, and 3 people (0.5%) $100,000 or more; 47% lost money (41% under $5,000, 3% $5,000 to $9,999, 1% over $10,000) and 27% broke even; all self-reported.
- Probably right AARP MLM survey 2018 lines 135-139Nationally representative probability sample of 601 current/former MLM participants: 47% reported losing money, 27% broke even and only 25% made any profit over their whole time in the MLM.
- Probably right FTC MLM income disclosure report 2024 lines 1481-1498Across the 27 MLM disclosures giving the figure, the share of participants with no income exceeded 50% in 17, and staff's calculations show the vast majority received $1,000 or less per year (under $84/month) before expenses.
- Leans right Taylor, The Case against MLM lines 1785-1790Across 30 MLMs' own income disclosures, after subtracting required purchases and modest expenses, 99.12%-99.97% of participants (average 99.6%) lost money and about one in 238 profited; Nu Skin's own 2008 report shows 85.89% of active distributors earned no commission at all.
- Leans right FTC MLM income disclosure report 2024 lines 634-652Most of the 70 disclosures leave people out of the income distribution: 29 exclude everyone who earned no commissions and another 24 exclude participants the company deems inactive, so published figures understate the share with no income.
- Leans right FTC MLM income disclosure report 2024 lines 734-752None of the 70 disclosures gives income figures net of all expenses; 20 say nothing about expenses and most of the other 50 mention the omission less prominently than the dollar amounts, so disclosed income overstates what participants keep.
- Leans right FTC MLM report summary lines 35-35FTC summary of 70 income disclosures: most participants made $1,000 or less a year before expenses, and in at least 17 MLMs most participants made nothing at all.
An established FBA business runs on a few hours a week of the owner's time
Leans partly rightPossible with paid staff and a mature product, but most sellers report more hands-on time and the setup labor is excluded.
· ·
An established FBA business runs on a few hours a week of the owner's time
Leans partly right- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“It's like the easiest set it and forget it business model out there”
- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“I probably was working less than four hours a week on average”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“i've set up the entire production process of that website so that it's completely hands-off and runs on its own”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“your supplier will ship your product straight to the buyer without you having to do any extra work on your end”
- DENIES FTC Takes Action Against Fake Amazon Guru Kevin David for Automation @Coffeezilla (Romer the Roamer)“why the [ __ ] would you say passive income if it's not passive income everybody knows man”
- DENIES Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“treat it like an actual business rather than a passive income hack”
- Leans partly right AI guessPossible with staff and a mature product, but that excludes the setup labor and the paid help.
- Leans partly right AI guessPossible with paid staff and a mature product, but most sellers report more hands-on time and the setup labor is excluded.
You cannot get rich by renting out your time; wealth requires owning equity in a business, product or asset
Leans partly rightWealth surveys show most large fortunes come from business ownership and assets, but high-earning salaried professionals do accumulate wealth by saving and investing.
· ·
You cannot get rich by renting out your time; wealth requires owning equity in a business, product or asset
Leans partly right- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“I've made all my money from when I've sold my businesses and I owned equity in the businesses that I sold”
- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“The moment you take that paycheck you're an employee”
- How to Get Rich (Naval)“You are not going to get rich renting out your time. You must own equity, a piece of the business to gain your financial freedom.”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“one of the sharper financial-education gaps separating the E and S quadrants from the B and I quadrants”
- DENIES Rich Dad Poor Dad Lied To You (Codie Sanchez)“it is a total fallacy that you can't be a worker and be a billionaire or massively financially free”
- Probably partly right AI guessWealth surveys show most large fortunes come from business ownership and assets, but high-earning salaried professionals do accumulate wealth by saving and investing.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 144-153Incorporated business owners earn 48% more residual hourly (28% at the median) than comparable salaried workers, but the median unincorporated owner earns less per hour than his salaried counterpart and unincorporated owners outnumber incorporated ones; owning a business pays only for a select group, and the paper measures hourly earnings, not wealth.
Backtested candlestick patterns show no reliable edge.
Leans rightAcademic tests of candlestick signals on major indices find no profitable predictive power after costs.
· ·
Backtested candlestick patterns show no reliable edge.
Leans right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“many of them that were sort of supposed to be bullish signals were were bearish signals”
- I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“when studying it's very easy to see where I could have entered a trade to make money”
- I Tried Day Trading with No Experience (Mike Shake)“day trading is all about drawing lines yes over here over there and hoping the price will follow these lines for some reason”
- DENIES I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“my free guide that goes through all the candlestick patterns that I use”
- DENIES Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“this basically means that buyers had no strength inside this candle meaning sellers were a lot stronger there”
- DENIES How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“i will only take a trade if i see a moving average crossover and i see an engulfing candlestick”
- Probably right AI guessAcademic tests of candlestick signals on major indices find no profitable predictive power after costs.
Beginners following paid or community trade signals typically lose money
Leans partly rightFirst-hand tests and brokerage data lean to losses, but signal quality varies and samples are small.
· ·
Beginners following paid or community trade signals typically lose money
Leans partly right- I Tried Day Trading for 1 Week (Complete Beginner) (Baxter Persse)“So if we look at the whole account for the entire week, I ended up losing about -$450.”
- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“Guys, do not blindly buy what I'm buying.”
- Day Trading: Your Dollars at Risk (sec.gov)“Some websites have sought to profit from day traders by offering them hot tips and stock picks for a fee.”
- DENIES 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“literally from our Discord call, you're at approximately you know, 30 to 50%”
- DENIES 5 Best Forex Signals Providers: Make Easy $$$ (Trading Properly)“which makes trading much faster much easier and much more lucrative”
- Leans partly right AI guessFirst-hand tests and brokerage data lean to losses, but signal quality varies and samples are small.
A few percent per day compounds to impossible annual returns, so such claimed trading rates cannot be sustained.
Leans rightCompounding arithmetic; no documented investor has sustained anything close.
· ·
A few percent per day compounds to impossible annual returns, so such claimed trading rates cannot be sustained.
Leans right- What Return Should Investors Reasonably Expect? (The Plain Bagel)“a one percent daily return can turn a 100 investment into twelve hundred and forty dollars after one year”
- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“if you take two percent a day that would turn into about i don't know 140 000 percent a year roughly”
- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“that small sounding daily return compounds out to I had to do the calculation 137,640%”
- DENIES 5 Best Forex Signals Providers: Make Easy $$$ (Trading Properly)“30 to 40 percent monthly profits with a success rate of 82 percent those claims are fairly hard to disprove”
- DENIES Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“if you want to make one percent per day right if you may make one percent on thirty thousand that's three hundred per day”
- Almost certainly right AI guessCompounding arithmetic; no documented investor has sustained anything close.
MLM income comes mainly from recruiting and leading a downline, not from selling product to retail customers
Leans rightAll 30 MLMs with earnings data (and all 350 whose compensation plans Taylor reviewed) pay rewards primarily for recruiting a large downline, not for retailing products, with most payout going to the highest levels.
· ·
MLM income comes mainly from recruiting and leading a downline, not from selling product to retail customers
Leans right- Network Marketing Recruiting: How I Recruited 10 People in 10 Days (Darin Kidd)“if you want to have Financial Freedom and time freedom in network marketing recruiting is essential”
- How To Get Rich In MLM And Direct Sales (Myron Golden)“You can't become a network marketing millionaire if you can't recruit people who sell products, who also sell the opportunity.”
- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“You make a little, not much. Not enough to pay the bills that are wrecking up. You make money from signing people up.”
- DENIES 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“you don't get paid for the act of building the team you only get paid when sales happen to a customer”
- Very likely right AI guessRegulator complaints and company income disclosures consistently show top MLM earnings are tied to downline volume rather than retail sales.
- Leans right Taylor, The Case against MLM lines 870-877All 30 MLMs with earnings data (and all 350 whose compensation plans Taylor reviewed) pay rewards primarily for recruiting a large downline, not for retailing products, with most payout going to the highest levels.
- Leans partly right FTC MLM income disclosure report 2024 lines 201-205The report describes MLM pay as commissions for purchasing, inducing others to purchase, or recruiting participants who purchase, with retail resale income only 'in some cases'; it describes the structure but does not measure the split between downline and retail income.
Online side hustles fail without an owned audience because traffic is the real bottleneck
Leans partly rightCustomer acquisition is the dominant cost in online business, but many profitable stores run on paid traffic without an audience; the audience framing suits a YouTube coach.
· ·
Online side hustles fail without an owned audience because traffic is the real bottleneck
Leans partly right- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“This step is where most people fail. Not because they have a bad product or bad design or wrong pricing”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“The audience is the multiplier.”
- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“Without it, every business is a great store in the middle of the desert. Nobody walks by and nobody buys”
- DENIES Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“So, we don't have to worry about building our own audience.”
- Leans partly right AI guessCustomer acquisition is the dominant cost in online business, but many profitable stores run on paid traffic without an audience; the audience framing suits a YouTube coach.
Prop-firm evaluation challenges are structured so most participants pay fees and never get funded
Leans rightFirms' own and regulator disclosures show low pass rates and fee-driven revenue; some firms have been sanctioned.
· ·
Prop-firm evaluation challenges are structured so most participants pay fees and never get funded
Leans right- How To Day Trade Using Only $50 (Riley Coleman)“under 5% of people over time pass these challenges”
- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“The way prop firms make money off of inexperienced traders is that they really don't know how much to risk.”
- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“they make money when traders lose, which is strange when you think about it”
- DENIES How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“you have the easiest one-step evaluation process in the world”
- Very likely right AI guessFirms' own and regulator disclosures show low pass rates and fee-driven revenue; some firms have been sanctioned.
Short-term stock moves are unpredictable, so day trading is gambling
Leans partly rightAuthors conclude that for prospective day traders trading to learn is no more rational or profitable than playing roulette, yet under 3% of traders are predictably profitable, so it is not pure chance.
· ·
Short-term stock moves are unpredictable, so day trading is gambling
Leans partly right- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“Financial predictions are almost impossible to make”
- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“no one here can gaze into the future and know if a stock price is going to go up or down”
- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“No matter how much someone says they just know the trade is going to go up, they really don't.”
- DENIES I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“This isn't some gambling flipping game”
- Leans partly right Brazil day-trader study (Chague et al.) lines 314-323Success rates decline with days traded exactly as in casino roulette, and the authors treat day trading as gambling-like; predictability of prices itself is not tested.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 714-721Authors conclude that for prospective day traders trading to learn is no more rational or profitable than playing roulette, yet under 3% of traders are predictably profitable, so it is not pure chance.
- Leans partly right AI guessShort-horizon moves are close to unpredictable for retail, though a few professional firms earn persistent edges.
Demeaning salaried jobs and college is a sales tactic; both generally improve financial outcomes
Leans rightThe college earnings premium and the stability of salaried work are well documented, though college is not right for everyone.
· ·
Demeaning salaried jobs and college is a sales tactic; both generally improve financial outcomes
Leans right- Why You Should Stop Listening to Get-Rich-Quick “Gurus” (I Will Teach You To Be Rich)“get-rich quick schemers criticizing college education”
- "9-5 JOBS ARE A SCAM, SO IS COLLEGE" - Swag Academy (Coffeezilla)“nine to fives are legitimately the biggest scam ever ran in the universe”
- DENIES RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“go to school, get a job, work hard, save money, get out of debt and invest for the long-term in the stock market”
- DENIES How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“a real alternative path in a career path rather than going to college and getting scammed for $80,000 in student debt”
- Probably right AI guessThe college earnings premium and the stability of salaried work are well documented, though college is not right for everyone.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 366-376The highest-earning business owners are the best educated: 46% of incorporated self-employed hold a college degree versus 32% of salaried workers, while the unincorporated (who earn ~30% less than employees) are less educated than salaried workers, and entrepreneurs are drawn from the comparatively high-paid, high-educated salaried workers; consistent with college and salaried success improving outcomes, though the paper does not test the sales-tactic part.
Dropshipping can make an ordinary beginner a millionaire
Leans wrongA few sellers reach that scale; the typical outcome is a loss, so the implied generality fails.
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Dropshipping can make an ordinary beginner a millionaire
Leans wrong- I made my first million at 19 years old, here's how.. (Ryan Mikols)“I was a normal kid playing video games. and I found a hobby and turned it into a way to make money”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“I became a millionaire thanks to the power of online business”
- DENIES Dropshippers Get Rich by Making You Feel Poor (thefp.com)“Hundreds of influencers claim the path to a fancy lifestyle is selling cheap crap from China.”
- Leans wrong AI guessA few sellers reach that scale; the typical outcome is a loss, so the implied generality fails.
Producing polished short-form content takes hours per video and is effectively a full-time job.
Leans rightCreator time-use reports consistently show planning, filming and editing dominate, far beyond the posted runtime.
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Producing polished short-form content takes hours per video and is effectively a full-time job.
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“a 30 second video is probably like four to five hours of work at the end of the day”
- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“It's easy until it's not and you put a lot of work into it.”
- DENIES How to make $5k / month creating content WITHOUT followers (Linda)“filming a brand deal for me usually takes about 1 to 2 hours and then another 1 to 2 hours to edit”
- DENIES If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“The top creators are making 90 to 180 videos a month, and I promise you they're spending less time than you on each new video.”
- Probably right AI guessCreator time-use reports consistently show planning, filming and editing dominate, far beyond the posted runtime.
Profitable active trading is a full-time job needing research, data and infrastructure, not an evening hobby.
Leans rightProfessional quant and discretionary shops run on teams and paid data; part-time retail traders underperform in brokerage studies.
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Profitable active trading is a full-time job needing research, data and infrastructure, not an evening hobby.
Leans right- Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles (The Plain Bagel)“it's not something that you can sort of do in the evenings and weekends and expect uh that it'll it'll uh provide immeasurable wealth”
- Day Trading: Your Dollars at Risk (sec.gov)“Day traders also have high expenses, paying their firms large amounts in commissions, for training, and for computers.”
- DENIES How To Day Trade Using Only $50 (Riley Coleman)“The time commitment is small enough that it works even if you have a full-time job.”
- Very likely right AI guessProfessional quant and discretionary shops run on teams and paid data; part-time retail traders underperform in brokerage studies.
Rental property needs a large down payment plus cash reserves for repairs and vacancies
Leans rightLenders require 15 to 25 percent down on investment property, and repairs and vacancies are routine costs.
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Rental property needs a large down payment plus cash reserves for repairs and vacancies
Leans right- The Passive Income Scam (The Plain Bagel)“it also comes with large unexpected costs and risks like a broken water heater a hole in the roof”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“the biggest issue i see with rental real estate is that it takes a large amount of capital to get started”
- DENIES How to Buy Your First Rental Property with No Money (Noelle Randall)“When we say no money, we're talking about your money, you don't have to put any money into it.”
- Leans right AI guessLenders require 15 to 25 percent down on investment property, and repairs and vacancies are routine costs.
Retail traders bid up option prices before earnings announcements and lose when volatility subsides
Leans rightde Silva, Smith and So document retail losses of five to fourteen percent around earnings announcements from overpaying for implied volatility.
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Retail traders bid up option prices before earnings announcements and lose when volatility subsides
Leans right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“they overpay for options relative to realized volatility they incur enormous bid ask spreads and they sluggishly respond to announcements”
- How Retail Loses Money in Option Trading | QuantPedia (quantpedia.com)“incur large losses from bidding up prices for options of firms whose announcements are expected to trigger greater abnormal volatility”
- DENIES Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“I recommend that if you want the largest return in the quickest amount of time that you will buy call options before earnings”
- Very likely right AI guessde Silva, Smith and So document retail losses of five to fourteen percent around earnings announcements from overpaying for implied volatility.
Retail AI trading bots do not beat the market
Leans rightNo retail trading bot has an audited record of beating the market; many are outright scams.
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Retail AI trading bots do not beat the market
Leans right- The Passive Income Scam (The Plain Bagel)“as for trading Bots they don't work”
- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“it's just gambling with a little bit of branding on top”
- DENIES Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“I've been making an absolute killing over here”
- DENIES If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“they're generating consistent returns without sitting in front of the charts”
- Leans right AI guessNo retail trading bot has an audited record of beating the market; many are outright scams.
- Leans partly right FTC DK Automation press release lines 37-37The FTC alleged few consumers ever made money from DK Automation's schemes, which included its crypto trading bot; an enforcement allegation, not a performance measurement.
A trader who is net profitable over ten tracked practice trades is ready to trade real money
Leans wrongTen trades is far too small a sample to distinguish an edge from luck; statistical tests of trading skill need hundreds of trades.
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A trader who is net profitable over ten tracked practice trades is ready to trade real money
Leans wrong- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“you're green in total over the 10 trades, number one, congratulations. That's phenomenal. Number two, it means you're ready to transition to real money”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“just repeat this until you become profitable before you start trading with real money”
- DENIES I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“this entire month could have just been purely luck and I won't know that until I get to that three-digit Mark”
- Probably wrong AI guessTen trades is far too small a sample to distinguish an edge from luck; statistical tests of trading skill need hundreds of trades.
- Leans wrong Brazil day-trader study (Chague et al.) lines 162-178Short records mislead: 29.8% of those who day traded one day were profitable, falling monotonically to 15.5% (2-50 days) and 3.0% (300+ days), a roulette-like pattern, so a profitable short run does not show readiness.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 616-621Only an extensive history of profitability (over 40 days of profitable day trading in a year) predicts future profit, and fewer than 3% of day traders qualify; ten trades is far short of that.
Anyone can earn a large annual income by just earning a modest amount every day
Leans wrongDividing a target by days is arithmetic, not a method; median earnings show most people cannot sustain such a daily figure.
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Anyone can earn a large annual income by just earning a modest amount every day
Leans wrong- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“if you can make five hundred dollars a day in a month you will have make 15.5 k”
- DENIES Why The Online Guru Scam is Worse Than You Thought (Zac V2)“If you've ever made $1,095.11, you can make 400 grand because I just showed you how easy it is.”
- Leans wrong AI guessDividing a target by days is arithmetic, not a method; median earnings show most people cannot sustain such a daily figure.
Brands now get user-generated ad content from small accounts for free product or nothing.
Leans rightUGC marketplaces and gifting-only campaigns are standard practice; pay is low or in-kind for small creators.
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Brands now get user-generated ad content from small accounts for free product or nothing.
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“people that have almost no following that will create content for free in exchange for almost nothing”
- DENIES How to make $5k / month creating content WITHOUT followers (Linda)“Brands will use that content and they pay you directly for that content”
- Probably right AI guessUGC marketplaces and gifting-only campaigns are standard practice; pay is low or in-kind for small creators.
Buying the dip only works in an uptrending market; in a downtrend dip-buying loses money
Leans partly rightTrend-following has some empirical support, but defining the trend is only clear in hindsight, so the rule is hard to act on in real time.
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Buying the dip only works in an uptrending market; in a downtrend dip-buying loses money
Leans partly right- the crypto strategy im using to make millions again. (Brian Jung)“The only time that strategy works where you just buy up the dip is when you're already in an uptrending market structure.”
- DENIES How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“The best time to enter a trade is either on dips because a dip always happens.”
- Leans partly right AI guessTrend-following has some empirical support, but defining the trend is only clear in hindsight, so the rule is hard to act on in real time.
Celebrity endorsements are not evidence that a speculative asset is a sound investment
Leans rightCelebrity-promoted tokens have repeatedly collapsed and regulators have fined undisclosed paid promotions.
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Celebrity endorsements are not evidence that a speculative asset is a sound investment
Leans right- How Crypto Millionaires Lost Their Fortune (George Kamel)“you should really stick to acting instead of investing advice”
- DENIES Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“Well, now a Google co-founder is talking about it.”
- Very likely right AI guessCelebrity-promoted tokens have repeatedly collapsed and regulators have fined undisclosed paid promotions.
- Leans right FTC Nudge press release lines 44-44Nudge marketed through TV real-estate celebrities promising a 'proven' formula, yet a survey in the FTC's filings found over 95% of seminar attendees paid Nudge more than they netted from real estate; Zurixx likewise used celebrity endorsements with false earnings claims.
Day traders do not improve with experience; the longer they trade, the less likely they are profitable
Probably rightShare of profitable day traders falls monotonically with days traded (29.8% to 3.0%) and fixed-effects panel regressions on persistent traders find no learning; expected profit stays negative.
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Day traders do not improve with experience; the longer they trade, the less likely they are profitable
Probably right- The Truth About Day Trading (Ben Felix)“They found a monotonic decrease in the probability of profit with an increasing number of active trading days.”
- DENIES How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“accuracy gets better with more experience The longer you trade the better you get at identifying good setups”
- Probably right Brazil day-trader study (Chague et al.) lines 162-190Share of profitable day traders falls monotonically with days traded (29.8% to 3.0%) and fixed-effects panel regressions on persistent traders find no learning; expected profit stays negative.
- Leans right AI guessBrazilian futures data show profit probability falling with days traded and no learning effect.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 610-621The most experienced day traders lose money in aggregate, but among the minority with past profits, abnormal returns rise with experience, so experience helps a small skilled group.
Hard money lenders require a down payment plus points, fees, and double-digit interest
Leans rightTypical hard money terms are 10-20% down, 2-4 points, and 10-14% interest.
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Hard money lenders require a down payment plus points, fees, and double-digit interest
Leans right- How to Flip Houses with 100% Funding (No Money Needed!) (Flipping Mastery TV)“if you're brand new to the business they're going to want you to put 20% down onto the deal plus plus other fees”
- DENIES How to Buy Your First Rental Property with No Money (Noelle Randall)“They can lend you all of that money, alright?”
- Leans right AI guessTypical hard money terms are 10-20% down, 2-4 points, and 10-14% interest.
Most altcoins never reclaim their prior-cycle highs when measured in Bitcoin
Leans partly rightTrue of most large altcoins across the 2017 and 2021 cycles, with a few exceptions.
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Most altcoins never reclaim their prior-cycle highs when measured in Bitcoin
Leans partly right- My Plan to Make Millions in Crypto This Cycle (And Keep It) (EllioTrades)“Even at its pico pico top, it was still 30% down in Bitcoin terms than the prior cycle.”
- DENIES 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“If it were to go back to that mark, which I'm not promising you that it will, but if it did, that's literally a 25x”
- DENIES Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“lots of potential room to move back up to previous kind of excitement areas”
- Leans partly right AI guessTrue of most large altcoins across the 2017 and 2021 cycles, with a few exceptions.
Niche does not matter for short-form content because the creator's personality is the differentiator
UntestableA framing about creative strategy with no clear evidence either way.
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Niche does not matter for short-form content because the creator's personality is the differentiator
Untestable- TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) (GaryVee)“You can post whatever you want. Niche wide. Like, I don't understand how people don't understand that everything works.”
- DENIES If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“you want to have an account that basically only posts videos in one product category”
- Untestable AI guessA framing about creative strategy with no clear evidence either way.
Review swapping among course members to seed book reviews violates platform rules and risks account bans
Leans rightMajor retailers prohibit reciprocal and incentivized reviews and have removed reviews and banned accounts for it.
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Review swapping among course members to seed book reviews violates platform rules and risks account bans
Leans right- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“a lot of what they’re telling you to do is actually violating the terms of service for the platforms that you’re using”
- DENIES The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“Book Bounty is dedicated to helping authors get book reviews safe and fast.”
- Almost certainly right AI guessMajor retailers prohibit reciprocal and incentivized reviews and have removed reviews and banned accounts for it.
Sellers of money-making systems must have solid proof before making earnings claims
Probably rightThe FTC Business Opportunity Rule bars earnings claims unless the seller has a reasonable basis, written substantiation, and gives prospects an earnings claim statement with the number and percentage of purchasers who achieved that level; a US legal requirement.
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Sellers of money-making systems must have solid proof before making earnings claims
Probably right- Operation Income Illusion cracks down on illusory income claims (Federal Trade Commission)“you need solid proof to back up your earnings representations before you convey those claims to consumers”
- DENIES Give Me 19 Minutes, and You’ll Become a Recruiting Machine (Frazer Brookes)“You don't need an unbelievable milliondoll a year story in order for it to have power.”
- Probably right FTC v. Automators complaint lines 1007-1015The FTC Business Opportunity Rule bars earnings claims unless the seller has a reasonable basis, written substantiation, and gives prospects an earnings claim statement with the number and percentage of purchasers who achieved that level; a US legal requirement.
- Leans right AI guessUS law requires substantiation of earnings claims.
Selling skill takes years of practice, not a five-day seminar
Leans rightSales performance develops over years of practice; no short course has demonstrated otherwise.
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Selling skill takes years of practice, not a five-day seminar
Leans right- Why Finance "Gurus" Want You To Hate Them - How Money Works (How Money Works)“the courses these guys sell don't instantly turn average joes into jordan belfort's over the course of a five day seminar”
- DENIES i tried high ticket sales and made $100k in 90 days (here’s the truth) (Colby Lyman)“hardest part isn't getting good at sales that's easy you memorize a few things you hop on some M calls”
- DENIES How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“I was able to go from zero to 15K a month so quickly while in school is because again I just followed one process”
- Leans right AI guessSales performance develops over years of practice; no short course has demonstrated otherwise.
All claims
Showing 708 of 708 claims.
People selling courses about a money-making method earn more from the courses than from the method
Leans rightSeveral course sellers have disclosed that course revenue exceeded their business revenue, and regulators have made the same finding.
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People selling courses about a money-making method earn more from the courses than from the method
Leans right- Day Trading - Why You'll Almost Certainly Fail (Coffeezilla)“they're trying to sell you something they have incentive not to tell you the honest truth about day trading”
- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“the money is in selling success not attaining it through building an actual business”
- The Passive Income Scam (The Plain Bagel)“one of the most successful and lucrative passive income strategies that I'll let you in on is selling passive income strategies”
- I Tried Faceless YouTube for 3 Years: Here's the Reality (Alston Godbolt)“the people that are are selling those shovels are usually going to be more profitable than the people that are are doing the digging”
- This Fake Guru Teaches You How to Go Broke (Spencer Cornelia)“charge people a thousand dollars for your three page PDF”
- I Bought A $4,000 Dropshipping Course To Prove Its A Scam (Wesley O'Brien)“That video alone pulled something like 10 or some thousand people into his Discord and then he launched a course like all gurus do.”
- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“he ended up making significantly more money selling courses on Amazon FBA than he was ever able to on Amazon FBA itself”
- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“most likely your money's coming from suckers who pay you to learn to day trade”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“the best AI business model is to create content on YouTube about AI. And you know what? There is some truth to that.”
- I made my first million at 19 years old, here's how.. (Ryan Mikols)“99% of those people you guys see online selling a course or mentorship don't actually drop ship. They're making money from you off their course”
- THIS ⚠️ is why day traders LOSE money (Ross Cameron - Warrior Trading)“they don't actually make money trading they only make money selling classes or doing YouTube videos”
- Creator Courses: Selling Dreams as Products (TyFrom99)“the key to success is becoming a creator. A creator of courses.”
- FTC Takes Action Against Fake Amazon Guru Kevin David for Automation @Coffeezilla (Romer the Roamer)“there's a lot of people that teach Amazon that have very little Amazon sales”
- Are Paid Dropshipping Courses Worth It in 2026? (Do Dropshipping)“somebody teaching you how to make money with dropshipping may be making part of their own income by selling courses”
- 6 Things That Dropshipping Gurus Do Not Tell You As Beginner (Do Dropshipping)“Most companies offering to teach you how to become a successful drop shipper are making their money selling you and others their training programs.”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“they've earned most of their money by selling courses, not doing any of the jobs that the courses advertise”
- Day Trading: Your Dollars at Risk (sec.gov)“an author of a publication about day trading stands to profit if you start day trading”
- Why Finance "Gurus" Want You To Hate Them - How Money Works (How Money Works)“these people will present themselves as wildly successful before offering up the secrets to their success for a steep price”
- Dropshippers Get Rich by Making You Feel Poor (thefp.com)“Teaching people how to sell stuff is a lot more profitable than actually selling it.”
- The Sham of Hustle Culture. (themoneymattersletter.substack.com)“the only money they are actually making comes from the courses they sell.”
- Why The Online Guru Scam is Worse Than You Thought (Zac V2)“there's a side hustle out there where you just gaslight people on how easy it is to make money online”
- Hustle Culture Won’t Make You Rich (Wealthtender)“Many are only selling products and services related to the hustle.”
- Rich Dad Fraud Dad (Micro)“he got rich by selling books on how to get rich not by following the advice in those books”
- Why Iman Gadzhi Never Made Anyone Rich (Blueprint to Billions)“About 75 to 85% of Aman's wealth comes from teaching people how to do something he doesn't do anymore.”
- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“There's more money to make selling shovels in a gold rush than mining for gold.”
- Very likely right AI guessSeveral course sellers have disclosed that course revenue exceeded their business revenue, and regulators have made the same finding.
- Leans partly right FTC v. Automators complaint lines 289-293Over $7 million of consumer payments flowed through Empire's shell companies to the three founders, who falsely claimed to be 8-figure Amazon entrepreneurs; their documented income came from selling the opportunity.
Most retail day traders lose money
Probably rightComplete Taiwan Stock Exchange data 1992-2006: day traders lose 7 bps a day before costs and 23.9 bps after, reliably negative in every year but 1992; day trading is an industry that consistently loses money.
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Most retail day traders lose money
Probably right- Day Trading - Why You'll Almost Certainly Fail (Coffeezilla)“study after study has proven that the majority of day traders don't even make a profit they lose money day trading”
- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“about 80 to 90% of the Traders in the market are wrong all of the time especially retail Traders”
- The Only 25 Ways to Make Money in 2026 (Dan Martell)“it is way easier to lose money than to make any”
- I Tried Day Trading for 1 Week (Complete Beginner) (Baxter Persse)“I also see the degenerates on Wall Street Bets lose their entire house doing this”
- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“the day traders who do well one year even two years typically it's only a minor indication of how well they'll do”
- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“So do 97% of day traders who stick with day trading for more than 300 days.”
- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“you should be aware that the majority of day traders do lose money”
- THIS ⚠️ is why day traders LOSE money (Ross Cameron - Warrior Trading)“if 90 plus of people don't find success then The Logical way that most people think makes sense actually is dead wrong”
- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“The biggest thing I’d suggest against is day trading. Not worth the risk or time.”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“Most beginner traders come into the market and they lose money.”
- I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“according to the internet 95% of day Traders never make any money”
- The Truth About Day Trading (Ben Felix)“Of the 1,551 individuals who day traded for at least 300 days, they found that 97% of them lost money.”
- Day Trading: Your Dollars at Risk (sec.gov)“Day traders typically suffer severe financial losses in their first months of trading, and many never graduate to profit-making status.”
- How To Start Day Trading As A Beginner In 2026 (FULL GUIDE) (Humbled Trader)“if you're brand new to trading, you are most likely going to lose money first”
- The Real Earnings of a Day Trader (Warrior Trading)“Trading is risky, and most day traders lose money.”
- I Tried Day Trading with No Experience (Mike Shake)“literally every single time I trade I lose money and every single time I don't trade I miss opportunities to make money”
- Very likely right AI guessBrokerage-record studies in the US, Taiwan and Brazil find the large majority of individual day traders lose money after costs, and only a few percent earn more than minimum wage.
- Probably right Brazil day-trader study (Chague et al.) lines 394-404Of 1,551 Brazilians who day traded mini-Ibovespa futures for more than 300 days, 97% lost money net of fees; average daily net profit was -US$48.81 and the median -US$23.21.
- Probably right Taiwan day-trader study (Barber et al.) lines 476-482Complete Taiwan Stock Exchange data 1992-2006: day traders lose 7 bps a day before costs and 23.9 bps after, reliably negative in every year but 1992; day trading is an industry that consistently loses money.
- Leans partly right ESMA CFD intervention 2018 lines 59-62EU regulators' studies found 74-89% of retail CFD accounts lose money, with average losses of 1,600 to 29,000 per investor; CFDs are short-term leveraged speculation rather than day trading as such.
Advice from people who got rich quickly is survivorship bias, like reading out winning lottery numbers
Leans rightSurvivorship bias is well documented; the specific path of a rapid success rarely replicates because luck and timing dominated it.
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Advice from people who got rich quickly is survivorship bias, like reading out winning lottery numbers
Leans right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“the actual numbers on drop shipping outcomes are not what the content landscape suggests”
- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“Nobody is making a video about how they lost their life savings trying to flip homes.”
- Diary Of A CEO Is Making You Less Successful - Barry's Economics (Barry's Economics)“We never interview, never interview the thousands of people that also woke up at 5:00 a.m., did the cold plunges, read the books”
- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“successful Traders post their wins for everyone to see making it seem possible for everyone else watching”
- The One Thing Gary Vaynerchuk Has Wrong | A Story About Survivorship Bias (Spencer Cornelia)“what he's missing is all of the people who did not succeed who worked hard as well”
- Creator Courses: Selling Dreams as Products (TyFrom99)“a few others that were already doing pretty well before taking his course”
- Why 96% of Creators Don't Make a Living (BUILT BY FOUNDRY)“It is a lottery with 50 million tickets and a handful of winners.”
- Are Paid Dropshipping Courses Worth It in 2026? (Do Dropshipping)“A few impressive student stories don't tell you what your own result will be.”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“The reason why you think everyone does is because the [music] only people that post about it online are the ones who do.”
- How to Get Rich (Naval)“Avoid people who got rich quickly. They’re just giving you their winning lottery ticket numbers.”
- The Truth About Day Trading (Ben Felix)“The stories of successful day traders may circulate in non-representative proportions, giving the impression that success is more frequent than it actually is.”
- Why It's So Hard To Succeed - The Survivorship Bias (animated) (Better Than Yesterday)“overestimate our chances of succeeding, because failures are ignored.”
- Rich Dad Fraud Dad (Micro)“people that end up in situations like that are embarrassed and tend to keep quiet”
- DENIES F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“And there are dozens of other students who got similar results all working with me one-on-one.”
- DENIES I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“like all these results right here of all our inner circle students”
- Probably right AI guessSurvivorship bias is well documented; the specific path of a rapid success rarely replicates because luck and timing dominated it.
- Leans partly right Talent vs luck simulation lines 137-142Modelling result: because talent is judged a posteriori from reached success, the evaluation switches cause and effect and rates the luckiest as the most talented, which is the survivorship mechanism, though the paper does not address advice or speed of enrichment.
Low-effort arbitrage pays only for early movers; once a method is widely taught, competition crowds out the returns
Leans rightEasily replicated strategies see returns compete away as entrants flood in, consistent with observed cycles in self-publishing and dropshipping niches.
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Low-effort arbitrage pays only for early movers; once a method is widely taught, competition crowds out the returns
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“you were very very much like first line and you probably got like you reaped the benefits of like a new world”
- The Passive Income Scam (The Plain Bagel)“you can bet that there will be thousands of others doing the exact same thing possibly with the exact same product”
- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“when everyone can do the same thing, people start competing on price. And normally, that's a race to the bottom”
- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“if there was something easy out there someone else would grab it”
- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“you will face pricing pressure from other competing retailers offering the exact same goods”
- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“there was a narrow window of time where Audible’s gates were wide open, but there wasn’t a lot of competition yet”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“it's already too late because everyone's doing it. So, your chances of success are slim to none.”
- How to Make Wealth (paulgraham.com)“If starting a startup were easy, everyone would do it.”
- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“the market gets flooded with people offering the same copypaste BS”
- Why Iman Gadzhi Never Made Anyone Rich (Blueprint to Billions)“His own students are competing against each other using the exact same scripts, the exact same tactics, the exact same pitch.”
- DENIES TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“it's too late to start, it's actually predicted to be the top global retailer in the next coming years”
- Very likely right AI guessEasily replicated strategies see returns compete away as entrants flood in, consistent with observed cycles in self-publishing and dropshipping niches.
Targeting trades that pay twice what is risked lets a trader be wrong most of the time and still profit
Leans partly rightThe arithmetic is correct, but win rate falls as reward targets widen, so a 2:1 target does not by itself make a trader profitable.
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Targeting trades that pay twice what is risked lets a trader be wrong most of the time and still profit
Leans partly right- How To Day Trade Using Only $50 (Riley Coleman)“this allows me to be profitable with only a 30% win rate”
- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“you always want your risk to reward to be two to one”
- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“if you uh risk a dollar to make $2 your break even point is only 33%”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“you only need to be right 33% of the time to break even”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“we are risking one percent of our account to make two percent”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“in trading you do not need to be correct you do not need to be right all the time”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“You need two or three clean high-probability trades that pay out a three to one or better.”
- The Real Earnings of a Day Trader (Warrior Trading)“being a profitable trader doesn’t mean nailing every trade. It’s about knowing when to cut your losses.”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“If you risk $1 to make $2, you only need to be right 33% of the time in order to break even.”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“We lost 70% of the time, winning 30% of the time, which is going to give us a net total of plus 3.8 risk factors.”
- Probably partly right AI guessThe arithmetic is correct, but win rate and reward ratio trade off against each other, so a 2:1 target does not by itself create positive expectancy.
- Leans partly right AI guessThe arithmetic is correct, but win rate falls as reward targets widen, so a 2:1 target does not by itself make a trader profitable.
Sustained moderate returns compounded for decades beat chasing the highest returns.
Leans rightLong-horizon wealth is dominated by time in market; high-return strategies tend to be unrepeatable or blow up.
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Sustained moderate returns compounded for decades beat chasing the highest returns.
Leans right- Day Trading - Why You'll Almost Certainly Fail (Coffeezilla)“over time index funds have consistently outperformed almost every other super flashy investment tool”
- How Crypto Millionaires Lost Their Fortune (George Kamel)“actual wealthy people invest consistently in mutual funds and index funds in their 401ks and their IRAs month after month year after year”
- How I Make $68K/Month Investing in Stocks (Just Copy Me) (Mark Tilbury)“I allocate most of my money to index funds. This is definitely the best strategy for most people.”
- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“it's a long and boring process that consists of saving and investing in a diversified lowcost portfolio”
- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“the well-ressearched, boring onpurpose path of lowcost index funds”
- My Plan to Make Millions in Crypto This Cycle (And Keep It) (EllioTrades)“converting it to a long-term compounder is the way that you become generationally wealthy”
- The Psychology of Money (Collaborative Fund)“It’s about earning pretty good returns that you can stick with for a long period of time. That’s when compounding runs wild.”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“park their money into an index fund and basically forget it and it's one of the best ways to actually build your wealth”
- The Exact Playbook to Go from $0 to Your First $100,000 (I Will Teach You To Be Rich)“I personally invest the vast majority of my net worth in index funds and or target date funds”
- Very likely right AI guessLong-horizon wealth is dominated by time in market; high-return strategies tend to be unrepeatable or blow up.
Most new YouTube channels earn nothing for months and most starters quit before growth arrives.
Leans rightThe vast majority of channels never reach monetization thresholds; early view counts are typically near zero.
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Most new YouTube channels earn nothing for months and most starters quit before growth arrives.
Leans right- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“Most people who start this are going to quit way too early. They'll upload a few videos. Those videos probably won't get many views.”
- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“I made $94 in 30 hours of work. That's about $3 per hour.”
- How To Start A YouTube Automation Business in 10 Minutes (Grow with Alex)“most people fail when it comes to this type of business for three reasons the first is from burnout”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“It's a really long game and the money isn't even guaranteed.”
- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“we've spent upwards of 7 to 10K and made back less than a fifth of that”
- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“it's very slow to monetize and most people quit before they make any money here”
- DENIES 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“Within a couple of months of starting this YouTube channel, it was able to make more than a hundred dollars per day”
- DENIES 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“He went from zero to a full-time income in less than 30 days and he was working less than four hours a week.”
- DENIES I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“by day 29, he had his first $214 in a single day from AdSense. So, so he went from zero to a full-time income.”
- Very likely right AI guessThe vast majority of channels never reach monetization thresholds; early view counts are typically near zero.
Practicing in a simulator before trading real money improves a trader's odds
Leans partly rightSimulators teach mechanics and can screen out losing strategies, but they omit slippage and emotion and the large majority of day traders still lose money.
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Practicing in a simulator before trading real money improves a trader's odds
Leans partly right- How To Day Trade Using Only $50 (Riley Coleman)“you have to get started with demo trading first and then when you become confident, scale”
- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“step two is to sim trade that strategy for at least 90 days”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“if you can't make money in a simulator, you're not going to make money with real money”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“i want you to open a demo account to start trading with like fake money fake virtual money”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“use the fdmo free trial as a training ground”
- How To Start Day Trading As A Beginner In 2026 (FULL GUIDE) (Humbled Trader)“please make sure you learn from a mistake and paper trade first”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“put real money on the line until you've first proven you can make money trading this strategy in a simulator”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“The next would be do using a simulated account. Okay? And then after that, you would actually apply this onto a real account.”
- Leans partly right AI guessPaper trading teaches platform mechanics but omits slippage and emotional pressure, so simulator profits do not reliably transfer to live accounts.
- Leans partly right AI guessSimulators teach mechanics and can screen out losing strategies, but they omit slippage and emotion and the large majority of day traders still lose money.
Technical patterns such as Fibonacci retracements and fair value gaps predict where price will react
Leans wrongAcademic tests of Fibonacci and similar chart levels find no predictive power beyond chance; the golden-ratio-in-nature justification is numerology.
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Technical patterns such as Fibonacci retracements and fair value gaps predict where price will react
Leans wrong- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“consolidating above, which is super bullish because it's confirming previous resistance into now support”
- I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“It's made a clean double bottom. We're at a good support and it's broken this downtrend.”
- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“the more confirmations you have the higher probability the trade will actually work”
- How to make $500 a day with this CHEAP options day trading strategy 🚨 (The Traveling Trader)“if everyone's using the same levels then they're pretty the movements are pretty predictable”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“you can see price retrace to the 61.8 level and is about to launch up”
- $31 to $25,000 in 3 days (How I Passed My Funded Challenge FAST) (A Girl That Trades)“I'm looking for any zones like um any Supply zones demand zones any fair value gaps”
- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“You'll start seeing prices getting rejected around these levels.”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“All for some reason fall around this specific Fibonacci value, which often times will lead the price to revert cleanly down to that level”
- Probably wrong AI guessAcademic tests of Fibonacci and similar chart levels find no predictive power beyond chance; the golden-ratio-in-nature justification is numerology.
Luxury lifestyles displayed by gurus can be rented or faked
Leans rightRented cars, houses and jets are documented in exposes of course sellers; the display proves nothing about income.
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Luxury lifestyles displayed by gurus can be rented or faked
Leans right- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“most of the time they didn't make their own money from that thing but rather either the selling of that program”
- Why You Should Stop Listening to Get-Rich-Quick “Gurus” (I Will Teach You To Be Rich)“they will take videos of themselves on boats stand next to sports cars”
- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“they always seem to be posing in front of fancy cars”
- 6 Things That Dropshipping Gurus Do Not Tell You As Beginner (Do Dropshipping)“It is possible to lease a car. You don't have to own it.”
- "9-5 JOBS ARE A SCAM, SO IS COLLEGE" - Swag Academy (Coffeezilla)“anybody can pose as a millionaire anyone can pretend to have this empire”
- The Sham of Hustle Culture. (themoneymattersletter.substack.com)“99% of videos you see advertising the lifestyle of private jets and tons of money are not credible”
- Why The Online Guru Scam is Worse Than You Thought (Zac V2)“these guys sell courses selling that they've done something they've never done. They've just gotten good at marketing and sales and hype”
- Hustle Culture Won’t Make You Rich (Wealthtender)“They rent fancy cars for a day so they can pose with them”
- Very likely right AI guessRented cars, houses and jets are documented in exposes of course sellers; the display proves nothing about income.
A disciplined, proven strategy lets a retail day trader become consistently profitable
Leans partly rightOnly 3.0% of persistent day traders were net profitable, 1.1% beat minimum wage and 0.5% a bank teller's wage, with no evidence of improvement with experience.
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A disciplined, proven strategy lets a retail day trader become consistently profitable
Leans partly right- I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“showing you what's possible if you follow a disciplined, consistent strategy”
- THIS ⚠️ is why day traders LOSE money (Ross Cameron - Warrior Trading)“learn a strategy that is proven profitable by someone else even if there's no guarantee it'll work for you”
- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“you must have a very specific strategy system and setups that give you an edge in the market”
- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“profit is the byproduct of a successful strategy not only successful strategy but a trader who successfully follows the rules of that strategy”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“I'm going to be executing the trade without any hesitation because I know for a fact that they are gonna work”
- $31 to $25,000 in 3 days (How I Passed My Funded Challenge FAST) (A Girl That Trades)“my goal here is to definitely make uh create more um Traders uh profitable”
- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“Boring plus repeatable beats exciting every single time.”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“The strategy is real. The math is real, and there's people using it right now to make money.”
- Leans partly right Taiwan day-trader study (Barber et al.) lines 598-621Profitable traders with more than 40 days of experience in the prior year do earn more than their trading costs, but such predictably profitable traders are under 3% of day traders.
- Leans partly right Brazil day-trader study (Chague et al.) lines 219-229Only 3.0% of persistent day traders were net profitable, 1.1% beat minimum wage and 0.5% a bank teller's wage, with no evidence of improvement with experience.
- Leans partly right AI guessA small minority of experienced day traders are consistently profitable; strategy alone does not make most succeed.
Never bet everything on one gamble even with an edge, because ruin removes you from the game
Leans rightKelly-criterion and ergodicity arguments show that full-stake bets with positive expectation still go bust with probability approaching one over repeated play.
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Never bet everything on one gamble even with an edge, because ruin removes you from the game
Leans right- I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“Eventually, I'd lose if I'm betting my account every time.”
- I Tried Day Trading for 1 Week (Complete Beginner) (Baxter Persse)“this is the number one way to blow your entire account”
- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“you should only trade what you're willing to lose”
- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“The most obvious and important one is that excess leverage will definitely wipe you out.”
- The Psychology of Money (Collaborative Fund)“Leverage is the devil here. It pushes routine risks into something capable of producing ruin.”
- How to Get Rich (Naval)“Don’t bet everything on one big gamble. Be careful how much you bet each time, so you don’t lose the whole kitty.”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“instead of using proper risk management rules like risking one percent on each trade”
- Very likely right AI guessKelly-criterion and ergodicity arguments show that full-stake bets with positive expectation still go bust with probability approaching one over repeated play.
The finance industry attracts hucksters promising outsized returns, so too-good-to-be-true pitches usually are.
Leans rightRegulatory enforcement records show investment fraud consistently among the largest consumer-loss categories.
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The finance industry attracts hucksters promising outsized returns, so too-good-to-be-true pitches usually are.
Leans right- I Tried Faceless YouTube for 3 Years: Here's the Reality (Alston Godbolt)“anytime someone is trying to convince you that something is easy, they're probably just trying to sell you something”
- Why You Should Stop Listening to Get-Rich-Quick “Gurus” (I Will Teach You To Be Rich)“these same people promise huge returns for minimal effort”
- Youtuber Accidentally Exposes the Scam He's Promoting (Coffeezilla)“advertising 10x to 100x is that a get-rich quick scheme yes or no”
- FTC Takes Action Against Fake Amazon Guru Kevin David for Automation @Coffeezilla (Romer the Roamer)“you see [ __ ] like this coming in over promising using words like risk-free using words like automation”
- The Psychology of Money (Collaborative Fund)“has attracted armies of scammers, hucksters, and truth-benders promising the moon”
- Multi-Level Marketing Businesses and Pyramid Schemes (Consumer Advice)“Promoters make extravagant promises about your earning potential. Stop. These promises are false.”
- Operation Income Illusion cracks down on illusory income claims (Federal Trade Commission)“Deceptive income claims may be an illusion, but there’s nothing illusory about law enforcers’ commitment to challenge misleading money-making promises.”
- Very likely right AI guessRegulatory enforcement records show investment fraud consistently among the largest consumer-loss categories.
Dropshipping needs no upfront inventory because the customer pays before the seller orders from the supplier
Leans rightThe customer pays before the seller orders from the supplier, so no inventory is bought up front, though ads and tools still cost money.
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Dropshipping needs no upfront inventory because the customer pays before the seller orders from the supplier
Leans right- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“you can list many products online just to see what sells”
- Is Dropshipping Worth It in 2026? What to Know (Do Dropshipping)“You can test whether customers respond to a product before committing to a large inventory order.”
- 6 Things That Dropshipping Gurus Do Not Tell You As Beginner (Do Dropshipping)“you can sell a product one by one without needing to go to a bulk supplier”
- Making Money Online is Easy, Actually (Just Copy Me) (Mark Tilbury)“This means you don't have to touch inventory, package anything, or deal with supply negotiations.”
- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“dropshippers don’t have to buy any inventory upfront”
- How I Made $32,000 in 30 Days Dropshipping With NO MONEY (Cam Vito)“all that you need is just a laptop and Wi-Fi to get started”
- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“You're just a middleman with a storefront where the money comes in before money goes out.”
- Probably partly right AI guessTrue for inventory, but ad spend, tools and refunds are paid up front, so cash still goes out before most stores see revenue.
- Leans right AI guessThe customer pays before the seller orders from the supplier, so no inventory is bought up front, though ads and tools still cost money.
Most of what paid online courses teach is available free online
Leans rightPlatform docs, free guides and videos cover the same material; the course adds structure, not secrets.
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Most of what paid online courses teach is available free online
Leans right- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“there is a much better product available for people at a much more affordable price”
- I Bought A $4,000 Dropshipping Course To Prove Its A Scam (Wesley O'Brien)“there's nothing in here that you cannot find for free in like an afternoon of searching”
- Creator Courses: Selling Dreams as Products (TyFrom99)“you can easily find on YouTube or Reddit faster than it would take to sign up for this website”
- Are Paid Dropshipping Courses Worth It in 2026? (Do Dropshipping)“There's already a lot you can learn for free.”
- 6 Things That Dropshipping Gurus Do Not Tell You As Beginner (Do Dropshipping)“Purchasing a dropshipping course is like purchasing a second-hand book with a 10x markup”
- Why Finance "Gurus" Want You To Hate Them - How Money Works (How Money Works)“only to be taught big self-help nonsense rather than practical sales advice”
- How To Start Day Trading As A Beginner In 2026 (FULL GUIDE) (Humbled Trader)“there's just tons of free resources online”
- Very likely right AI guessPlatform docs, free guides and videos cover the same material; the course adds structure, not secrets.
Genuinely passive income is rare and only becomes possible after years of active, unglamorous income
Leans rightPassive income almost always requires accumulated capital or an operating business first; income disclosures from passive-income pitches show most buyers earn little.
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Genuinely passive income is rare and only becomes possible after years of active, unglamorous income
Leans right- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“it's very hard to find especially early on. Like we have to be willing to create active income, sweaty income, ugly income”
- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“it's a much better idea to use your time instead of your money to make passive income”
- The Passive Income Scam (The Plain Bagel)“passive income really just means front loading your work not eliminating it”
- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“I don't believe in passive income, I think that term's BS. I don't think there's such thing as passive income”
- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“none of this was started overnight this is something that I have spent years building up to”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“rarely is it actually completely passive it takes a lot of work at the start to kind of get it going”
- Probably right AI guessPassive income almost always requires accumulated capital or an operating business first; income disclosures from passive-income pitches show most buyers earn little.
- Leans partly right FTC v. Automators complaint lines 862-864Automators sold 'completely passive' mailbox-money stores at $35,000-$65,000 and, per the FTC, most purchasers did not recoup their investment; supports that promised passive income rarely materialises, not the 'years of active income' mechanism.
Selling AI automation setups to local small businesses is a viable low-capital service business because owners want AI but lack time to implement it
Leans partly rightIt is a low-capital service and owners do show interest in AI, but demand, pricing and retention for one-person agencies are unproven.
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Selling AI automation setups to local small businesses is a viable low-capital service business because owners want AI but lack time to implement it
Leans partly right- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“I'm going to charge them between $500 and $5,000 upfront one time to implement it.”
- The Only 25 Ways to Make Money in 2026 (Dan Martell)“if you can be the person that comes in and help them set this up, they will pay you money”
- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“made over six figures, and was lucky enough to work with over 50 businesses across the world for my AI automation agency”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“you're really just selling the gap in knowledge”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“projects in this niche can run anywhere from about $5 to $30,000 each”
- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“I am targeting coaches Consultants that includes Fitness Wellness as well real estate and e-commerce businesses”
- Leans partly right AI guessSurveys show small-business interest in AI, but demand, willingness to pay and retention for one-person agencies are unproven vendor claims.
- Leans partly right AI guessIt is a low-capital service and owners do show interest in AI, but demand, pricing and retention for one-person agencies are unproven.
Backtested candlestick patterns show no reliable edge.
Leans rightAcademic tests of candlestick signals on major indices find no profitable predictive power after costs.
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Backtested candlestick patterns show no reliable edge.
Leans right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“many of them that were sort of supposed to be bullish signals were were bearish signals”
- I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“when studying it's very easy to see where I could have entered a trade to make money”
- I Tried Day Trading with No Experience (Mike Shake)“day trading is all about drawing lines yes over here over there and hoping the price will follow these lines for some reason”
- DENIES I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“my free guide that goes through all the candlestick patterns that I use”
- DENIES Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“this basically means that buyers had no strength inside this candle meaning sellers were a lot stronger there”
- DENIES How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“i will only take a trade if i see a moving average crossover and i see an engulfing candlestick”
- Probably right AI guessAcademic tests of candlestick signals on major indices find no profitable predictive power after costs.
Outsized financial success depends heavily on luck, which observers systematically underestimate.
Leans rightStudies of founder and investor outcomes show large unexplained variance and weak persistence, consistent with a big luck component.
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Outsized financial success depends heavily on luck, which observers systematically underestimate.
Leans right- Diary Of A CEO Is Making You Less Successful - Barry's Economics (Barry's Economics)“quality creates a floor and a ceiling. You've got to be able to make music, make good music. But within that range, pure randomness.”
- The One Thing Gary Vaynerchuk Has Wrong | A Story About Survivorship Bias (Spencer Cornelia)“success doesn't come from hardwork only”
- The Psychology of Money (Collaborative Fund)“A tendency to underestimate the role of luck and risk”
- How to Make Wealth (paulgraham.com)“you need more than that to make as much money as he has. You also need to be very lucky.”
- Why It's So Hard To Succeed - The Survivorship Bias (animated) (Better Than Yesterday)“other elements at play here, one for example: pure luck.”
- Hustle Culture Won’t Make You Rich (Wealthtender)“If working hard, for long hours, made you rich, there would be a lot more millionaire nurses, janitors, and fast food servers.”
- Very likely right AI guessStudies of founder and investor outcomes show large unexplained variance and weak persistence, consistent with a big luck component.
- Leans right Talent vs luck simulation lines 421-435Agent-based toy model only: with Gaussian talent and multiplicative luck, the talent of top performers peaks near 0.66 and falls for higher talent, so the model's authors conclude luck matters more than talent at very high success levels; the underestimation of luck is taken from the cited literature, not modelled.
Beginners with no experience can make real money with AI side hustles because the tools do the hard part.
Leans wrongEmpire/Automators claimed 'AI machine learning' would maximise store revenues for hands-off buyers; the FTC alleges virtually all purchasers failed to earn the advertised income and most lost their entire investment.
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Beginners with no experience can make real money with AI side hustles because the tools do the hard part.
Leans wrong- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“You can start these today with no experience because every one of them leans on AI to do most of the heavy lifting.”
- The Only 25 Ways to Make Money in 2026 (Dan Martell)“The income potential, 5 to 10k a month, no problem.”
- TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) (GaryVee)“People can make AI content to be affiliate. Like, this is an amazing opportunity”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“charge $7,500 to install the first system. Then add $500 per month for maintenance and land four install jobs in 6 months.”
- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“I will only use no code or low code tools for my services I want to make this method as accessible and doable for everyone”
- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“this is extremely easy nowadays with AI”
- Leans wrong FTC v. Automators complaint lines 121-131Empire/Automators claimed 'AI machine learning' would maximise store revenues for hands-off buyers; the FTC alleges virtually all purchasers failed to earn the advertised income and most lost their entire investment.
- Leans partly right AI guessAI lowers production barriers, but no independent data show typical beginners earning; low barriers mainly increase competition.
Using bank debt to buy cash-flowing rental property is how ordinary people become rich
Leans wrongLeveraged rentals built some fortunes, but most ordinary households build wealth through home equity and retirement savings, and leverage magnifies losses.
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Using bank debt to buy cash-flowing rental property is how ordinary people become rich
Leans wrong- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“I put a million dollars in real estate, I get four million from the bank.”
- How to Buy Your First Rental Property with No Money (Noelle Randall)“You have to leverage other people's money.”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“the more of a deal financed with OPM, the higher the return on the capital an investor does put in”
- Rich Dad Poor Dad Lied To You (Codie Sanchez)“you don't have to use just your own money you get other people's on top of it”
- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“and then use the real estate to provide cash flow, not income. cash flow. So, today I own what? 15,000 rental properties.”
- How to Flip Houses with 100% Funding (No Money Needed!) (Flipping Mastery TV)“it's more about access to Capital than it is cost of capital”
- Leans partly right AI guessLeveraged rentals have built real fortunes, but leverage magnifies losses equally and many highly leveraged small landlords were wiped out in 2008 and by rate rises.
- Leans wrong AI guessLeveraged rentals built some fortunes, but most ordinary households build wealth through home equity and retirement savings, and leverage magnifies losses.
Paid-traffic dropshipping margins collapse as ad costs rise and competitors copy the product
Leans rightLow barriers to entry mean any winning product is cloned within weeks, and ad auctions price the margin away; this is the standard dropshipping failure mode.
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Paid-traffic dropshipping margins collapse as ad costs rise and competitors copy the product
Leans right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“hoping the ad works before the charge backs and the returns eat what's left of the margin”
- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“Then Meta jacked up the CPMs. Other people started copying me, selling the exact same products, and it became a race to the bottom.”
- I Tried Shopify Dropshipping For 7 Days (Realistic Results) (Mark Tilbury)“I also ended up spending around $150 on meta ads”
- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“Dropshipping margins are often thinner than they look at first glance.”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“you can easily spend more on ads than you make in profit”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“I know people who have spent thousands of dollars on ads and have made absolutely nothing.”
- Probably right AI guessLow barriers to entry mean any winning product is cloned within weeks, and ad auctions price the margin away; this is the standard dropshipping failure mode.
Most MLM participants earn little or nothing and a substantial share lose money
Probably rightOf the 601 surveyed participants, 25% made any profit over their whole time in the MLM: 14% under $5,000, 6% $5,000 to $9,999, 3% $10,000 to $24,999, 3% $25,000 or more, and 3 people (0.5%) $100,000 or more; 47% lost money (41% under $5,000, 3% $5,000 to $9,999, 1% over $10,000) and 27% broke even; all self-reported.
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Most MLM participants earn little or nothing and a substantial share lose money
Probably right- The Only 25 Ways to Make Money in 2026 (Dan Martell)“If the way you make money is getting paid to recruit people to join your thing”
- Why Making Money In An MLM Is Impossible (Always Marco)“becoming successful in an mlm is mathematically impossible regardless of your level of effort or your mindset”
- Multi-Level Marketing Businesses and Pyramid Schemes (Consumer Advice)“Most people who join legitimate MLMs make little or no money. Some of them lose money.”
- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“the overwhelming majority of Herbal Life distributors who pursue the business opportunity make little or no money and a substantial percentage lose money.”
- Rich Dad Fraud Dad (Micro)“even the people in the top percentile of these companies makes very little money from the bonus structure itself”
- DENIES Network Marketing Recruiting – How To Recruit 10 People In 10 Days (Frazer Brookes)“so to make 500 in eight hours of work hmm sitting at home on your laptop”
- Very likely right AI guessCompany income disclosures and regulator analyses across many MLMs consistently show the median participant earns under expenses.
- Probably right AARP MLM survey 2018 lines 376-392Of the 601 surveyed participants, 25% made any profit over their whole time in the MLM: 14% under $5,000, 6% $5,000 to $9,999, 3% $10,000 to $24,999, 3% $25,000 or more, and 3 people (0.5%) $100,000 or more; 47% lost money (41% under $5,000, 3% $5,000 to $9,999, 1% over $10,000) and 27% broke even; all self-reported.
- Probably right AARP MLM survey 2018 lines 135-139Nationally representative probability sample of 601 current/former MLM participants: 47% reported losing money, 27% broke even and only 25% made any profit over their whole time in the MLM.
- Probably right FTC MLM income disclosure report 2024 lines 1481-1498Across the 27 MLM disclosures giving the figure, the share of participants with no income exceeded 50% in 17, and staff's calculations show the vast majority received $1,000 or less per year (under $84/month) before expenses.
- Leans right Taylor, The Case against MLM lines 1785-1790Across 30 MLMs' own income disclosures, after subtracting required purchases and modest expenses, 99.12%-99.97% of participants (average 99.6%) lost money and about one in 238 profited; Nu Skin's own 2008 report shows 85.89% of active distributors earned no commission at all.
- Leans right FTC MLM income disclosure report 2024 lines 634-652Most of the 70 disclosures leave people out of the income distribution: 29 exclude everyone who earned no commissions and another 24 exclude participants the company deems inactive, so published figures understate the share with no income.
- Leans right FTC MLM income disclosure report 2024 lines 734-752None of the 70 disclosures gives income figures net of all expenses; 20 say nothing about expenses and most of the other 50 mention the omission less prominently than the dollar amounts, so disclosed income overstates what participants keep.
- Leans right FTC MLM report summary lines 35-35FTC summary of 70 income disclosures: most participants made $1,000 or less a year before expenses, and in at least 17 MLMs most participants made nothing at all.
Guru income figures are revenue before ad and product costs, and screenshots can be edited
Leans rightSales dashboards show gross revenue; profit after ads is typically a fraction, and fabricated screenshots are documented.
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Guru income figures are revenue before ad and product costs, and screenshots can be edited
Leans right- This Fake Guru Teaches You How to Go Broke (Spencer Cornelia)“His proof is him writing down his winnings in a casino”
- I Bought A $4,000 Dropshipping Course To Prove Its A Scam (Wesley O'Brien)“They'll flex income screenshots and and cars, and they'll tell you that they found some sort of secret system”
- Why You Should Stop Listening to Get-Rich-Quick “Gurus” (I Will Teach You To Be Rich)“they'll make $60,000 from a launch but they spend $58 $8,500 on Facebook ads”
- Are Paid Dropshipping Courses Worth It in 2026? (Do Dropshipping)“a screenshot showing $50,000 in sales doesn't tell you how much money the store owner actually kept”
- Is Dropshipping Worth It in 2026? What to Know (Do Dropshipping)“That's why revenue screenshots don't tell you whether a store is actually profitable.”
- 6 Things That Dropshipping Gurus Do Not Tell You As Beginner (Do Dropshipping)“They might be spending $40,000 on advertisement and product costs.”
- Very likely right AI guessSales dashboards show gross revenue; profit after ads is typically a fraction, and fabricated screenshots are documented.
- Leans partly right FTC v. Automators complaint lines 528-531Empire touted gross sales figures ('$50k in sales', '$200k in one month') while, per the FTC, clients with gross sales still lost significant sums after subtracting fees, Amazon fees, inventory, refunds, loan interest and operating costs; nothing on edited screenshots.
- Leans partly right FTC MLM income disclosure report 2024 lines 736-754For MLM companies' own income disclosures, none of the 70 nets out all expenses and most say so only in fine print under unqualified 'earnings' headings; this is company disclosures rather than guru screenshots, but the same gross-not-net pattern.
AI tools can build a dropshipping store, product pages and ads in hours instead of days
Leans rightStore builders, copy and image generators do produce a functional store quickly; whether it sells is a separate question.
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AI tools can build a dropshipping store, product pages and ads in hours instead of days
Leans right- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“AI has simplified pretty much every single step of the process, making it easier than ever to start for complete beginners.”
- Making Money Online is Easy, Actually (Just Copy Me) (Mark Tilbury)“you can now use a free tool called buildyourstore.ai to launch a fully automated store”
- I Tried Shopify Dropshipping For 7 Days (Realistic Results) (Mark Tilbury)“AI pretty much did everything for free.”
- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“incorporating AI tools into dropshipping processes can drastically cut down time on things like product research and trend detection”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“AI can literally help you do this in less than 5 minutes, 100% free”
- I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me (Mark Tilbury)“our store is officially live with winning products”
- Probably right AI guessStore builders, copy and image generators do produce a functional store quickly; whether it sells is a separate question.
Trading fewer, higher-quality setups beats frequent trading because fees and fatigue erode returns
Leans rightBrokerage data show the most active retail traders underperform the least active.
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Trading fewer, higher-quality setups beats frequent trading because fees and fatigue erode returns
Leans right- I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“I'm only trading a clean reversal setup that fits my strategy.”
- How To Day Trade Using Only $50 (Riley Coleman)“don't overtrade. That's where fees eat you alive.”
- THIS ⚠️ is why day traders LOSE money (Ross Cameron - Warrior Trading)“you are over trading you're putting way too much time in and that doesn't pay off”
- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“Now, most days are going to be a one and done, which is just one win or one loss, and then I'm walking away.”
- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“I don't get paid for activity or trading. I get paid for precision.”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“overtrading is literally the fastest way to blow your account.”
- Very likely right AI guessBrokerage data show the most active retail traders underperform the least active.
- Leans partly right Brazil day-trader study (Chague et al.) lines 162-178The share of day traders with positive net profit falls monotonically with the number of days traded (29.8% at one day to 3.0% beyond 300), consistent with more trading eroding results, though setup quality is not studied.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 476-479Fees turn a 7 bps gross daily loss into 23.9 bps net, showing transaction costs erode frequent traders' returns; fatigue and setup quality are not measured.
An established FBA business runs on a few hours a week of the owner's time
Leans partly rightPossible with paid staff and a mature product, but most sellers report more hands-on time and the setup labor is excluded.
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An established FBA business runs on a few hours a week of the owner's time
Leans partly right- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“It's like the easiest set it and forget it business model out there”
- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“I probably was working less than four hours a week on average”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“i've set up the entire production process of that website so that it's completely hands-off and runs on its own”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“your supplier will ship your product straight to the buyer without you having to do any extra work on your end”
- DENIES FTC Takes Action Against Fake Amazon Guru Kevin David for Automation @Coffeezilla (Romer the Roamer)“why the [ __ ] would you say passive income if it's not passive income everybody knows man”
- DENIES Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“treat it like an actual business rather than a passive income hack”
- Leans partly right AI guessPossible with staff and a mature product, but that excludes the setup labor and the paid help.
- Leans partly right AI guessPossible with paid staff and a mature product, but most sellers report more hands-on time and the setup labor is excluded.
You cannot get rich by renting out your time; wealth requires owning equity in a business, product or asset
Leans partly rightWealth surveys show most large fortunes come from business ownership and assets, but high-earning salaried professionals do accumulate wealth by saving and investing.
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You cannot get rich by renting out your time; wealth requires owning equity in a business, product or asset
Leans partly right- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“I've made all my money from when I've sold my businesses and I owned equity in the businesses that I sold”
- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“The moment you take that paycheck you're an employee”
- How to Get Rich (Naval)“You are not going to get rich renting out your time. You must own equity, a piece of the business to gain your financial freedom.”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“one of the sharper financial-education gaps separating the E and S quadrants from the B and I quadrants”
- DENIES Rich Dad Poor Dad Lied To You (Codie Sanchez)“it is a total fallacy that you can't be a worker and be a billionaire or massively financially free”
- Probably partly right AI guessWealth surveys show most large fortunes come from business ownership and assets, but high-earning salaried professionals do accumulate wealth by saving and investing.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 144-153Incorporated business owners earn 48% more residual hourly (28% at the median) than comparable salaried workers, but the median unincorporated owner earns less per hour than his salaried counterpart and unincorporated owners outnumber incorporated ones; owning a business pays only for a select group, and the paper measures hourly earnings, not wealth.
The typical buyer of a passive-income course ends up net negative: out the course fee plus outsourcing costs, with no income
Leans partly rightRegulator cases and income disclosures for business-opportunity programs show most buyers earn little or nothing, though data specific to publishing courses is thin.
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The typical buyer of a passive-income course ends up net negative: out the course fee plus outsourcing costs, with no income
Leans partly right- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“very few people are going to make their money back this course is promoted as a way to own your future”
- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“your success can be, and most likely will be, zero”
- Operation Income Illusion cracks down on illusory income claims (Federal Trade Commission)“the vast majority didn’t make anything even approaching the advertised earnings while many made nothing at all”
- Why The Online Guru Scam is Worse Than You Thought (Zac V2)“your wallet's just going to be lighter and all that you're going to have to show for it is a poorly made course”
- Why Iman Gadzhi Never Made Anyone Rich (Blueprint to Billions)“Only 10 to 20% of students ever sign even one paying client.”
- Probably partly right AI guessRegulator cases and income disclosures for business-opportunity programs show most buyers earn little or nothing, though data specific to publishing courses is thin.
- Leans partly right FTC v. Automators complaint lines 901-905For Automators' coaching and automation packages the FTC alleges most buyers did not recoup their investment and virtually none earned the advertised amounts; DK Automation and Nudge show the same pattern, though all are enforcement cases rather than a survey of courses generally.
A few percent per day compounds to impossible annual returns, so such claimed trading rates cannot be sustained.
Leans rightCompounding arithmetic; no documented investor has sustained anything close.
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A few percent per day compounds to impossible annual returns, so such claimed trading rates cannot be sustained.
Leans right- What Return Should Investors Reasonably Expect? (The Plain Bagel)“a one percent daily return can turn a 100 investment into twelve hundred and forty dollars after one year”
- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“if you take two percent a day that would turn into about i don't know 140 000 percent a year roughly”
- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“that small sounding daily return compounds out to I had to do the calculation 137,640%”
- DENIES 5 Best Forex Signals Providers: Make Easy $$$ (Trading Properly)“30 to 40 percent monthly profits with a success rate of 82 percent those claims are fairly hard to disprove”
- DENIES Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“if you want to make one percent per day right if you may make one percent on thirty thousand that's three hundred per day”
- Almost certainly right AI guessCompounding arithmetic; no documented investor has sustained anything close.
A digital product built once earns passive income for years while you sleep
Leans wrongMost digital products sell almost nothing without continual promotion, so passive income for years is the rare case.
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A digital product built once earns passive income for years while you sleep
Leans wrong- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“this thing makes money while you sleep”
- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“The beauty of a digital product is that you create them once and you sell them over and over and over again.”
- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“People will organically find it on their own by coming to that website's marketplace.”
- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“You build the thing once and it sells while you sleep for years.”
- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“create something once that would make sales while I was doing laundry, cooking dinner, or even sleeping.”
- Leans wrong AI guessMost digital products sell almost nothing without continual promotion, so passive income for years is the rare case.
- Leans partly right AI guessSome evergreen products do earn for years, but most digital products sell almost nothing without continual promotion; the median outcome is near zero.
Funded-trader (prop firm) accounts let beginners trade size without their own capital
Leans wrongMost evaluation-based prop firm customers fail and pay repeated fees, and few beginners ever trade funded size or get paid.
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Funded-trader (prop firm) accounts let beginners trade size without their own capital
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“access to funds that are not yours without any risk”
- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“Prop firms give you simulated capital with specific risk parameters that you have to follow.”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“what a lot of professional traders do is that they will trade on funded accounts”
- $31 to $25,000 in 3 days (How I Passed My Funded Challenge FAST) (A Girl That Trades)“it's only 31 $31 I probably get two accounts though”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“this is where leverage or using prop firms is going to be important”
- Leans partly right AI guessEvaluation-based prop firms do fund some traders, but most participants pay repeated evaluation fees and fail; the fees are the firms' main revenue.
- Leans wrong AI guessMost evaluation-based prop firm customers fail and pay repeated fees, and few beginners ever trade funded size or get paid.
Options have wider spreads and higher trading costs than stocks
Probably rightAverage quoted bid-ask spread of S&P 500 stock options is 17.2% versus 3.55 bps for the stocks; retail's preferred sub-week options carry a 12.3% spread and PFOF for options is about double that for stocks.
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Options have wider spreads and higher trading costs than stocks
Probably right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“a 12.6% or 29% bid ask spread is a very high transaction cost to overcome”
- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“options have significantly higher commissions or trading costs, wider spreads than stocks do”
- How profitable is retail options trading? (Evidence Investor)“bid-ask spreads on options exchanges are considerably higher than those on stock exchanges”
- How to make $500 a day with this CHEAP options day trading strategy 🚨 (The Traveling Trader)“with options they are much more thinly traded than stocks they don't do as much volume as stocks”
- How Retail Loses Money in Option Trading | QuantPedia (quantpedia.com)“Retail losses from bidding up prices are compounded by enormous bid-ask spreads in options ahead of high expected volatility announcements.”
- Probably right Retail options study (Bryzgalova et al.) lines 125-136Average quoted bid-ask spread of S&P 500 stock options is 17.2% versus 3.55 bps for the stocks; retail's preferred sub-week options carry a 12.3% spread and PFOF for options is about double that for stocks.
- Leans right AI guessOptions spreads are wider as a percentage of price and liquidity is thinner.
Beginners following paid or community trade signals typically lose money
Leans partly rightFirst-hand tests and brokerage data lean to losses, but signal quality varies and samples are small.
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Beginners following paid or community trade signals typically lose money
Leans partly right- I Tried Day Trading for 1 Week (Complete Beginner) (Baxter Persse)“So if we look at the whole account for the entire week, I ended up losing about -$450.”
- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“Guys, do not blindly buy what I'm buying.”
- Day Trading: Your Dollars at Risk (sec.gov)“Some websites have sought to profit from day traders by offering them hot tips and stock picks for a fee.”
- DENIES 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“literally from our Discord call, you're at approximately you know, 30 to 50%”
- DENIES 5 Best Forex Signals Providers: Make Easy $$$ (Trading Properly)“which makes trading much faster much easier and much more lucrative”
- Leans partly right AI guessFirst-hand tests and brokerage data lean to losses, but signal quality varies and samples are small.
Leverage magnifies losses as much as gains, so debt taken at the wrong time can set you back years
Leans rightLeveraged real estate investors were wiped out in 2008; the symmetry of leverage is arithmetic.
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Leverage magnifies losses as much as gains, so debt taken at the wrong time can set you back years
Leans right- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“take out a 10:1 leveraged position on a house, and you are an investment genius. Most people don’t realise how risky real estate can be.”
- How to Buy Your First Rental Property with No Money (Noelle Randall)“when 2009 happened in the crash happened, I lost everything.”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“Even cash-flowing debt carries risk — vacancy, rate changes, market shifts”
- Rich Dad Fraud Dad (Micro)“if you take on debt at the wrong time it can put your financial life back decades”
- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“it turns out doubling your money is actually very risky”
- Leans right AI guessLeveraged real estate investors were wiped out in 2008; the symmetry of leverage is arithmetic.
- Leans partly right ESMA CFD intervention 2018 lines 111-114In leveraged CFDs ESMA finds leverage increases possible losses as it increases possible profit, and for retail investors raises the probability of a larger loss more; the claim's debt-timing context is not covered.
Paying someone to teach you is faster than learning by trial and error
Leans partly rightGood instruction does speed skill acquisition, but paid online business courses have no independent evidence of better outcomes and many are sold by the people promoting them.
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Paying someone to teach you is faster than learning by trial and error
Leans partly right- Network Marketing Recruiting – How To Recruit 10 People In 10 Days (Frazer Brookes)“these people have got higher skills they're taking higher activity and the results that they're getting is significantly significantly higher”
- How I Made $66,000 With UGC (Without Needing ANY Followers) (Thienvu Vo)“If you want to skip the trial and error phase and start landing clients with a proven system”
- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“you do now, which is obviously great cuz you want to learn, you can learn faster”
- Making $30k Per Month Matched Betting - How Is This Possible? (The System)“people in the mentorship program are taught how to turn over their bonuses at closer towards 100%”
- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“you can pay somebody to teach you and help you get up to speed I recommend the latter”
- Leans partly right AI guessGood instruction does speed skill acquisition, but paid online business courses have no independent evidence of better outcomes and many are sold by the people promoting them.
- Leans partly right AI guessGood instruction speeds learning, but there is no evidence guru programs deliver it, and the speaker sells one.
Self-made wealth accumulates slowly through compounding over a decade or more, not in one big payout
Leans rightMost self-made millionaires reach it in their 40s and 50s after decades of accumulation, though tech exits give a minority lumpy, lottery-like outcomes.
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Self-made wealth accumulates slowly through compounding over a decade or more, not in one big payout
Leans right- “Crypto, MLMs—I keep falling for get-rich-quick schemes” (I Will Teach You To Be Rich)“we're not hoping for the next big thing to come around the corner there is no secret money coming in this is it”
- Why You Should Stop Listening to Get-Rich-Quick “Gurus” (I Will Teach You To Be Rich)“I invested 10 to 20% every year since I was a teenager”
- How to Get Rich (Naval)“My personal wealth has not been generated by one big year. It stacks up little bit, chips at a time.”
- The Exact Playbook to Go from $0 to Your First $100,000 (I Will Teach You To Be Rich)“Real wealth is almost always built through smart systems that take time.”
- Probably right AI guessMost self-made millionaires reach it in their 40s and 50s after decades of accumulation, though tech exits give a minority lumpy, lottery-like outcomes.
Once a trader has a consistently profitable setup, profits scale by simply increasing position size
Leans wrongLiquidity, slippage and market impact erode edges as size grows, especially in thin small caps, so profits do not scale by simply sizing up.
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Once a trader has a consistently profitable setup, profits scale by simply increasing position size
Leans wrong- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“Bigger share size is scaling up your strategy means making more money”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“The only difference between 10 and 20 is increasing your position size.”
- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“So, if you have two accounts, then you double your profits. Three accounts, then you triple.”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“Run the same exact thing across a few accounts, double the position size, and now you're at $8,000 for the week”
- Leans partly right AI guessScaling works until liquidity limits and slippage in thin small-cap stocks erode the edge, which the source itself concedes as a plateau.
- Leans wrong AI guessLiquidity, slippage and market impact erode edges as size grows, especially in thin small caps, so profits do not scale by simply sizing up.
Losses trigger revenge trading that compounds losses in an emotional feedback loop
Leans rightBehavioral-finance studies document loss-chasing and increased risk-taking after losses among retail traders.
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Losses trigger revenge trading that compounds losses in an emotional feedback loop
Leans right- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“I take a big loss on the first trade and then I start revenge trading”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“It is a negative feedback loop.”
- I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“I was taking worse and worse setups because I just wanted to make the money back”
- I Tried Day Trading with No Experience (Mike Shake)“it was time for me to play aggressively and so I did it I started buying and selling buying and selling”
- Very likely right AI guessBehavioral-finance studies document loss-chasing and increased risk-taking after losses among retail traders.
A guru's documented profits do not predict the results of students who copy the strategy
Leans rightSurvivorship bias and the base rate of trader losses mean an instructor's record says little about student outcomes.
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A guru's documented profits do not predict the results of students who copy the strategy
Leans right- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“while their success, and the success of all the testimonials they include, is exceptional, your success will probably be proportional”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“my results are not typical. My experience in trading is not typical.”
- The Real Earnings of a Day Trader (Warrior Trading)“The results shared are based on my personal trading experiences and are not typical.”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“My results aren't typical, and there's no guarantee you'll find success whether you trade with me or you learn on your own.”
- Almost certainly right AI guessSurvivorship bias and the base rate of trader losses mean an instructor's record says little about student outcomes.
- Leans partly right FTC v. Automators complaint lines 934-940Automators' own fine print concedes the founder's results are not typical because he is an experienced ecommerce seller and that it does not track customers' typical results; the FTC says its testimonials are atypical and most clients lose.
Guru pitches push buyers to take on credit-card debt to pay for the course
Leans rightConsumer complaints and regulator actions against coaching programs repeatedly cite pressure to finance fees with credit.
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Guru pitches push buyers to take on credit-card debt to pay for the course
Leans right- The Truth About Airbnb Arbitrage and What I Do Now Instead (Jeremy Werden)“I needed to put about $35,000 on a credit card.”
- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“if your card gets declined, which is completely normal, try again or just give a quick call to your bank”
- Multi-Level Marketing Businesses and Pyramid Schemes (Consumer Advice)“If you need to borrow money or use your credit card to finance your expenses, you may face hefty interest charges too.”
- Operation Income Illusion cracks down on illusory income claims (Federal Trade Commission)“many people lost money, ending up in an even deeper financial hole by taking out loans and racking up credit card debt”
- Very likely right AI guessConsumer complaints and regulator actions against coaching programs repeatedly cite pressure to finance fees with credit.
- Leans partly right FTC v. Automators complaint lines 465-470Empire had purchasers open business credit cards or loans for $15,000-$80,000 of working capital on top of the package fee, and many were left with credit-card debt they could not repay; the debt financed inventory rather than the course fee itself.
Faceless AI-generated YouTube channels get buried by the algorithm and demonetized, so they rarely make money
Leans partly rightThe platform tightened monetization rules against mass-produced and repetitive content, though some AI-assisted channels still earn.
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Faceless AI-generated YouTube channels get buried by the algorithm and demonetized, so they rarely make money
Leans partly right- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“using your own voice is 100% free. It keeps your channel safe from the loweffort content flags”
- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“YouTube algorithm buries AI-generated content today”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“I actually think YouTube is very against AI content. I think they push it away from the platform.”
- F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“that's actually going to almost guarantee your chances of getting demonetized”
- Probably partly right AI guessThe platform tightened monetization rules against mass-produced and repetitive content, though some AI-assisted channels still earn.
An experienced day trader can multiply a small account many times over within a month by trading momentum stocks.
Leans wrongAmong 1,551 persistent futures day traders the single best earned US$310 a day on average with a daily standard deviation of US$2,560, and only 0.5% beat a bank teller's wage; nobody shows multiplying an account in a month, though the setting is Brazilian index futures rather than momentum stocks.
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An experienced day trader can multiply a small account many times over within a month by trading momentum stocks.
Leans wrong- I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“If I double $50 just 10 times, it's over $50,000.”
- How To Day Trade Using Only $50 (Riley Coleman)“turned a $50 account into over $3,500 in just 21 days using this exact same system”
- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“I funded an account with $583.15 and I set out with a goal of seeing how quickly I could turn it into 100 grand”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“I've been able to grow my account from a starting balance of $2,000 to over $65,000. That's right, in 30 days.”
- Leans wrong Brazil day-trader study (Chague et al.) lines 219-229Among 1,551 persistent futures day traders the single best earned US$310 a day on average with a daily standard deviation of US$2,560, and only 0.5% beat a bank teller's wage; nobody shows multiplying an account in a month, though the setting is Brazilian index futures rather than momentum stocks.
- Leans partly right AI guessAudited one-off runs by professionals exist, but they are selected showcases; population studies of day traders find the large majority lose money, so the result does not generalize.
Retail day traders have no edge trading large-cap stocks against high-frequency algorithms.
Leans rightIndividuals' average daily loss is 19% higher when the HFT share of deals rises 10 points, and the authors conclude it is virtually impossible to compete with HFTs; the venue is index futures rather than large-cap stocks.
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Retail day traders have no edge trading large-cap stocks against high-frequency algorithms.
Leans right- Day Trading - Why You'll Almost Certainly Fail (Coffeezilla)“now it's atom versus gigantic hedge fund supported by quants”
- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“retail investors do not have the same resources information or knowledge as institutions and they're more prone to behavioral biases”
- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“most of the people that you are trading against are full-time traders and they're very smart”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“when you trade against the high frequency trading algorithms, trading large caps, you really don't have a good edge”
- Leans right Brazil day-trader study (Chague et al.) lines 384-393Individuals' average daily loss is 19% higher when the HFT share of deals rises 10 points, and the authors conclude it is virtually impossible to compete with HFTs; the venue is index futures rather than large-cap stocks.
- Leans partly right AI guessRetail traders are at a speed and information disadvantage in liquid names, though the same disadvantage applies in small caps where costs are higher.
Platform creator payouts are negligible for most creators even with large followings.
Leans rightCreator-economy surveys find median earnings from platform programs are tiny; meaningful income comes from brand deals or owned products.
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Platform creator payouts are negligible for most creators even with large followings.
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“$10.32 for generating like hundreds of thousands of views for that. Like I post every day on this platform.”
- Why 96% of Creators Don't Make a Living (BUILT BY FOUNDRY)“46% of full-time creators earn less than $1,000 a year, while only 12% make more than $50,000”
- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“I'd met influencers and YouTubers that had millions of subscribers and millions of followers and were completely broke.”
- Why The Online Guru Scam is Worse Than You Thought (Zac V2)“The average OF creator makes about $150 a month.”
- Probably right AI guessCreator-economy surveys find median earnings from platform programs are tiny; meaningful income comes from brand deals or owned products.
Producing polished short-form content takes hours per video and is effectively a full-time job.
Leans rightCreator time-use reports consistently show planning, filming and editing dominate, far beyond the posted runtime.
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Producing polished short-form content takes hours per video and is effectively a full-time job.
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“a 30 second video is probably like four to five hours of work at the end of the day”
- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“It's easy until it's not and you put a lot of work into it.”
- DENIES How to make $5k / month creating content WITHOUT followers (Linda)“filming a brand deal for me usually takes about 1 to 2 hours and then another 1 to 2 hours to edit”
- DENIES If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“The top creators are making 90 to 180 videos a month, and I promise you they're spending less time than you on each new video.”
- Probably right AI guessCreator time-use reports consistently show planning, filming and editing dominate, far beyond the posted runtime.
A genuinely profitable short-term strategy is capacity-limited, so its owner would keep it secret rather than sell it.
Leans rightQuant funds routinely cap capacity and guard strategies; selling a capacity-limited edge destroys it, which makes advertised strategies suspect.
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A genuinely profitable short-term strategy is capacity-limited, so its owner would keep it secret rather than sell it.
Leans right- The Passive Income Scam (The Plain Bagel)“if their strategy was still successful that it lets them make money poolside without any effort they wouldn't need to sell you”
- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“if they did they sure wouldn’t be sharing them on a YouTube video”
- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“why to you and not a hedge fund that could pay millions if not billions Upfront for a proven investing strategy”
- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“the nature of those kinds of strategies as i've said they're usually not scalable and so you keep them as a secret”
- Probably right AI guessQuant funds routinely cap capacity and guard strategies; selling a capacity-limited edge destroys it, which makes advertised strategies suspect.
Identifying crypto narratives early (AI agents, meme coins, new chains) is how investors capture outsized returns
Leans wrongThe winning examples are survivorship-selected; most narrative and meme tokens lose most of their value and retail buyers rarely get in early.
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Identifying crypto narratives early (AI agents, meme coins, new chains) is how investors capture outsized returns
Leans wrong- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“where the attention is, right? That's where the capital flows and rotates.”
- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“obviously, try to position yourself before attention actually comes to the coin.”
- the crypto strategy im using to make millions again. (Brian Jung)“able to make tens of millions of dollars investing into crypto is by identifying early trends and narratives in this market”
- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“Listen, I like Zcash, but I want to find the next Zcash.”
- Leans wrong AI guessThe winning examples are survivorship-selected; most narrative and meme tokens lose most of their value and retail buyers rarely get in early.
- Leans partly right AI guessSome early narrative bets have paid off, but the examples are survivorship-selected and most narrative tokens lose the majority of their value after the hype.
MLM income comes mainly from recruiting and leading a downline, not from selling product to retail customers
Leans rightAll 30 MLMs with earnings data (and all 350 whose compensation plans Taylor reviewed) pay rewards primarily for recruiting a large downline, not for retailing products, with most payout going to the highest levels.
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MLM income comes mainly from recruiting and leading a downline, not from selling product to retail customers
Leans right- Network Marketing Recruiting: How I Recruited 10 People in 10 Days (Darin Kidd)“if you want to have Financial Freedom and time freedom in network marketing recruiting is essential”
- How To Get Rich In MLM And Direct Sales (Myron Golden)“You can't become a network marketing millionaire if you can't recruit people who sell products, who also sell the opportunity.”
- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“You make a little, not much. Not enough to pay the bills that are wrecking up. You make money from signing people up.”
- DENIES 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“you don't get paid for the act of building the team you only get paid when sales happen to a customer”
- Very likely right AI guessRegulator complaints and company income disclosures consistently show top MLM earnings are tied to downline volume rather than retail sales.
- Leans right Taylor, The Case against MLM lines 870-877All 30 MLMs with earnings data (and all 350 whose compensation plans Taylor reviewed) pay rewards primarily for recruiting a large downline, not for retailing products, with most payout going to the highest levels.
- Leans partly right FTC MLM income disclosure report 2024 lines 201-205The report describes MLM pay as commissions for purchasing, inducing others to purchase, or recruiting participants who purchase, with retail resale income only 'in some cases'; it describes the structure but does not measure the split between downline and retail income.
Product research tools showing live sales data let you validate demand before spending on ads
Leans partly rightThese tools show that demand exists, but every subscriber sees the same products and existing sales do not predict a new store's conversion or ad cost.
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Product research tools showing live sales data let you validate demand before spending on ads
Leans partly right- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“I use Cal data which is basically the Tik Tok shop analytics software that is pretty common”
- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“I recommend Etsy because you can see real sales data”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“once you find a product that you're interested in, you can actually validate it with these tools. Then you know that you have a winner.”
- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“It even shows you which products are taking off before they get saturated.”
- Leans partly right AI guessSales-tracking tools do show existing demand, but the same data is visible to every subscriber, so validated products are already contested.
- Leans partly right AI guessThese tools show that demand exists, but every subscriber sees the same products and existing sales do not predict a new store's conversion or ad cost.
Slow or unreliable supplier fulfillment kills dropshipping stores through refunds and chargebacks
Leans rightLong shipping times are the main driver of dropshipping disputes and payment-processor holds, which is well documented by platforms and sellers.
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Slow or unreliable supplier fulfillment kills dropshipping stores through refunds and chargebacks
Leans right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“The customers waiting two and a half weeks for an overseas package are not happy. They open disputes, leave bad reviews”
- I made my first million at 19 years old, here's how.. (Ryan Mikols)“The product ended up being very defective. So, I just shut down the store.”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“Customers blame you—because they bought from your store, not from some warehouse overseas.”
- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“They make the sale, then they realize that their supplier is slow, unreliable, and shipping takes over a month.”
- Very likely right AI guessLong shipping times are the main driver of dropshipping disputes and payment-processor holds, which is well documented by platforms and sellers.
Copying a proven competitor's product, page and ad angles is the fastest route to first sales
Leans partly rightCloning validated offers does shortcut discovery, but it puts the copier in direct ad-auction competition with the original and fuels the race to the bottom.
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Copying a proven competitor's product, page and ad angles is the fastest route to first sales
Leans partly right- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“the best way in my opinion to do this is by watching other currently viral videos”
- I Tried Dropshipping For a Week (RAW RESULTS) (Andy Stauring)“I told them to make ads that are similar to my competitor because these are obviously the guys that I want to reference.”
- How I Made $32,000 in 30 Days Dropshipping With NO MONEY (Cam Vito)“the product needs to have already gone super viral and it's a product that people are already looking for”
- I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“your only job is to spot one of those products, steal it, and run it for yourself”
- Leans partly right AI guessCloning validated offers does shortcut discovery, but it puts the copier in direct ad-auction competition with the original and fuels the race to the bottom.
Online side hustles fail without an owned audience because traffic is the real bottleneck
Leans partly rightCustomer acquisition is the dominant cost in online business, but many profitable stores run on paid traffic without an audience; the audience framing suits a YouTube coach.
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Online side hustles fail without an owned audience because traffic is the real bottleneck
Leans partly right- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“This step is where most people fail. Not because they have a bad product or bad design or wrong pricing”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“The audience is the multiplier.”
- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“Without it, every business is a great store in the middle of the desert. Nobody walks by and nobody buys”
- DENIES Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“So, we don't have to worry about building our own audience.”
- Leans partly right AI guessCustomer acquisition is the dominant cost in online business, but many profitable stores run on paid traffic without an audience; the audience framing suits a YouTube coach.
YouTube income compounds because old videos keep generating views and sales years later
Leans partly rightEvergreen search-driven videos do keep earning, but most videos decay quickly, so compounding holds only for a minority of channels.
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YouTube income compounds because old videos keep generating views and sales years later
Leans partly right- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“Those 14 videos will keep generating views and revenue for months, maybe years.”
- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“YouTube videos can keep ranking and working for you months and even, yes, years later”
- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“five, 10, 15 years down the road, the videos are still getting views”
- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“We have gotten six figure sales from videos that we posted over 5 years ago.”
- Leans partly right AI guessEvergreen search-driven videos do keep earning, but most videos decay to near-zero views within weeks; compounding applies to a minority of channels.
- Leans partly right AI guessEvergreen search-driven videos do keep earning, but most videos decay quickly, so compounding holds only for a minority of channels.
Trading psychology, especially accepting losses, is the main determinant of trading success
Leans partly rightBehavioural biases do hurt traders, but no amount of discipline creates an edge where none exists; psychology explains failure more than it produces success.
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Trading psychology, especially accepting losses, is the main determinant of trading success
Leans partly right- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“where 90% of traders go wrong. And it all comes down to their mindset.”
- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“it's not literally about strategy. It's about psychology.”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“The number one reason that traders fail is not that they don't have a good strategy.”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“This is the most important part that will either make or break any progress that you make throughout this process.”
- Leans partly right AI guessBehavioural biases do hurt traders, but no amount of discipline creates an edge where none exists; psychology explains failure more than it produces success.
Income from dividends or interest large enough to matter requires a capital base most beginners lack
Leans rightAt typical 2-4% yields, a modest weekly income needs six figures invested, as the video's own arithmetic shows.
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Income from dividends or interest large enough to matter requires a capital base most beginners lack
Leans right- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“you need a lot of money invested to make a significant income”
- The Passive Income Scam (The Plain Bagel)“you would need to accumulate 600 000 in net savings not an easy first step for passive income”
- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“you do need to have money to put into these accounts in order to get passive income from them”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“even at five percent the minimum balance that you would need is around seven hundred and thirty thousand”
- Almost certainly right AI guessAt typical 2-4% yields, a modest weekly income needs six figures invested, as the video's own arithmetic shows.
Uploading self-published books to Amazon produces ongoing royalties with little further work
Leans wrongThe median self-published title earns almost nothing and the store is flooded with low-content books, so ongoing royalties with little work is not the typical result.
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Uploading self-published books to Amazon produces ongoing royalties with little further work
Leans wrong- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“Amazon organic traffic alone can get you a few sales.”
- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“Once you've created those ARC files and uploaded those to Amazon, they stay on Amazon forever.”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“You write the book once, Amazon pays you forever.”
- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“you just upload a PDF and that is it”
- Leans wrong AI guessThe median self-published title earns almost nothing and the store is flooded with low-content books, so ongoing royalties with little work is not the typical result.
- Leans partly right AI guessRoyalties can persist, but the store is flooded and the median self-published title earns almost nothing.
Most new businesses, including online stores, fail within a few years
Probably partly rightOf US private establishments opened in the year to March 2015, 79.6% survived one year, 61.4% three years, 50.2% five years and 34.7% ten years (other cohorts are similar), so about half close within five years and two-thirds within ten; 'most fail within a few years' overstates it, establishment exits include sales and relocations rather than only failures, and there is no online-store breakdown.
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Most new businesses, including online stores, fail within a few years
Probably partly right- The Passive Income Scam (The Plain Bagel)“nearly 90 of e-commerce stores fail within the first four months”
- Diary Of A CEO Is Making You Less Successful - Barry's Economics (Barry's Economics)“About 25% of businesses fail in their first year. 40% after 3 years, and half of businesses fail after 5 years.”
- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“The competition is brutal and most stores die in the first few weeks or months.”
- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“Only 34.7% of all US private-sector business establishments started in March 2013 were still operating a decade later.”
- Very likely right AI guessBLS establishment survival data show roughly half gone by year five; low-cost online stores likely churn faster.
- Probably partly right BLS business survival table lines 555-568Of US private establishments opened in the year to March 2015, 79.6% survived one year, 61.4% three years, 50.2% five years and 34.7% ten years (other cohorts are similar), so about half close within five years and two-thirds within ten; 'most fail within a few years' overstates it, establishment exits include sales and relocations rather than only failures, and there is no online-store breakdown.
- Leans right Taylor, The Case against MLM lines 1010-1022Taylor quotes SBA figures that 44% of small businesses survive at least four years and 31% at least seven, and an NFIB survey finding 64.2% failed within ten years; general small-business data, not specific to online stores.
Prop-firm evaluation challenges are structured so most participants pay fees and never get funded
Leans rightFirms' own and regulator disclosures show low pass rates and fee-driven revenue; some firms have been sanctioned.
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Prop-firm evaluation challenges are structured so most participants pay fees and never get funded
Leans right- How To Day Trade Using Only $50 (Riley Coleman)“under 5% of people over time pass these challenges”
- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“The way prop firms make money off of inexperienced traders is that they really don't know how much to risk.”
- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“they make money when traders lose, which is strange when you think about it”
- DENIES How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“you have the easiest one-step evaluation process in the world”
- Very likely right AI guessFirms' own and regulator disclosures show low pass rates and fee-driven revenue; some firms have been sanctioned.
Demeaning salaried jobs and college is a sales tactic; both generally improve financial outcomes
Leans rightThe college earnings premium and the stability of salaried work are well documented, though college is not right for everyone.
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Demeaning salaried jobs and college is a sales tactic; both generally improve financial outcomes
Leans right- Why You Should Stop Listening to Get-Rich-Quick “Gurus” (I Will Teach You To Be Rich)“get-rich quick schemers criticizing college education”
- "9-5 JOBS ARE A SCAM, SO IS COLLEGE" - Swag Academy (Coffeezilla)“nine to fives are legitimately the biggest scam ever ran in the universe”
- DENIES RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“go to school, get a job, work hard, save money, get out of debt and invest for the long-term in the stock market”
- DENIES How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“a real alternative path in a career path rather than going to college and getting scammed for $80,000 in student debt”
- Probably right AI guessThe college earnings premium and the stability of salaried work are well documented, though college is not right for everyone.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 366-376The highest-earning business owners are the best educated: 46% of incorporated self-employed hold a college degree versus 32% of salaried workers, while the unincorporated (who earn ~30% less than employees) are less educated than salaried workers, and entrepreneurs are drawn from the comparatively high-paid, high-educated salaried workers; consistent with college and salaried success improving outcomes, though the paper does not test the sales-tactic part.
Network marketing success is a learnable skill rather than luck
Leans wrongThe UK Amway judgment quoted by Taylor found the thin top of the income 'candlestick' was those who had been IBOs longest (since 1979), while recent joiners and many long-term IBOs formed the base; position in the chain, not skill, drives outcomes.
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Network marketing success is a learnable skill rather than luck
Leans wrong- Network Marketing Recruiting – How To Recruit 10 People In 10 Days (Frazer Brookes)“activity multiplied by skills equals results”
- The First Step For Network Marketing Success (Eric Worre - Network Marketing Pro)“I made the decision to walk away from lucky.”
- Network Marketing Recruiting: How I Recruited 10 People in 10 Days (Darin Kidd)“your numbers will get better over a period of time”
- Give Me 19 Minutes, and You’ll Become a Recruiting Machine (Frazer Brookes)“if you can identify the right people to move forward with, you will crush it. You will recruit like crazy”
- Leans wrong Taylor, The Case against MLM lines 1264-1269The UK Amway judgment quoted by Taylor found the thin top of the income 'candlestick' was those who had been IBOs longest (since 1979), while recent joiners and many long-term IBOs formed the base; position in the chain, not skill, drives outcomes.
- Leans partly right AI guessSales and recruiting skills matter at the margin, but the pyramid structure caps how many can profit.
- Leans partly right Talent vs luck simulation lines 409-416Generic simulation, not network marketing: talent is necessary but almost never sufficient, with the highest-talent agents topping the success ranking in only 3% of runs, so skill alone does not explain who reaches the top.
- Unknown FTC MLM income disclosure report 2024 lines 1237-1251Disclosures routinely state that income depends on skill, effort and leadership, but the FTC says it is not apparent what basis exists for the claim that those qualities drive success; the source cannot say whether skill or luck decides outcomes.
Most actively managed funds underperform index funds after fees
Leans rightSPIVA scorecards consistently show most active funds trailing their benchmarks over ten-plus years.
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Most actively managed funds underperform index funds after fees
Leans right- How I Make $68K/Month Investing in Stocks (Just Copy Me) (Mark Tilbury)“the average actively managed fund return 2% less per year than the market in general”
- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“even the largest financial firms in the world filled with teams of PHD Quantitative Analysts struggle to outperform regular market returns consistently”
- What Return Should Investors Reasonably Expect? (The Plain Bagel)“over a 15-year period 86.9 of large cap managers 81.4 percent of mid cap managers and 81.5 percent of small cap managers fail to outperform”
- The Exact Playbook to Go from $0 to Your First $100,000 (I Will Teach You To Be Rich)“over 80% of managers lose to index funds”
- Leans right AI guessSPIVA scorecards consistently show most active funds trailing their benchmarks over ten-plus years.
Short-term stock moves are unpredictable, so day trading is gambling
Leans partly rightAuthors conclude that for prospective day traders trading to learn is no more rational or profitable than playing roulette, yet under 3% of traders are predictably profitable, so it is not pure chance.
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Short-term stock moves are unpredictable, so day trading is gambling
Leans partly right- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“Financial predictions are almost impossible to make”
- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“no one here can gaze into the future and know if a stock price is going to go up or down”
- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“No matter how much someone says they just know the trade is going to go up, they really don't.”
- DENIES I Turned $50 Into $3,754 In 21 Days Trading Futures (Riley Coleman)“This isn't some gambling flipping game”
- Leans partly right Brazil day-trader study (Chague et al.) lines 314-323Success rates decline with days traded exactly as in casino roulette, and the authors treat day trading as gambling-like; predictability of prices itself is not tested.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 714-721Authors conclude that for prospective day traders trading to learn is no more rational or profitable than playing roulette, yet under 3% of traders are predictably profitable, so it is not pure chance.
- Leans partly right AI guessShort-horizon moves are close to unpredictable for retail, though a few professional firms earn persistent edges.
Organic TikTok and Instagram content can sell dropshipped products with no ad spend
Leans partly rightOrganic virality does produce sales for some stores, but reach is unpredictable and most organic posts sell little.
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Organic TikTok and Instagram content can sell dropshipped products with no ad spend
Leans partly right- Making Money Online is Easy, Actually (Just Copy Me) (Mark Tilbury)“You can easily create a buzz around your products by creating videos about 'em on TikTok for free.”
- How I Made $32,000 in 30 Days Dropshipping With NO MONEY (Cam Vito)“letting us go from zero to over $2,000 in just one day without running any paid ads at all”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“I have never bought a single ad.”
- I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“I've made multiple six figures in profit with organic drop shipping. I've got over a billion views with my own two hands”
- Leans partly right AI guessOrganic virality does generate sales for some, but it is unpredictable and conversion is low.
- Leans partly right AI guessOrganic virality does produce sales for some stores, but reach is unpredictable and most organic posts sell little.
A bettor who keeps playing eventually loses winnings back to the house
Leans rightWith a house edge, continued play converges to a loss by the law of large numbers.
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A bettor who keeps playing eventually loses winnings back to the house
Leans right- I Got Rich With Sports Betting When I Applied These 7 Habits (Secured Tyson)“if you don't secure those profits then guess what eventually it's going to go back to these platforms”
- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“This idea that most of the guys betting on sports every weekend are “pretty much breaking even” is wrong.”
- Online Sports Betting Is Draining Household Savings (Kellogg Insight)“sports betting tends to have significantly negative expected payouts”
- How to Make $50 Per Day Betting on Sports (The Math) (LINEMAKER SPORTS)“they've lost a couple thousand dollars without even knowing it”
- Leans right AI guessWith a house edge, continued play converges to a loss by the law of large numbers.
- Leans right Sports betting household study (NBER) lines 445-457About 70% of first-time bettors deposit at least twice more and almost 40% over ten times, with quarterly deposits reaching about eight times the initial deposit after 12 quarters, i.e. continued play means continued net money flowing to the books (net deposits are positive in Table A.3).
Retail AI trading bots do not beat the market
Leans rightNo retail trading bot has an audited record of beating the market; many are outright scams.
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Retail AI trading bots do not beat the market
Leans right- The Passive Income Scam (The Plain Bagel)“as for trading Bots they don't work”
- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“it's just gambling with a little bit of branding on top”
- DENIES Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“I've been making an absolute killing over here”
- DENIES If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“they're generating consistent returns without sitting in front of the charts”
- Leans right AI guessNo retail trading bot has an audited record of beating the market; many are outright scams.
- Leans partly right FTC DK Automation press release lines 37-37The FTC alleged few consumers ever made money from DK Automation's schemes, which included its crypto trading bot; an enforcement allegation, not a performance measurement.
Digital products avoid suppliers and shipping and carry near-total margins
Leans rightMarginal cost is near zero; the cost shifts to creation and marketing.
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Digital products avoid suppliers and shipping and carry near-total margins
Leans right- I made my first million at 19 years old, here's how.. (Ryan Mikols)“with a digital product, it's super high margins”
- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“one of the most profitable things that you can sell because you keep 100% of the profit is a digital product”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“No shipping, no suppliers, no inventory, near-100% margins.”
- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“There was no inventory, no sleazy DM convos.”
- Leans right AI guessMarginal cost is near zero; the cost shifts to creation and marketing.
Trading on borrowed money can leave traders in debt beyond their original stake
Probably rightAt high leverage investors risk losing all or more than their initial margin, especially in gapping markets, which is why ESMA imposed negative balance protection on retail CFD accounts.
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Trading on borrowed money can leave traders in debt beyond their original stake
Probably right- How Crypto Millionaires Lost Their Fortune (George Kamel)“I enrolled in a BS master's program to get ten thousand dollars of student loans per semester for more trading capital”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“he just lost the entire twenty thousand dollars and now he owes his friends and family money”
- Day Trading: Your Dollars at Risk (sec.gov)“This is why many day traders lose all their money and may end up in debt as well.”
- I Tried Day Trading with No Experience (Mike Shake)“if you win it's huge and if you lose it's a huge problem”
- Very likely right AI guessMargin and leverage mean losses can exceed deposited capital; brokers and regulators document negative balances and margin calls.
- Probably right ESMA CFD intervention 2018 lines 121-128At high leverage investors risk losing all or more than their initial margin, especially in gapping markets, which is why ESMA imposed negative balance protection on retail CFD accounts.
Retail investors trade options for lottery-like payoffs and entertainment rather than hedging
Leans rightRetail options trades are 69% calls, mostly at-the-money or slightly out-of-the-money, half in sub-week expiries, patterns the authors read as speculation rather than hedging.
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Retail investors trade options for lottery-like payoffs and entertainment rather than hedging
Leans right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“this suggests that gambling and sensation seeking rather than hedging are why people are trading options”
- The Wealth-Destroying Behavior of Retail Option Trading (Advisor Perspectives)“Is the attraction financially rewarding, or are option buyers, in effect, buying lottery tickets?”
- How profitable is retail options trading? (Evidence Investor)“retail investors’ motives for trading appear to be gambling and entertainment”
- How Retail Loses Money in Option Trading | QuantPedia (quantpedia.com)“retail investors are attracted to high EAV announcements because of a preference for positively-skewed, i.e., lottery-like payoffs”
- Very likely right AI guessDutch broker data and US exchange data show retail option positions are not hedges and concentrate in short-dated out-of-the-money calls.
- Leans right Retail options study (Bryzgalova et al.) lines 599-607Retail options trades are 69% calls, mostly at-the-money or slightly out-of-the-money, half in sub-week expiries, patterns the authors read as speculation rather than hedging.
Recruiting a downline gives MLM participants leverage and scalable income
Leans partly rightDownline-based commissions and rank bonuses exist, but the rank tables show over 90% of participants in the lowest cohort averaging under $100 while six-figure incomes belong to hundredths of a percent; the leverage is real only for a tiny fraction.
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Recruiting a downline gives MLM participants leverage and scalable income
Leans partly right- Network Marketing Recruiting – How To Recruit 10 People In 10 Days (Frazer Brookes)“they might recruit 10 people themselves and have an organization of a thousand people”
- Network Marketing Recruiting: How I Recruited 10 People in 10 Days (Darin Kidd)“you're going to find that it starts to compound and and it grows even faster it's like a snowball”
- 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“it'd be better to have a smaller percentage of 100 people than 100 of yourself right”
- Give Me 19 Minutes, and You’ll Become a Recruiting Machine (Frazer Brookes)“how you can be a recruiting machine and finally create the leverage that you need inside of your network marketing business”
- Probably wrong AI guessIncome disclosures show downline earnings concentrate in the top one percent and the structure makes most downlines unprofitable.
- Leans partly right FTC MLM income disclosure report 2024 lines 838-866Downline-based commissions and rank bonuses exist, but the rank tables show over 90% of participants in the lowest cohort averaging under $100 while six-figure incomes belong to hundredths of a percent; the leverage is real only for a tiny fraction.
- Leans partly right Taylor, The Case against MLM lines 2199-2211Taylor describes the 'leveraged income' pitch and agrees the pay plans route income from a downline, but his data show only about one in 238 participants profit at all and roughly one in 25,000 get the touted residual income.
- Leans partly right AARP MLM survey 2018 lines 270-27623% of participants joined specifically to earn by recruiting others, yet only a quarter of all participants ever profited and 47% lost money, so downline income rarely materialises.
TikTok Shop affiliate videos can earn beginners a full-time income from product commissions
Leans wrongAffiliate commission income is heavily skewed: a few creators earn large sums while most affiliates earn little or nothing.
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TikTok Shop affiliate videos can earn beginners a full-time income from product commissions
Leans wrong- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“more and more creators are reaching the 10K, 20K, even 30K plus month threshold”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“you can take this business well over 50 to $100,000 a month”
- TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) (GaryVee)“Tik Tok shop affiliate is a gold rush right now similar to social media in 2012”
- If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“I'd be fine. Because I've watched enough people do it to know it isn't complicated.”
- Leans wrong AI guessAffiliate commission income is heavily skewed: a few creators earn large sums while most affiliates earn little or nothing.
Trading a funded prop-firm account can replace a full-time income
Leans wrongFirms that disclosed data show only a small share of funded traders ever receive a payout, and fewer receive repeated ones.
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Trading a funded prop-firm account can replace a full-time income
Leans wrong- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“And that's the way I'm able to get consistent payouts month after month.”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“this is when you can actually start earning some real money and start making your 500 per day”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“if you can do this consistently correctly you will potentially be making 100 thousand dollars a month from Trading”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“Let's say you're trading a $50,000 funded account. You're risking 1% per trade.”
- Leans wrong AI guessFirms that disclosed data show only a small share of funded traders ever receive a payout, and fewer receive repeated ones.
Nobody sustains high-output work at 80-plus hours a week; output per hour collapses and the brain breaks down
Leans rightPencavel's munitions-worker data and later studies show output per hour falls steeply beyond about 50 hours a week.
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Nobody sustains high-output work at 80-plus hours a week; output per hour collapses and the brain breaks down
Leans right- The One Thing Gary Vaynerchuk Has Wrong | A Story About Survivorship Bias (Spencer Cornelia)“mentally demanding jobs have a time limit on how much you can actually produce in a single day or in a week”
- How to Get Rich (Naval)“Nobody really works 80 to 120 hours a week at high output, with mental clarity. Your brain breaks down.”
- Hustle Culture Won’t Make You Rich (Wealthtender)“no matter what the hustlers tell you, working 24/7 is unsustainable”
- Probably right AI guessPencavel's munitions-worker data and later studies show output per hour falls steeply beyond about 50 hours a week.
Low-float stocks gapping up on news with unusually high volume produce the largest intraday moves
Leans partly rightLow-float momentum stocks do show the largest percentage moves, but they are also the stocks most associated with retail losses and promotional manipulation.
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Low-float stocks gapping up on news with unusually high volume produce the largest intraday moves
Leans partly right- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“all of the large percentage gains in the market that have volume these always have floats that are less than 20 million shares”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“in order for stocks to make a big move, they need to have ultimately an imbalance between supply and demand”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“In order for a stock to go up 400 500% in one day, there has to be an imbalance between supply and demand.”
- Probably partly right AI guessLow-float momentum stocks do show the largest percentage moves, but they are also the stocks most associated with retail losses and promotional manipulation.
Reviewing one's own trade history reveals price ranges and times of day where the trader is profitable, which can be used to refine a strategy
Leans partly rightJournaling helps spot costly habits, but slicing a small sample of trades for winning subsets mostly finds noise.
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Reviewing one's own trade history reveals price ranges and times of day where the trader is profitable, which can be used to refine a strategy
Leans partly right- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“your metrics will point you in the right direction and they will highlight your weaknesses”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“your historical data has insights”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“if you're not tracking your trades, you don't have the opportunity to learn from your mistakes”
- Leans partly right AI guessTrade journaling helps identify costly habits, but filtering past trades for winning subsets is prone to overfitting noise.
- Leans partly right AI guessJournaling helps spot costly habits, but slicing a small sample of trades for winning subsets mostly finds noise.
A trader who is net profitable over ten tracked practice trades is ready to trade real money
Leans wrongTen trades is far too small a sample to distinguish an edge from luck; statistical tests of trading skill need hundreds of trades.
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A trader who is net profitable over ten tracked practice trades is ready to trade real money
Leans wrong- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“you're green in total over the 10 trades, number one, congratulations. That's phenomenal. Number two, it means you're ready to transition to real money”
- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“just repeat this until you become profitable before you start trading with real money”
- DENIES I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“this entire month could have just been purely luck and I won't know that until I get to that three-digit Mark”
- Probably wrong AI guessTen trades is far too small a sample to distinguish an edge from luck; statistical tests of trading skill need hundreds of trades.
- Leans wrong Brazil day-trader study (Chague et al.) lines 162-178Short records mislead: 29.8% of those who day traded one day were profitable, falling monotonically to 15.5% (2-50 days) and 3.0% (300+ days), a roulette-like pattern, so a profitable short run does not show readiness.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 616-621Only an extensive history of profitability (over 40 days of profitable day trading in a year) predicts future profit, and fewer than 3% of day traders qualify; ten trades is far short of that.
Courses that recruit their most successful students as paid coaches take on MLM-style recruitment dynamics
Leans partly rightCoach-recruitment tiers are common in coaching programs, but they lack the multi-level commission structure that defines an MLM.
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Courses that recruit their most successful students as paid coaches take on MLM-style recruitment dynamics
Leans partly right- The Creator Economy Is a Scam (Taylor Lorenz)“Put this course back into chat GPT, make it your own, and then turn around and sell it to someone else.”
- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“the highest performers get recruited as "coaches"”
- Why The Online Guru Scam is Worse Than You Thought (Zac V2)“High ticket sales has become the new MLM. Everyone's a coach. Everyone's building a team.”
- Leans partly right AI guessCoach-recruitment tiers are common in coaching programs, but they lack the multi-level commission structure that defines an MLM.
Small businesses will pay a recurring monthly fee for an AI phone agent because it replaces a salaried receptionist
Leans partly rightAI receptionists have a market, but most small businesses have no salaried receptionist to replace, and churn and bundled competition are unmeasured.
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Small businesses will pay a recurring monthly fee for an AI phone agent because it replaces a salaried receptionist
Leans partly right- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“once a business implements the agent, getting rid of it impacts the business directly”
- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“anything you charge is like $500 or $1,000 or $1,500 a month feels cheap”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“businesses everywhere are replacing their receptionists with AI phone agents”
- Leans partly right AI guessA market for AI receptionists exists and some agencies report retainers, but adoption, churn and competition from bundled vendor offerings are unmeasured.
- Leans partly right AI guessAI receptionists have a market, but most small businesses have no salaried receptionist to replace, and churn and bundled competition are unmeasured.
Businesses will pay substantial consulting fees to have someone audit where AI can save them time
Leans partly rightDemand for AI implementation help is real, but substantial fees go to credible consultants and most newcomers lack the track record.
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Businesses will pay substantial consulting fees to have someone audit where AI can save them time
Leans partly right- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“They know they should use AI. They just don't know where to start.”
- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“I was doing it for free to start, but then I charged about 300 for an hour and then more”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“they'll pay you one, two, three thousand dollars to come in and consult them and set up these AI workflows”
- Leans partly right AI guessDemand for AI implementation help is real, but fee levels depend on credibility and most newcomers lack the track record to command them.
- Leans partly right AI guessDemand for AI implementation help is real, but substantial fees go to credible consultants and most newcomers lack the track record.
Beginner traders lose mainly by holding losing trades too long so average losses outgrow average wins.
Leans partly rightThe disposition effect is well documented in retail trading data, but costs and lack of edge explain losses too.
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Beginner traders lose mainly by holding losing trades too long so average losses outgrow average wins.
Leans partly right- I Tried Day Trading for 1 Week (Complete Beginner) (Baxter Persse)“almost every trade I made this week, I ended up selling at the bottom”
- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“if I had a losing position I would hold it and I would just hope and pray that it would turn around”
- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“beginner traders end up holding their losers too long and the result is that their average losers do become bigger”
- Probably partly right AI guessThe disposition effect is well documented in retail trading data, but costs and lack of edge explain losses too.
- Leans partly right Brazil day-trader study (Chague et al.) lines 303-312Retail day traders are reluctant to close losing day trades (disposition effect) and including those days makes measured performance worse, but the study does not show this is the main cause of losses.
Frequent trading incurs higher transaction costs and short-term tax rates than long-term investing.
Leans partly rightTrading costs more than triple day traders' losses, from 7 bps gross to 23.9 bps net per day; the tax-rate part of the claim is not examined.
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Frequent trading incurs higher transaction costs and short-term tax rates than long-term investing.
Leans partly right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“it's all short-term gains right which is taxed at a terrible rate”
- The Truth About Day Trading (Ben Felix)“The average household turned over about 75% of its portfolio holdings annually. And the associated transaction costs explained their poor performance.”
- The Truth About Market Timing (What the Data Shows) (Ben Felix)“the trading costs and taxes incurred to jump in and out of the market”
- Almost certainly right AI guessSpreads, fees and ordinary-income tax treatment of short-term gains are structural.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 476-479Trading costs more than triple day traders' losses, from 7 bps gross to 23.9 bps net per day; the tax-rate part of the claim is not examined.
AI-drafted digital products decouple income from hours because they sell repeatedly at zero marginal cost.
Leans wrongZero marginal cost is real, but most digital products sell very few copies and selling them takes ongoing hours of marketing.
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AI-drafted digital products decouple income from hours because they sell repeatedly at zero marginal cost.
Leans wrong- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“you build it once and you can sell it literally a million times for the same price”
- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“You build it once and it sells to the next person exactly the same way it sold to the one before.”
- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“a product like this especially a digital product is much easier to scale over anything else”
- Leans partly right AI guessZero marginal cost is real, but distribution is the binding constraint and most self-published digital products sell very few copies.
- Leans wrong AI guessZero marginal cost is real, but most digital products sell very few copies and selling them takes ongoing hours of marketing.
AI can replace subject expertise when creating an information product.
Leans wrongMarketplaces are flooded with generic AI-written products, and buyers pay for trust and depth that expertise provides.
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AI can replace subject expertise when creating an information product.
Leans wrong- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“You don't need to be the expert anymore. You just need to know how to point the AI at a problem”
- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“what is Claude or AI good at? Well, they're really good at researching and compiling content.”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“Now, we can use tools like Claude to spin up these PDFs and make them look extremely professional”
- Leans wrong AI guessMarketplaces are flooded with generic AI-written products, and buyers pay for trust and depth that expertise provides.
- Leans partly right AI guessAI can draft content, but marketplaces are flooded with low-value AI books and buyers pay for trust and depth that generic drafts lack.
Profitable active trading is a full-time job needing research, data and infrastructure, not an evening hobby.
Leans rightProfessional quant and discretionary shops run on teams and paid data; part-time retail traders underperform in brokerage studies.
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Profitable active trading is a full-time job needing research, data and infrastructure, not an evening hobby.
Leans right- Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles (The Plain Bagel)“it's not something that you can sort of do in the evenings and weekends and expect uh that it'll it'll uh provide immeasurable wealth”
- Day Trading: Your Dollars at Risk (sec.gov)“Day traders also have high expenses, paying their firms large amounts in commissions, for training, and for computers.”
- DENIES How To Day Trade Using Only $50 (Riley Coleman)“The time commitment is small enough that it works even if you have a full-time job.”
- Very likely right AI guessProfessional quant and discretionary shops run on teams and paid data; part-time retail traders underperform in brokerage studies.
Crypto prices are driven by speculation and hype rather than underlying cash flows or fundamentals
Leans rightMost tokens have no earnings or claim on assets, and academic work finds crypto returns are explained mainly by momentum and attention rather than fundamentals.
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Crypto prices are driven by speculation and hype rather than underlying cash flows or fundamentals
Leans right- How Crypto Millionaires Lost Their Fortune (George Kamel)“when the value of a cryptocurrency is pretty much completely based on whether or not people believe it's worth anything”
- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“They are entirely attention-based.”
- the crypto strategy im using to make millions again. (Brian Jung)“crypto is really driven by speculation and hype. Other markets have true inherent value.”
- Probably right AI guessMost tokens have no earnings or claim on assets, and academic work finds crypto returns are explained mainly by momentum and attention rather than fundamentals.
- Leans partly right BIS crypto retail adoption paper lines 1061-1070Retail entry is driven by the Bitcoin price itself (safe-haven, distrust and macro explanations fall short) and a panel VAR shows a one-s.d. jump in app users lifts the Bitcoin price by about 6 points within a month, supporting a speculative feedback loop; the paper describes the system as self-referential but does not directly test cash-flow fundamentals.
- Leans partly right eToro crypto retail study (Kogan et al.) lines 1002-1011Retail traders hold crypto momentum-style while trading stocks and gold contrarian, and the authors conjecture that with few fundamentals investors read price moves as signals of future adoption, creating amplification; evidence is about investor beliefs rather than what sets prices.
Most ecommerce side-hustle failures come from poor execution, not from a broken business model
Leans wrongRising ad costs, copycat competition and thin margins are structural and sink well-executed stores too.
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Most ecommerce side-hustle failures come from poor execution, not from a broken business model
Leans wrong- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“Amazon FBA, drop shipping, SMMA, flipping, these are not bad business models.”
- Making Money Online is Easy, Actually (Just Copy Me) (Mark Tilbury)“It's almost never your side hustle that's flawed or doesn't work, you are most likely just not putting enough time and effort in.”
- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“That's why 80 to 90% stores don't make it past their first few months. Not because the model is broken, but because they started wrong.”
- Leans partly right AI guessExecution matters, but rising ad costs, copycat competition and thin margins are structural features of dropshipping that sink well-executed stores too.
- Leans wrong AI guessRising ad costs, copycat competition and thin margins are structural and sink well-executed stores too.
A primary residence is not an asset because it does not produce cash flow
Leans partly rightA house is an asset by any accounting definition; the cash-flow framing is a redefinition, though it correctly warns that an owner-occupied home costs money rather than paying it.
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A primary residence is not an asset because it does not produce cash flow
Leans partly right- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“buying your house because it's an asset and investing for a long term. It's obsolete.”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“A personal residence is a liability rather than an asset, because it doesn’t generate income”
- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“It has to do with this thing called cash flow.”
- Leans partly right AI guessA house is an asset by any accounting definition; the cash-flow framing is a redefinition, though it correctly warns that an owner-occupied home costs money rather than paying it.
Saving cash is a losing strategy because fiat money has lost value since leaving the gold standard
Leans wrongInflation erodes idle cash, but an emergency fund and a high savings rate are among the strongest predictors of household wealth.
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Saving cash is a losing strategy because fiat money has lost value since leaving the gold standard
Leans wrong- How I Make $68K/Month Investing in Stocks (Just Copy Me) (Mark Tilbury)“Every year, my father's money was losing value due to inflation.”
- Rich Dad Poor Dad Lied To You (Codie Sanchez)“he doesn't realize that it's not keeping up with inflation”
- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“Rich don't save money because I savers are losers because you're saving fake money.”
- Leans wrong AI guessInflation erodes idle cash, but an emergency fund and a high savings rate are among the strongest predictors of household wealth.
- Leans partly right AI guessInflation does erode idle cash, but an emergency fund and savings rate are the strongest predictors of household wealth; 'savers are losers' is wrong as advice.
A from-scratch dropshipping store can get its first sales within hours of launching ads
Leans partly rightFast first sales happen when copying a product with proven ads, but they are often loss-making and say nothing about sustained profit.
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A from-scratch dropshipping store can get its first sales within hours of launching ads
Leans partly right- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“I promise you will get a sale within the next 24 to 48 hours”
- I Tried Dropshipping For a Week (RAW RESULTS) (Andy Stauring)“I'm pretty stoked honestly like two sales like this quick. We launched this I guess four hours ago.”
- I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me (Mark Tilbury)“This was all done with minimal effort using AI tools and a budget of just $1 to set everything up and $50 for marketing.”
- Leans partly right AI guessFast first sales happen when copying a product with proven ads, but they are often break-even or loss-making and say nothing about sustained profit.
- Leans partly right AI guessFast first sales happen when copying a product with proven ads, but they are often loss-making and say nothing about sustained profit.
Engaging with sponsored posts trains social feeds to surface products other sellers are advertising, replacing paid research tools
Leans partly rightFeed algorithms do respond to ad engagement, so this surfaces active campaigns; it shows what is being advertised, not what is profitable.
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Engaging with sponsored posts trains social feeds to surface products other sellers are advertising, replacing paid research tools
Leans partly right- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“literally just scroll every single day on their feed until you find different product ideas”
- I Tried Dropshipping For a Week (RAW RESULTS) (Andy Stauring)“Anytime I see a sponsored ad like this, I basically want to try and engage with it.”
- I Tried Shopify Dropshipping For 7 Days (Realistic Results) (Mark Tilbury)“engage with every drop shipping ad you see”
- Probably partly right AI guessFeed algorithms do respond to ad engagement, so this surfaces active campaigns; it shows what is being advertised, not what is profitable.
Dropshipping is a real business needing marketing and operations skills, not an easy money method
Leans rightFulfillment is outsourced but customer acquisition, support and competition are the same as for any retailer.
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Dropshipping is a real business needing marketing and operations skills, not an easy money method
Leans right- I made my first million at 19 years old, here's how.. (Ryan Mikols)“drop shipping is going to be this super fast get-rich quick like I'm going to be at 10k days tomorrow”
- 6 Things That Dropshipping Gurus Do Not Tell You As Beginner (Do Dropshipping)“starting a dropshipping store is like starting any other ecommerce store; it is a real business!”
- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“Sales don’t start coming in just because your store has gone live.”
- Very likely right AI guessFulfillment is outsourced but customer acquisition, support and competition are the same as for any retailer.
- Leans partly right FTC v. Automators complaint lines 896-900Automators' coaching pitched dropshipping as risk-free because inventory is bought as needed; the FTC calls that deceptive given the routine store suspensions and terminations, supporting that it is not easy money.
Affiliate commissions bias online reviews of courses toward positive ratings
Leans rightCommissioned reviewers face a clear conflict of interest, and referral programs are a standard course-marketing tactic.
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Affiliate commissions bias online reviews of courses toward positive ratings
Leans right- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“these affiliate marketers only get paid when you purchase the course the review is about as honest as steroid era baseball players”
- Creator Courses: Selling Dreams as Products (TyFrom99)“they incentivize positive reviews and promotion through their referral program, which is why you rarely see any negative reviews”
- 6 Things That Dropshipping Gurus Do Not Tell You As Beginner (Do Dropshipping)“this means that they could be biased while reviewing the course”
- Very likely right AI guessCommissioned reviewers face a clear conflict of interest, and referral programs are a standard course-marketing tactic.
- Leans partly right FTC v. Automators complaint lines 335-343Empire paid an affiliate over $1.5 million in commissions to post sales results and tout his success on social media even though his own Empire-managed store was unprofitable and suspended; paid promotion, not reviews as such.
Becoming consistently profitable at day trading takes years, so keep a day job meanwhile
Leans partly rightPanel regressions on 1,551 traders with 300+ trading days find no learning: expected profit stays negative and does not improve with time, so keeping a day job is supported but years of practice do not reliably bring profitability.
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Becoming consistently profitable at day trading takes years, so keep a day job meanwhile
Leans partly right- How to make $500 a day with this CHEAP options day trading strategy 🚨 (The Traveling Trader)“it is definitely a skill that you have to hone over time”
- How To Start Day Trading As A Beginner In 2026 (FULL GUIDE) (Humbled Trader)“it took me over two years to become consistently profitable”
- I Tried Day Trading with No Experience (Mike Shake)“this skill requires a bunch of time if you want to get good at it”
- Very likely right AI guessSelf-reports of multi-year learning curves are typical, and most never reach profitability at all.
- Leans partly right Brazil day-trader study (Chague et al.) lines 180-190Panel regressions on 1,551 traders with 300+ trading days find no learning: expected profit stays negative and does not improve with time, so keeping a day job is supported but years of practice do not reliably bring profitability.
Get-rich-quick promoters hop between fads and rarely sustain a business
Leans partly rightFad-hopping is observable, but the survival rate of these promoters has not been measured.
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Get-rich-quick promoters hop between fads and rarely sustain a business
Leans partly right- Why You Should Stop Listening to Get-Rich-Quick “Gurus” (I Will Teach You To Be Rich)“they've jumped from Fitness to crypto to AI to being a LinkedIn influencer and on and on and on”
- Why Finance "Gurus" Want You To Hate Them - How Money Works (How Money Works)“they can slap their brand on whatever is popular at the time”
- Rich Dad Fraud Dad (Micro)“he's also started claiming to be an expert on cryptocurrency precious metals and Drop Shipping”
- Probably partly right AI guessFad-hopping is observable, but the survival rate of these promoters has not been measured.
Buyers of paid ecommerce coaching are much more likely to succeed than people using free content
Leans wrongSuccess rates come from vendor testimonials, and regulators have found most buyers of such coaching do not recoup their fees.
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Buyers of paid ecommerce coaching are much more likely to succeed than people using free content
Leans wrong- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“We've been able to help brand new beginners hit their first 10, 20, even 50K months.”
- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“people that join this program are 25 times more likely to actually start and succeed with their Amazon business”
- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“the people on the inside are absolutely crushing it”
- Leans wrong AI guessSuccess rates come from vendor testimonials, and regulators have found most buyers of such coaching do not recoup their fees.
- Leans partly right AI guessAccountability can help, but results are vendor-selected testimonials; regulators have found most buyers of such coaching do not recoup fees.
Affiliate marketing and dropshipping are so saturated that newcomers rarely make money
Leans partly rightBoth still produce income for some, but saturation and rising ad costs have cut newcomer odds; 'don't work' overstates it.
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Affiliate marketing and dropshipping are so saturated that newcomers rarely make money
Leans partly right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“90% of drop shipping stores fail within the first year”
- The Only 25 Ways to Make Money in 2026 (Dan Martell)“Those things don't work in 2026, especially not in the new era of AI.”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“that version doesn't work for the vast majority of people who try it”
- Leans partly right AI guessBoth still produce income for some, but saturation and rising ad costs have cut newcomer odds; 'don't work' overstates it.
Switching ideas every few weeks is the main reason online businesses fail
Leans partly rightPersistence matters, but many ventures fail on unit economics regardless of focus.
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Switching ideas every few weeks is the main reason online businesses fail
Leans partly right- The Only 25 Ways to Make Money in 2026 (Dan Martell)“Most people fail not because they were in the wrong bucket, but because they switch buckets every few weeks.”
- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“I don't know why after 6 months they've made no money. It's because you're unfocused”
- Making Money Online is Easy, Actually (Just Copy Me) (Mark Tilbury)“you'll never get anywhere by jumping from one to the other”
- Leans partly right AI guessPersistence matters, but many ventures fail on unit economics regardless of focus.
Dropshipping margins are thinner than buying inventory in bulk because the supplier takes a cut
Leans rightPer-unit supplier prices exceed bulk wholesale, and industry surveys put dropship margins well below private label.
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Dropshipping margins are thinner than buying inventory in bulk because the supplier takes a cut
Leans right- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“the margins for drop shipping are much less than other e-commerce business models”
- Is Dropshipping Worth It in 2026? What to Know (Do Dropshipping)“Dropshipping can mean paying more per unit than a retailer that buys inventory in bulk.”
- I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me (Mark Tilbury)“dropshippers normally sell their items for two to two and a half times their cost”
- Leans right AI guessPer-unit supplier prices exceed bulk wholesale, and industry surveys put dropship margins well below private label.
Paying off high-interest debt beats any investment return
Leans rightPaying down a debt at twenty-plus percent is a guaranteed return no diversified investment reliably matches.
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Paying off high-interest debt beats any investment return
Leans right- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“you still got to use the money to make the equivalent of 20 by recycling and recapturing the money you were giving away”
- How I Make $68K/Month Investing in Stocks (Just Copy Me) (Mark Tilbury)“There's no point trying to make 10% in the stock market, if you are paying 15% to a credit card company.”
- The Exact Playbook to Go from $0 to Your First $100,000 (I Will Teach You To Be Rich)“27% credit card interest will wipe out those gains and they can destroy your wealth faster than any plan can fix”
- Leans right AI guessPaying down a debt at twenty-plus percent is a guaranteed return no diversified investment reliably matches.
Rental property needs a large down payment plus cash reserves for repairs and vacancies
Leans rightLenders require 15 to 25 percent down on investment property, and repairs and vacancies are routine costs.
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Rental property needs a large down payment plus cash reserves for repairs and vacancies
Leans right- The Passive Income Scam (The Plain Bagel)“it also comes with large unexpected costs and risks like a broken water heater a hole in the roof”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“the biggest issue i see with rental real estate is that it takes a large amount of capital to get started”
- DENIES How to Buy Your First Rental Property with No Money (Noelle Randall)“When we say no money, we're talking about your money, you don't have to put any money into it.”
- Leans right AI guessLenders require 15 to 25 percent down on investment property, and repairs and vacancies are routine costs.
Market-rate investing alone will not make an ordinary saver rich within a decade
Leans rightAt real after-tax returns near five percent, modest savings take decades to reach seven figures.
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Market-rate investing alone will not make an ordinary saver rich within a decade
Leans right- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“The generally accepted rate of return for a well-diversified portfolio is anywhere between 6% all the way up to 12%”
- What Return Should Investors Reasonably Expect? (The Plain Bagel)“it's good to kind of gauge your expectation at the eight percent to 12 range as a general rule of thumb”
- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“investing or even speculating won't make you rich in the short term probably”
- Leans right AI guessAt real after-tax returns near five percent, modest savings take decades to reach seven figures.
Options magnify both gains and losses relative to the underlying stock
Leans rightOptions have leverage built into their price via delta and gamma.
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Options magnify both gains and losses relative to the underlying stock
Leans right- I Tried Day Trading for 1 Week (Complete Beginner) (Baxter Persse)“When the price of a stock moves a little bit, the price of that option moves a lot.”
- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“you get a lot of Leverage you can control 100 shares without having to Fork up all that Capital”
- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“if you can make money that fast you can also lose money that fast as well”
- Leans right AI guessOptions have leverage built into their price via delta and gamma.
Dropshipping is a stepping stone to private-label products, not a long-term model
UntestableStrategic advice rather than a testable claim.
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Dropshipping is a stepping stone to private-label products, not a long-term model
Untestable- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“Drop shipping has always been a testing tool, even when most people were treating it like a full business model.”
- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“you should use drop shipping as a stepping stone to create your own branded products for sale”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“What dropshipping isn't: a business strategy. It's just a way of handling shipping and inventory.”
- Untestable AI guessStrategic advice rather than a testable claim.
Most altcoins never reclaim their prior-cycle highs when measured in Bitcoin
Leans partly rightTrue of most large altcoins across the 2017 and 2021 cycles, with a few exceptions.
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Most altcoins never reclaim their prior-cycle highs when measured in Bitcoin
Leans partly right- My Plan to Make Millions in Crypto This Cycle (And Keep It) (EllioTrades)“Even at its pico pico top, it was still 30% down in Bitcoin terms than the prior cycle.”
- DENIES 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“If it were to go back to that mark, which I'm not promising you that it will, but if it did, that's literally a 25x”
- DENIES Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“lots of potential room to move back up to previous kind of excitement areas”
- Leans partly right AI guessTrue of most large altcoins across the 2017 and 2021 cycles, with a few exceptions.
Options strategies can grow a small account by double-digit percentages in a day
Leans wrongA one-day double-digit gain needs positions that lose as much on adverse days, and most retail options traders lose money.
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Options strategies can grow a small account by double-digit percentages in a day
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“if you have a small account buying call options can make you very wealthy very quickly”
- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“if you want to make 500 per day trading right you really only need a two to three thousand dollar portfolio if you're trading options”
- Top 3 Options Trading Strategies for Small Accounts (SMB Capital)“you could earn three hundred dollars which would increase your account size by 30 percent in a day”
- Leans wrong AI guessA one-day double-digit gain needs positions that lose as much on adverse days, and most retail options traders lose money.
- Leans partly right AI guessTrue in the cherry-picked example; the same positions lose comparable amounts on adverse days.
Niche stores solving a specific problem for an underserved audience can succeed where generic stores fail
Leans partly rightNiche positioning is the pattern in surviving stores, but most niche stores still fail.
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Niche stores solving a specific problem for an underserved audience can succeed where generic stores fail
Leans partly right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“rebuilt the entire store around that single product with US-based inventory and real branding”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“someone finds a specific audience with an underserved need, then builds a store around solving that problem”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“You want to specifically pick a niche for your store and stick with that.”
- Leans partly right AI guessNiche positioning is the pattern in surviving stores, but most niche stores still fail.
Dropshipping can make an ordinary beginner a millionaire
Leans wrongA few sellers reach that scale; the typical outcome is a loss, so the implied generality fails.
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Dropshipping can make an ordinary beginner a millionaire
Leans wrong- I made my first million at 19 years old, here's how.. (Ryan Mikols)“I was a normal kid playing video games. and I found a hobby and turned it into a way to make money”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“I became a millionaire thanks to the power of online business”
- DENIES Dropshippers Get Rich by Making You Feel Poor (thefp.com)“Hundreds of influencers claim the path to a fancy lifestyle is selling cheap crap from China.”
- Leans wrong AI guessA few sellers reach that scale; the typical outcome is a loss, so the implied generality fails.
Most intraday trading profit is made in the first two hours after the market opens
Leans partly rightVolume and volatility peak at the open, but this is one trader's self-reported result.
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Most intraday trading profit is made in the first two hours after the market opens
Leans partly right- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“The first 90 minutes of the market gives you the cleanest moves”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“The key thing with the strategy is that we are trading from 9:30 to 11:30 a.m. Eastern Standard Time.”
- The Real Earnings of a Day Trader (Warrior Trading)“the golden hours are between 8:00 a.m. and 10:00 a.m. That’s where 99% of my profits come from.”
- Leans partly right AI guessVolume and volatility peak at the open, but this is one trader's self-reported result.
Delegating low-value tasks frees an owner to focus on the work that grows the business
Leans partly rightDelegation is necessary to scale, but it is a management principle, not a guarantee of growth.
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Delegating low-value tasks frees an owner to focus on the work that grows the business
Leans partly right- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“millionaires build systems billionaires build people”
- Self Employed: 5 Things I learned that NOBODY tells you (Humphrey Yang)“they should outsource all the things that they're not super good at”
- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“If I spend an hour cutting some grass, I just flushed $40,000 of value down the toilet.”
- Leans partly right AI guessDelegation is necessary to scale, but it is a management principle, not a guarantee of growth.
Marketplaces provide built-in traffic but a suspended listing or algorithm change can erase revenue overnight
Leans rightPlatform-dependency risk is widely documented among marketplace sellers.
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Marketplaces provide built-in traffic but a suspended listing or algorithm change can erase revenue overnight
Leans right- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“If Etsy suspends your account or changes its policies, your store can disappear like that.”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“If Etsy changes its algorithm or Amazon suspends your listing, you can lose your revenue overnight.”
- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“we already get the built-in traffic of people going to Etsy”
- Leans right AI guessPlatform-dependency risk is widely documented among marketplace sellers.
- Leans right FTC v. Automators complaint lines 511-516Amazon suspended the majority of Empire-managed stores within months; a suspension locked any earnings the store had generated and appeals took months, leaving clients with credit-card debt they could not repay from sales.
A brand-new standalone store gets no visitors until the owner drives traffic
Leans rightA standalone domain has no organic discovery; traffic must be bought or earned.
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A brand-new standalone store gets no visitors until the owner drives traffic
Leans right- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“they spend so much time and money paying for ads, building funnels, and they're hoping somebody will buy”
- How to Start Print on Demand With $0 Upfront Investment in 2026 (STEP BY STEP for Beginners) (Money With Mak)“if you just post your Printify store and you're like, I don't know why I'm not getting sales and you're not marketing”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“Most brand-new Shopify stores sit at zero visitors until the owner actively promotes them.”
- Leans right AI guessA standalone domain has no organic discovery; traffic must be bought or earned.
Selling skill takes years of practice, not a five-day seminar
Leans rightSales performance develops over years of practice; no short course has demonstrated otherwise.
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Selling skill takes years of practice, not a five-day seminar
Leans right- Why Finance "Gurus" Want You To Hate Them - How Money Works (How Money Works)“the courses these guys sell don't instantly turn average joes into jordan belfort's over the course of a five day seminar”
- DENIES i tried high ticket sales and made $100k in 90 days (here’s the truth) (Colby Lyman)“hardest part isn't getting good at sales that's easy you memorize a few things you hop on some M calls”
- DENIES How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“I was able to go from zero to 15K a month so quickly while in school is because again I just followed one process”
- Leans right AI guessSales performance develops over years of practice; no short course has demonstrated otherwise.
Commission-based sales can out-earn most salaried jobs
Leans partly rightTop commissioned salespeople out-earn most employees, but median sales pay is ordinary and the 'can' only holds for the high performers.
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Commission-based sales can out-earn most salaried jobs
Leans partly right- i tried high ticket sales and made $100k in 90 days (here’s the truth) (Colby Lyman)“I've made more money than I've ever thought I could possibly make from doing this”
- How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“I made $220,000 profit last month through sales at 18 years old”
- Why Finance "Gurus" Want You To Hate Them - How Money Works (How Money Works)“a good salesman can easily make more than almost any other employee because their income is determined by performance-based commissions”
- Leans partly right AI guessTop salespeople earn highly, but median sales pay is ordinary and variable.
- Leans partly right AI guessTop commissioned salespeople out-earn most employees, but median sales pay is ordinary and the 'can' only holds for the high performers.
Mindset determines outcomes; people afraid of losing their jobs generally lose them
Leans partly rightTeenage self-esteem and an internal locus of control (believing one controls one's future rather than fate or luck) predict later becoming an incorporated entrepreneur, alongside aptitude, family income and managerial aspirations; the paper does not test whether fear of job loss leads to job loss.
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Mindset determines outcomes; people afraid of losing their jobs generally lose them
Leans partly right- TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) (GaryVee)“everybody who is struggling on earth is in the business of saying no when approached or presented something of optimism and work”
- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“people who are afraid of losing their jobs they generally lose their jobs”
- Give Me 19 Minutes, and You’ll Become a Recruiting Machine (Frazer Brookes)“the more nos and the more rejection I get, the stronger my character. And the stronger my character, the bigger the income.”
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 630-636Teenage self-esteem and an internal locus of control (believing one controls one's future rather than fate or luck) predict later becoming an incorporated entrepreneur, alongside aptitude, family income and managerial aspirations; the paper does not test whether fear of job loss leads to job loss.
- Untestable AI guessMotivational framing with no measurable mechanism.
Most retail options trades lose money, with losses far larger than on stock trades
Leans partly rightRetail (wholesaler-executed) options trades lost $1.14bn in aggregate over Nov 2019-Jun 2021 at a 10-day horizon, before $4.13bn of spread costs, concentrated in sub-week at-the-money calls; measured in aggregate, not per trade, and not compared with stock trades.
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Most retail options trades lose money, with losses far larger than on stock trades
Leans partly right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“most investors take significant losses on their options trade trades much larger than the losses they take from Equity trading”
- The Wealth-Destroying Behavior of Retail Option Trading (Advisor Perspectives)“new research shows just how destructive that type of speculation has been”
- How profitable is retail options trading? (Evidence Investor)“From November 2019 through June 2021, after trading costs, retail trades lost more than $4 billion!”
- Very likely right AI guessStudies by Bauer et al., Bryzgalova et al. and de Silva et al. find retail options trading loses money in aggregate and per trade.
- Leans partly right Retail options study (Bryzgalova et al.) lines 853-863Retail (wholesaler-executed) options trades lost $1.14bn in aggregate over Nov 2019-Jun 2021 at a 10-day horizon, before $4.13bn of spread costs, concentrated in sub-week at-the-money calls; measured in aggregate, not per trade, and not compared with stock trades.
Retail traders bid up option prices before earnings announcements and lose when volatility subsides
Leans rightde Silva, Smith and So document retail losses of five to fourteen percent around earnings announcements from overpaying for implied volatility.
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Retail traders bid up option prices before earnings announcements and lose when volatility subsides
Leans right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“they overpay for options relative to realized volatility they incur enormous bid ask spreads and they sluggishly respond to announcements”
- How Retail Loses Money in Option Trading | QuantPedia (quantpedia.com)“incur large losses from bidding up prices for options of firms whose announcements are expected to trigger greater abnormal volatility”
- DENIES Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“I recommend that if you want the largest return in the quickest amount of time that you will buy call options before earnings”
- Very likely right AI guessde Silva, Smith and So document retail losses of five to fourteen percent around earnings announcements from overpaying for implied volatility.
Retail option-trading losses accrue mainly to market makers and wholesalers
Leans rightIndirect costs of $4.13bn paid by retail option traders through effective spreads become revenue for market makers and exchanges, five times direct commissions and three times the raw trading loss.
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Retail option-trading losses accrue mainly to market makers and wholesalers
Leans right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“one of the best places for institutions to profit off of retail investors”
- How profitable is retail options trading? (Evidence Investor)“wholesalers (like the casinos in Las Vegas) are extracting billions in spreads”
- How Retail Loses Money in Option Trading | QuantPedia (quantpedia.com)“Market makers are the primary beneficiaries of these patterns”
- Very likely right AI guessExchange and wholesaler data show market makers are the counterparty capturing retail option losses and spreads.
- Leans right Retail options study (Bryzgalova et al.) lines 955-961Indirect costs of $4.13bn paid by retail option traders through effective spreads become revenue for market makers and exchanges, five times direct commissions and three times the raw trading loss.
Retail options trading has grown many-fold since commission-free trading apps appeared
Leans partly rightDollar volume of retail-origin (SLAN) and small option trades grew 143% and 224% between Nov 2019 and Jul 2021; strong growth but the data start in 2019 so growth since 2015 is not measured.
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Retail options trading has grown many-fold since commission-free trading apps appeared
Leans partly right- The Wealth-Destroying Behavior of Retail Option Trading (Advisor Perspectives)“The COVID pandemic coincided with a dramatic rise in retail investor participation in options markets.”
- How profitable is retail options trading? (Evidence Investor)“the dollar trading volume in options grew by 143 percent from November 2019 to July 2021”
- How Retail Loses Money in Option Trading | QuantPedia (quantpedia.com)“increasing more than ten-fold over the past decade in terms of dollar volume traded”
- Very likely right AI guessExchange and wholesaler data show retail option volume surged after 2019 with zero-commission brokers.
- Leans partly right Retail options study (Bryzgalova et al.) lines 546-550Dollar volume of retail-origin (SLAN) and small option trades grew 143% and 224% between Nov 2019 and Jul 2021; strong growth but the data start in 2019 so growth since 2015 is not measured.
A cheap prop-firm challenge can be passed within days, giving a trader a large funded account
Leans wrongIndustry figures put challenge pass rates in the single digits to low teens, and funded accounts are usually simulated with tight drawdown rules.
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A cheap prop-firm challenge can be passed within days, giving a trader a large funded account
Leans wrong- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“Something that's not too crazy and that you can pass the account in a couple of trades.”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“I will show you the exact step-by-step guide to turn 49 into 300 000 dollars”
- $31 to $25,000 in 3 days (How I Passed My Funded Challenge FAST) (A Girl That Trades)“your girl did pass a funder challenge um for 25k uh in 3 days”
- Leans wrong AI guessIndustry figures put challenge pass rates in the single digits to low teens, and funded accounts are usually simulated with tight drawdown rules.
Most side-hustle ideas can be launched for a few hundred dollars using free trials and free marketplaces
Leans partly rightMany service and digital side hustles can launch for a few hundred dollars, though unpaid time and customer acquisition are the real costs.
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Most side-hustle ideas can be launched for a few hundred dollars using free trials and free marketplaces
Leans partly right- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“Like 90% of the ideas I talk about can be launched with $500 or less.”
- How to Start Print on Demand With $0 Upfront Investment in 2026 (STEP BY STEP for Beginners) (Money With Mak)“it's free to sign up literally”
- Leans partly right AI guessLaunch costs can be that low, but the unpaid founder time and the ad spend needed to acquire customers are the real cost and are not counted.
- Leans partly right AI guessMany service and digital side hustles can launch for a few hundred dollars, though unpaid time and customer acquisition are the real costs.
Copying an already-working business model exactly beats trying to differentiate at launch
Leans partly rightImitation lowers idea risk, but entering a proven niche means facing incumbents, and studies comparing imitators with innovators show mixed survival.
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Copying an already-working business model exactly beats trying to differentiate at launch
Leans partly right- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“I don't need to do it better. I don't need to do it differently. I just need to do the same thing.”
- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“model your listing photos after that because that is what's working.”
- Leans partly right AI guessImitation lowers idea risk, but entering a proven niche means facing incumbents, and studies comparing imitators with innovators show mixed survival.
Going full-time on a side hustle multiplies its income far beyond the extra hours because commitment forces it to work
Leans wrongSurvivor anecdotes aside, people who quit jobs for ventures often see income fall, and commitment does not create demand.
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Going full-time on a side hustle multiplies its income far beyond the extra hours because commitment forces it to work
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“We double the amount of hours, but we 10 times the amount of money that comes from it”
- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“you cannot build a company part-time”
- Leans wrong AI guessSurvivor anecdotes aside, people who quit jobs for ventures often see income fall, and commitment does not create demand.
- Leans partly right AI guessThe anecdotes come from survivors; longitudinal data on people who quit jobs for ventures show many fail and household income often falls before it rises.
Drop-servicing, a marketing front-end that subcontracts local service work, earns margin without doing or knowing the work
Leans wrongLead arbitrage exists, but ad costs, licensing, liability and contractor quality make margin without knowing the work unreliable for most.
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Drop-servicing, a marketing front-end that subcontracts local service work, earns margin without doing or knowing the work
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“you have a garage repair um business without actually having one. Like, you don't know anything about garage doors.”
- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“agencies are powerful because they're the easiest business models to start”
- Leans partly right AI guessLead-generation arbitrage exists, but licensing, liability, ad cost and contractor reliability make the margin far less reliable than pitched.
- Leans wrong AI guessLead arbitrage exists, but ad costs, licensing, liability and contractor quality make margin without knowing the work unreliable for most.
Thinly traded prediction markets are cheap to manipulate, so their odds can be bought as a PR tool
Leans partly rightDocumented manipulation attempts moved odds temporarily, but studies find manipulated prices usually revert and markets still forecast about as well as polls.
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Thinly traded prediction markets are cheap to manipulate, so their odds can be bought as a PR tool
Leans partly right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“for a lot of these bets, it is incredibly easy for individuals to manipulate the outcomes.”
- Prediction Markets Are a Scam With a Chart (Patrick Boyle)“you haven't really built a truth machine, you've built a PR tool, but one that comes with a chart.”
- Leans partly right AI guessDocumented manipulation attempts moved odds temporarily, but studies find manipulated prices usually revert and markets still forecast about as well as polls.
Insider trading is common on prediction markets and is defended by proponents as improving price accuracy
Leans rightSeveral documented cases of bets placed on non-public military and political information exist and the defence is openly made; overall prevalence is unknown.
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Insider trading is common on prediction markets and is defended by proponents as improving price accuracy
Leans right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“There have also been multiple instances of people seeming to use inside information to game these markets.”
- Prediction Markets Are a Scam With a Chart (Patrick Boyle)“In prediction markets, however, insider trading is often described by proponents as a feature, not a bug.”
- Probably right AI guessSeveral documented cases of bets placed on non-public military and political information exist and the defence is openly made; overall prevalence is unknown.
Legalising online betting in a jurisdiction lowers household credit scores and raises bankruptcies and delinquencies
Leans partly rightThe paper measures balance sheets, not credit scores or bankruptcies: after legalization low-savings households carry about $368 (8%) more credit card debt, lose available credit and more often max out cards, and the authors cite a concurrent credit-bureau study (Hollenbeck et al. 2024) finding worse credit health, bankruptcy and delinquency among lower-income households.
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Legalising online betting in a jurisdiction lowers household credit scores and raises bankruptcies and delinquencies
Leans partly right- Prediction Markets Are a Scam With a Chart (Patrick Boyle)“the introduction of online betting in a state is associated with a roughly 12-point drop in average credit scores”
- Online Sports Betting Is Draining Household Savings (Kellogg Insight)“decreased credit availability, increased credit-card debt, and a higher incidence of overdrawing from bank accounts”
- Probably right AI guessStudies of staggered US state legalisation find higher bankruptcy, collections and credit-card debt among households after sports betting launched.
- Leans partly right Sports betting household study (NBER) lines 835-845The paper measures balance sheets, not credit scores or bankruptcies: after legalization low-savings households carry about $368 (8%) more credit card debt, lose available credit and more often max out cards, and the authors cite a concurrent credit-bureau study (Hollenbeck et al. 2024) finding worse credit health, bankruptcy and delinquency among lower-income households.
Play-to-earn game economies need an endless inflow of new players to hold token prices up, so earnings collapse once growth stalls
Leans rightThe leading play-to-earn game's reward token lost most of its value in 2022 once new-player growth stopped.
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Play-to-earn game economies need an endless inflow of new players to hold token prices up, so earnings collapse once growth stalls
Leans right- Line Goes Up – The Problem With NFTs (Folding Ideas)“an infinite supply of new players must enter the ecosystem forever purely to keep the price stable”
- Youtuber Accidentally Exposes the Scam He's Promoting (Coffeezilla)“I'm going to label all of this Ponzi nonsense”
- Very likely right AI guessThe leading play-to-earn game's reward token lost most of its value in 2022 once new-player growth stopped.
Crypto pump-and-dump groups recruit retail participants who end up being the ones dumped on
Leans rightStudies of Telegram and Discord pump groups found organizers and early insiders profit while later participants lose.
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Crypto pump-and-dump groups recruit retail participants who end up being the ones dumped on
Leans right- Line Goes Up – The Problem With NFTs (Folding Ideas)“you might think you're being recruited to pump but you're actually the dump”
- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“It's just too risky and it allows people to possibly dump the coin on your head.”
- Very likely right AI guessStudies of Telegram and Discord pump groups found organizers and early insiders profit while later participants lose.
Expected real returns from high starting valuations are below historical averages, so early-retirement timelines built on historical returns are optimistic
Leans partly rightValuation measures like CAPE have modest predictive power for 10-year returns, though realized 2012-2022 US returns beat those forecasts.
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Expected real returns from high starting valuations are below historical averages, so early-retirement timelines built on historical returns are optimistic
Leans partly right- What Return Should Investors Reasonably Expect? (The Plain Bagel)“these factors in all likelihood are not going to be sticking around forever”
- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“point to real equity returns in the 2 to 4 percent range for the next 5-10 years”
- Probably partly right AI guessValuation measures like CAPE have modest predictive power for 10-year returns, though realized 2012-2022 US returns beat those forecasts.
Investors' realized returns lag the funds they hold because they sell in downturns
Leans rightInvestor-return studies consistently find a behavior gap of roughly one to two percentage points a year from poorly timed flows.
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Investors' realized returns lag the funds they hold because they sell in downturns
Leans right- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“most people aren't even able to achieve the market return Thanks to behavioral biases”
- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“super hard for the vast majority of people to have the investment discipline to stick with equity investments”
- Very likely right AI guessInvestor-return studies consistently find a behavior gap of roughly one to two percentage points a year from poorly timed flows.
After a breaking-news surge, the first pullback is usually bought and offers a low-risk entry
UnknownShort-horizon momentum continuation exists in the literature, but there is no independent evidence that this specific pattern is profitable for retail traders after costs.
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After a breaking-news surge, the first pullback is usually bought and offers a low-risk entry
Unknown- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“the first pullbacks are typically the strongest That's your best opportunity to buy a strong stock”
- How To Start Day Trading in 2026 (full training) (Ross Cameron - Warrior Trading)“on a stock that has fresh breaking news, the first pullback usually gets bought up”
- Unknown AI guessShort-horizon momentum continuation exists in the literature, but there is no independent evidence that this specific pattern is profitable for retail traders after costs.
Passive-income webinars use fake scarcity: pre-recorded presentations posing as live, countdown timers and limited slots
Leans rightEvergreen webinar software and false-urgency timers are standard in online course funnels and have featured in regulator complaints.
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Passive-income webinars use fake scarcity: pre-recorded presentations posing as live, countdown timers and limited slots
Leans right- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“the presentation itself is, of course, pre-recorded and slots are available 24 hours a day”
- Are Paid Dropshipping Courses Worth It in 2026? (Do Dropshipping)“Pressure to buy now or risk missing out is a reason to slow down, not speed up.”
- Very likely right AI guessEvergreen webinar software and false-urgency timers are standard in online course funnels and have featured in regulator complaints.
Review swapping among course members to seed book reviews violates platform rules and risks account bans
Leans rightMajor retailers prohibit reciprocal and incentivized reviews and have removed reviews and banned accounts for it.
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Review swapping among course members to seed book reviews violates platform rules and risks account bans
Leans right- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“a lot of what they’re telling you to do is actually violating the terms of service for the platforms that you’re using”
- DENIES The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“Book Bounty is dedicated to helping authors get book reviews safe and fast.”
- Almost certainly right AI guessMajor retailers prohibit reciprocal and incentivized reviews and have removed reviews and banned accounts for it.
Course sellers often no longer use the method they sell, having pivoted to selling it once the opportunity closed
Leans partly rightA widely documented pattern across dropshipping, FBA and publishing gurus, though not every seller has abandoned the underlying business.
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Course sellers often no longer use the method they sell, having pivoted to selling it once the opportunity closed
Leans partly right- The Passive Income Scam (The Plain Bagel)“you can bet that the opportunity has probably already passed”
- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“they’re selling you a method that they’ve already used up”
- Probably partly right AI guessA widely documented pattern across dropshipping, FBA and publishing gurus, though not every seller has abandoned the underlying business.
Framing failure as the student's fault for quitting shields the seller from criticism and exploits sunk-cost thinking
UntestableA characterization of rhetorical strategy rather than a measurable outcome.
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Framing failure as the student's fault for quitting shields the seller from criticism and exploits sunk-cost thinking
Untestable- The Creator Economy Is a Scam (Taylor Lorenz)“that failure is a mindset problem rather than a structural inevitability”
- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“framing any failure as your fault rather than a flaw in the system itself”
- Untestable AI guessA characterization of rhetorical strategy rather than a measurable outcome.
Validate a service by pre-selling it and delivering manually before building any product
Leans rightPre-selling and concierge delivery are well-supported lean-startup practices that reduce wasted build effort.
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Validate a service by pre-selling it and delivering manually before building any product
Leans right- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“sell before you build it's the winning recipe”
- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“you can prove a real transaction, deliver real value before you build or automate anything”
- Probably right AI guessPre-selling and concierge delivery are well-supported lean-startup practices that reduce wasted build effort.
Brands now get user-generated ad content from small accounts for free product or nothing.
Leans rightUGC marketplaces and gifting-only campaigns are standard practice; pay is low or in-kind for small creators.
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Brands now get user-generated ad content from small accounts for free product or nothing.
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“people that have almost no following that will create content for free in exchange for almost nothing”
- DENIES How to make $5k / month creating content WITHOUT followers (Linda)“Brands will use that content and they pay you directly for that content”
- Probably right AI guessUGC marketplaces and gifting-only campaigns are standard practice; pay is low or in-kind for small creators.
Anyone with a trading audience can profit by selling into the buying their own stock calls trigger, a pump and dump.
Leans rightRegulators have charged influencers and newsletter operators for exactly this; event studies show audience-driven price spikes.
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Anyone with a trading audience can profit by selling into the buying their own stock calls trigger, a pump and dump.
Leans right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“give signals to their audience who then rushes out and buys the thing and they sell it on”
- Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles (The Plain Bagel)“being on cnbc and saying this is the best stock ever meanwhile their trading desk is back dumping the stock”
- Very likely right AI guessRegulators have charged influencers and newsletter operators for exactly this; event studies show audience-driven price spikes.
Commission-free brokers sell order flow to market makers, so retail trades still carry a hidden cost.
Probably rightZero-commission brokers are paid for order flow by wholesalers, and the true trading cost (12.3% average quoted spread on the weekly options retail prefers) is masked by zero commissions; indirect spread costs of $4.13bn dwarf $0.8bn of direct commissions.
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Commission-free brokers sell order flow to market makers, so retail trades still carry a hidden cost.
Probably right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“if they don't charge you a commission but route your your trades to you know a high frequency trader they've been well compensated for this”
- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“If you think you're trading for free, you're not trading for free. They're just getting it out of you a different way.”
- Probably right Retail options study (Bryzgalova et al.) lines 123-136Zero-commission brokers are paid for order flow by wholesalers, and the true trading cost (12.3% average quoted spread on the weekly options retail prefers) is masked by zero commissions; indirect spread costs of $4.13bn dwarf $0.8bn of direct commissions.
- Probably partly right AI guessPayment for order flow is documented; whether execution is worse than a commission model is contested, with some studies finding price improvement.
Businesses built around what the founder enjoys are least likely to match what customers value.
Leans partly rightPassion-driven ventures often misjudge demand, though domain enthusiasm also drives persistence; evidence is mixed.
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Businesses built around what the founder enjoys are least likely to match what customers value.
Leans partly right- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“If you're trying to build a business, then you should probably follow demand before your passion.”
- How to Make Wealth (paulgraham.com)“you should be especially skeptical about any plan that centers on things you like doing”
- Leans partly right AI guessPassion-driven ventures often misjudge demand, though domain enthusiasm also drives persistence; evidence is mixed.
Investment opportunity is inversely related to popularity, so crowded trades offer little upside.
Leans partly rightValuation and flows evidence supports mean reversion of popular assets, but momentum can persist for long stretches.
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Investment opportunity is inversely related to popularity, so crowded trades offer little upside.
Leans partly right- The Psychology of Money (Collaborative Fund)“opportunity is almost always inversely correlated with popularity”
- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“there's not that many people left silly enough to start buying into these massive spikes”
- Probably partly right AI guessValuation and flows evidence supports mean reversion of popular assets, but momentum can persist for long stretches.
- Leans partly right BIS crypto retail adoption paper lines 419-424Crypto-app downloads peaked with the Bitcoin price so that 73% of users entered above $20,000 and most of them were underwater by late 2022; crowded entry near the top went with poor subsequent returns in this one asset class.
- Leans partly right eToro crypto retail study (Kogan et al.) lines 540-545Crypto's share of dollars invested on eToro exceeded 85% at the end-2017 price peak and then collapsed with the early-2018 crash to about 20%; a single episode where peak popularity preceded a 65% drawdown.
A beginner can sell small-business websites built with AI tools at prices comparable to freelance web designers.
Leans wrongSmall businesses can build basic sites themselves with the same tools, and beginners without a portfolio struggle to charge designer rates.
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A beginner can sell small-business websites built with AI tools at prices comparable to freelance web designers.
Leans wrong- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“You can easily charge a thousand dollars plus as a beginner.”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“You can sell these websites from $500 to $1,000, or sometimes even more if they're very complex.”
- Leans partly right AI guessSmall businesses do buy cheap sites, but the same tools let them self-serve and freelance marketplaces already price basic sites low.
- Leans wrong AI guessSmall businesses can build basic sites themselves with the same tools, and beginners without a portfolio struggle to charge designer rates.
Creators will pay a recurring fee for AI-assisted clipping of long-form content into shorts.
Leans partly rightClipping services do sell to creators, but the work is commoditized and often paid per view rather than on retainer.
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Creators will pay a recurring fee for AI-assisted clipping of long-form content into shorts.
Leans partly right- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“a clipping retainer usually runs anywhere from a thousand to two thousand dollars per month per client”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“I would gladly pay you thousands of dollars a month to consistently deliver those clips to me.”
- Leans partly right AI guessClipping agencies exist, but the service is commoditized by the same tools and is often paid per-view rather than on retainer.
- Leans partly right AI guessClipping services do sell to creators, but the work is commoditized and often paid per view rather than on retainer.
Launching enough digital products guarantees an eventual hit.
Leans wrongRepeated attempts raise the odds but guarantee nothing, and most sellers quit or run out of money before a hit.
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Launching enough digital products guarantees an eventual hit.
Leans wrong- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“It's kind of like a slot machine with unlimited plays. You will eventually hit, but it might take several attempts”
- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“test a bunch of different industries and ideas until you eventually find one that pops off”
- Leans wrong AI guessRepeated attempts raise the odds but guarantee nothing, and most sellers quit or run out of money before a hit.
- Leans partly right AI guessRepeated attempts raise the odds but nothing guarantees a hit; most sellers quit or exhaust funds before one lands.
For most people, saving more and earning more at work moves wealth more than chasing investment returns.
Leans rightRetirement-adequacy research finds contribution rate and income dominate outcomes for typical households.
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For most people, saving more and earning more at work moves wealth more than chasing investment returns.
Leans right- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“You are way more likely to make money by chasing promotions and raises than you are day trading for hours a day.”
- Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles (The Plain Bagel)“often relates to not saving enough money rather than not getting a high enough return on the money that they save”
- Very likely right AI guessRetirement-adequacy research finds contribution rate and income dominate outcomes for typical households.
A faceless YouTube channel can be built with free AI tools for scripts, voice and images at near-zero upfront cost.
Leans rightThe production pipeline is genuinely cheap; the cost claim is about building, not earning.
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A faceless YouTube channel can be built with free AI tools for scripts, voice and images at near-zero upfront cost.
Leans right- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“I want to show you how to get started with this with as little upfront cost as possible while still maintaining high quality.”
- How To Start A YouTube Automation Business in 10 Minutes (Grow with Alex)“I have a list of six free tools that are going to allow you to start creating YouTube videos automatically”
- Very likely right AI guessThe production pipeline is genuinely cheap; the cost claim is about building, not earning.
Wholesaling needs almost no money because earnest deposits are small, refundable and can be borrowed.
Leans wrongDeposits can be small, but finding discounted sellers takes paid data and marketing, and deposits are often at risk once contingencies lapse.
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Wholesaling needs almost no money because earnest deposits are small, refundable and can be borrowed.
Leans wrong- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“you can make your earnest money deposit for as little as you want I've seen contracts where an earnest money deposit is ten dollars”
- How To Start Wholesale Real Estate With $0 In 2026 (Cameron Olivera)“You're not buying properties. You're putting them under contract and then finding somebody else to buy them.”
- Leans partly right AI guessDeposits can be small, but finding discounted sellers requires paid data and marketing, and the pitch omits licensing and legal costs.
- Leans wrong AI guessDeposits can be small, but finding discounted sellers takes paid data and marketing, and deposits are often at risk once contingencies lapse.
In wholesaling, finding genuinely discounted sellers is the bottleneck; buyers are easy for a real deal.
Leans rightCash-buyer demand for discounted property is deep; motivated-seller lead generation is the costly, competitive part.
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In wholesaling, finding genuinely discounted sellers is the bottleneck; buyers are easy for a real deal.
Leans right- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“finding the buyer is a lot easier than finding the seller of a great deal”
- How To Start Wholesale Real Estate With $0 In 2026 (Cameron Olivera)“All you have to do is click on those houses, see who the agent was that brought the buyer, and give them a call.”
- Probably right AI guessCash-buyer demand for discounted property is deep; motivated-seller lead generation is the costly, competitive part.
Dollar-cost averaging into a falling market beats trying to time the exact bottom
Leans partly rightDCA reliably avoids the timing problem but only pays off if the asset recovers; it does not reduce the risk that crypto stays down or goes to zero.
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Dollar-cost averaging into a falling market beats trying to time the exact bottom
Leans partly right- the crypto strategy im using to make millions again. (Brian Jung)“the best course of action for 90% of people who are watching these videos is to simply just dollar cost average”
- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“I added more as the price fell.”
- Probably partly right AI guessDCA reliably avoids the timing problem but only pays off if the asset recovers; it does not reduce the risk that crypto stays down or goes to zero.
Buying the dip only works in an uptrending market; in a downtrend dip-buying loses money
Leans partly rightTrend-following has some empirical support, but defining the trend is only clear in hindsight, so the rule is hard to act on in real time.
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Buying the dip only works in an uptrending market; in a downtrend dip-buying loses money
Leans partly right- the crypto strategy im using to make millions again. (Brian Jung)“The only time that strategy works where you just buy up the dip is when you're already in an uptrending market structure.”
- DENIES How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“The best time to enter a trade is either on dips because a dip always happens.”
- Leans partly right AI guessTrend-following has some empirical support, but defining the trend is only clear in hindsight, so the rule is hard to act on in real time.
A few large winners in a diversified speculative portfolio make up for many losing positions
Leans partly rightPower-law portfolios do work this way when a big winner is held, but most retail speculative crypto portfolios underperform simply holding the leading asset.
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A few large winners in a diversified speculative portfolio make up for many losing positions
Leans partly right- the crypto strategy im using to make millions again. (Brian Jung)“those bigger winners will oftentimes make up for the losers that you have”
- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“you can have like a punt on the side at some of these smaller caps”
- Leans partly right AI guessThis is how venture portfolios work, but it requires actually hitting big winners; most retail crypto portfolios do not and the typical account underperforms simply holding Bitcoin.
- Leans partly right AI guessPower-law portfolios do work this way when a big winner is held, but most retail speculative crypto portfolios underperform simply holding the leading asset.
Anyone can reach several thousand dollars a month of passive cash flow within a year if they decide to
Leans wrongMLM income disclosures and small-business survival data show the large majority of people who try earn little or nothing in the first year.
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Anyone can reach several thousand dollars a month of passive cash flow within a year if they decide to
Leans wrong- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“they're sustainable and they actually work even if you've never made one single buckaroo online before”
- How To Get Rich In MLM And Direct Sales (Myron Golden)“not a person watching this YouTube video right now who couldn't get to $5,000 a month passive cash flow by the end of this year”
- Probably wrong AI guessMLM income disclosures and small-business survival data show the large majority of people who try earn little or nothing in the first year.
- Leans wrong FTC v. Automators complaint lines 518-525Empire advertised '$4k-$6k consistently monthly net profit' from its passive stores; the FTC alleges most clients lost money and virtually none made the advertised amounts.
AI-generated avatar videos can replace hiring real creators for UGC-style ads
Leans partly rightAI avatars produce cheap usable ad variants, but there is no independent evidence they convert like real creators and synthetic testimonials raise platform and consumer-protection issues.
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AI-generated avatar videos can replace hiring real creators for UGC-style ads
Leans partly right- I Tried Shopify Dropshipping For 7 Days (Realistic Results) (Mark Tilbury)“this AI UGC tool is great for quickly generating lots of different ad variations”
- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“create UGC style video reviews without hiring a single creator.”
- Leans partly right AI guessThe tools produce usable video cheaply, but synthetic testimonials raise platform-policy and consumer-protection problems and there is no independent evidence they convert like real ones.
- Leans partly right AI guessAI avatars produce cheap usable ad variants, but there is no independent evidence they convert like real creators and synthetic testimonials raise platform and consumer-protection issues.
Amazon's fulfillment and referral fees take a large share of an FBA seller's profit
Leans rightCombined referral, fulfillment and storage fees commonly take 30 to 50 percent of the sale price, per Amazon's own fee schedules.
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Amazon's fulfillment and referral fees take a large share of an FBA seller's profit
Leans right- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“even though we did $900,000 in revenue, that number is not profit”
- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“as Amazon does the fulfillment for you, they charge you fulfillment fees, which does take up your profit.”
- Very likely right AI guessCombined referral, fulfillment and storage fees commonly take 30 to 50 percent of the sale price, per Amazon's own fee schedules.
Private-label Amazon selling requires thousands in upfront capital plus ad spend and a long learning curve
Leans rightMinimum order quantities, barcodes, trademarks, photography and launch advertising routinely cost several thousand before the first sale.
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Private-label Amazon selling requires thousands in upfront capital plus ad spend and a long learning curve
Leans right- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“You need at least 5 to£10,000 or dollars because remember, you're buying your product from China.”
- FTC Takes Action Against Fake Amazon Guru Kevin David for Automation @Coffeezilla (Romer the Roamer)“if anyone tells you it's risk-free they're full of [ __ ] not risk-free you got to pay money for inventory”
- Very likely right AI guessMinimum order quantities, barcodes, trademarks, photography and launch advertising routinely cost several thousand before the first sale.
Households that repeatedly chase get-rich-quick schemes end up with more debt rather than more wealth
Leans rightEach scheme carries upfront costs and most lose money, so the pattern compounds into debt; this is consistent with consumer-finance research on scheme victims.
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Households that repeatedly chase get-rich-quick schemes end up with more debt rather than more wealth
Leans right- “Crypto, MLMs—I keep falling for get-rich-quick schemes” (I Will Teach You To Be Rich)“everything you do with your money is centered around get rich quick and schemes and gimmicks”
- The Exact Playbook to Go from $0 to Your First $100,000 (I Will Teach You To Be Rich)“These are meme stocks. These are people buying Airbnb's without properly accounting for costs”
- Probably right AI guessEach scheme carries upfront costs and most lose money, so the pattern compounds into debt; this is consistent with consumer-finance research on scheme victims.
- Leans partly right Sports betting household study (NBER) lines 867-874In the sports-betting setting only: constrained households that gain betting access raise credit card balances, lose available credit, cut card payments and overdraw more, so they become more indebted rather than merely reallocating funds.
- Leans partly right AARP MLM survey 2018 lines 517-528MLM participants were significantly more likely to have declared bankruptcy than non-participants (18% vs 11%), with 72% of those bankruptcies after MLM involvement; the authors note causality cannot be established, and this covers MLM only.
A one-week dropshipping test with a few hundred dollars ends close to break-even after ads, goods and fees
Leans rightFirst-hand tests consistently show ad spend consuming most revenue; the net result is typically a small profit or loss.
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A one-week dropshipping test with a few hundred dollars ends close to break-even after ads, goods and fees
Leans right- I Tried Dropshipping For a Week (RAW RESULTS) (Andy Stauring)“I didn't make $1,000 with my $500 budget.”
- I Tried Shopify Dropshipping For 7 Days (Realistic Results) (Mark Tilbury)“That leaves us with a profit of $81 and 56 cents. So clearly I failed the challenge.”
- Probably right AI guessFirst-hand tests consistently show ad spend consuming most revenue; the net result is typically a small profit or loss.
Cheap static image ads can outperform produced UGC video ads for the same product
Leans partly rightCreative performance is product- and audience-specific; a one-day comparison on tiny spend is noise, though statics do sometimes win.
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Cheap static image ads can outperform produced UGC video ads for the same product
Leans partly right- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“these images outperform the videos by a mile”
- I Tried Dropshipping For a Week (RAW RESULTS) (Andy Stauring)“let's look at the static ad campaign. Three purchases tracked, $16.26 cost per acquisition, only $48 spent.”
- Leans partly right AI guessCreative performance is product- and audience-specific; a one-day comparison on tiny spend is noise, though statics do sometimes win.
Reaching profitability requires more creative tests and ad budget than a beginner's small budget allows
Leans partly rightTesting enough creatives to find a winner typically costs more than the few hundred dollars beginners are told they need.
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Reaching profitability requires more creative tests and ad budget than a beginner's small budget allows
Leans partly right- I Tried Dropshipping For a Week (RAW RESULTS) (Andy Stauring)“Normally, what I would do is I would have a lot of more creatives to test this product.”
- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“the cost of testing products is just too much. And I've just seen way too many beginners get burned with this.”
- Probably partly right AI guessTesting enough creatives to find a winner typically costs more than the few hundred dollars beginners are told they need.
Running a marketing agency for local businesses is a full-time job whose income stops when outreach stops, not a passive side hustle
Leans rightAgency work is client services with ongoing delivery and churn; it is a legitimate business but has none of the passive-income properties pitched.
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Running a marketing agency for local businesses is a full-time job whose income stops when outreach stops, not a passive side hustle
Leans right- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“Even when SMMA works, it is a job. This is not a side hustle.”
- Why Iman Gadzhi Never Made Anyone Rich (Blueprint to Billions)“That's not passive income. That's not laptop lifestyle. That's a treadmill disguised as freedom.”
- Probably right AI guessAgency work is client services with ongoing delivery and churn; it is a legitimate business but has none of the passive-income properties pitched.
A small channel in a high-value niche can out-earn a large general-audience channel because revenue is views times value per viewer
Leans partly rightRevenue per view varies many-fold by niche, so this can happen, but the cited figures are selected anecdotes.
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A small channel in a high-value niche can out-earn a large general-audience channel because revenue is views times value per viewer
Leans partly right- How To Start A YouTube Automation Business in 10 Minutes (Grow with Alex)“each Niche has different cpms and RPMs”
- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“someone with 60,000 subscribers in the right niche is pulling 80 grand a month.”
- Leans partly right AI guessNiche B2B and career channels do monetise far better per view, but the cited figures are selected client anecdotes, not typical outcomes.
- Leans partly right AI guessRevenue per view varies many-fold by niche, so this can happen, but the cited figures are selected anecdotes.
Leverage lets a small account take large positions while keeping the dollar amount at risk fixed
Leans wrongESMA: leverage increases possible losses as well as gains, raises the probability of a larger loss more than of a larger gain for retail clients, and makes positions vulnerable to margin calls on small moves; the amount at risk is not fixed.
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Leverage lets a small account take large positions while keeping the dollar amount at risk fixed
Leans wrong- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“it's a lot more leveraged meaning you can have a really small portfolio and make a lot of money”
- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“if we use 10x leverage, would take 6,800 and only require us to use $683.”
- Leans partly right AI guessMechanically true for the stop-loss case, but gaps, slippage, funding costs and liquidation mean losses are not actually capped at the planned amount.
- Leans wrong ESMA CFD intervention 2018 lines 111-119ESMA: leverage increases possible losses as well as gains, raises the probability of a larger loss more than of a larger gain for retail clients, and makes positions vulnerable to margin calls on small moves; the amount at risk is not fixed.
Exponential recruiting exhausts the population within a dozen or so cycles, so most MLM participants are structurally at the bottom
Leans partly rightIn nearly every rank-based disclosure the vast majority of participants sit in the two or three lowest ranks (one example: 92.37% in the bottom rank averaging $41.69, top ranks fractions of a percent), confirming most are structurally at the bottom; the report does not test the exponential-exhaustion arithmetic.
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Exponential recruiting exhausts the population within a dozen or so cycles, so most MLM participants are structurally at the bottom
Leans partly right- Why Making Money In An MLM Is Impossible (Always Marco)“that can only happen 13 times before you run out of people on earth to recruit”
- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“you could only do that 13 cycles and you would exceed the population of the earth.”
- Almost certainly right AI guessSimple arithmetic: five recruits per level exceeds world population by about the fourteenth level, so late joiners cannot build a downline.
- Leans partly right FTC MLM income disclosure report 2024 lines 801-866In nearly every rank-based disclosure the vast majority of participants sit in the two or three lowest ranks (one example: 92.37% in the bottom rank averaging $41.69, top ranks fractions of a percent), confirming most are structurally at the bottom; the report does not test the exponential-exhaustion arithmetic.
- Leans partly right Taylor, The Case against MLM lines 1328-1335Taylor says recruitment inevitably dries up as the market saturates and the vast majority of participants are then guaranteed to be at the bottom; he illustrates with an 8-ball pyramid reaching 8,191 people in 10 cycles but does not do the population-exhaustion arithmetic.
- Leans partly right AARP MLM survey 2018 lines 463-467Among former participants, 29% left because the commission structure mostly benefited those at the top and 25% because the market was saturated with other sellers; self-reported reasons, not a structural test.
Looking after a few existing customers grows a business faster than chasing new ones
Leans partly rightRetention is cheaper than acquisition and referrals compound, but a three-customer business is fragile to losing any one of them.
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Looking after a few existing customers grows a business faster than chasing new ones
Leans partly right- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“you only need three customers to build a business”
- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“It's always easier to sell to an existing customer than a new one.”
- Leans partly right AI guessRetention is cheaper than acquisition and referrals compound, but a three-customer business is fragile to losing any one of them.
Content creators whose content is good and algorithm-friendly will succeed; luck is no longer the main factor
Leans wrongExperiments on cultural markets show large randomness in outcomes at similar quality, and most channels never reach monetization.
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Content creators whose content is good and algorithm-friendly will succeed; luck is no longer the main factor
Leans wrong- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“now if your content's good and designed for the algorithm, you will be successful”
- How I Made $32,000 in 30 Days Dropshipping With NO MONEY (Cam Vito)“might sound like you just need to be extremely lucky but honestly you just need the right strategy in place”
- Probably wrong AI guessExperiments on cultural markets show large randomness in outcomes at similar quality, and most channels never reach monetization.
- Leans wrong Talent vs luck simulation lines 115-119The paper cites the Salganik-Dodds-Watts artificial music market where song success was uncorrelated with song quality, and its own simulation finds luck dominant at the top; cited evidence plus a toy model, nothing on current platform algorithms.
Renting out assets you already own, like a driveway or spare room, produces modest income with little effort
Leans rightPeer-to-peer rental platforms do pay owners, though income depends heavily on location and demand.
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Renting out assets you already own, like a driveway or spare room, produces modest income with little effort
Leans right- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“he could charge people $70 a week to leave their car in his drive”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“if you have a spare bedroom you could list it on the airbnb platform”
- Probably right AI guessPeer-to-peer rental platforms do pay owners, though income depends heavily on location and demand.
Anyone who can talk to an AI can build and sell a software app without coding
Leans wrongAI builders make prototypes, but reliable sellable software and finding paying users remain out of reach for most non-coders.
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Anyone who can talk to an AI can build and sell a software app without coding
Leans wrong- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“It's one of the easiest things to learn today because it literally writes it self”
- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“If you can talk to an AI, you can build an app.”
- Leans wrong AI guessAI builders make prototypes, but reliable sellable software and finding paying users remain out of reach for most non-coders.
- Leans partly right AI guessNo-code AI builders produce working prototypes, but reliable, sellable software and finding paying users remain hard.
Costly mistakes are an unavoidable part of learning an online business
UntestableA framing about learning, not a measurable prediction.
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Costly mistakes are an unavoidable part of learning an online business
Untestable- I made my first million at 19 years old, here's how.. (Ryan Mikols)“my very first two months of drop shipping, I was down $8,000”
- 6 Things That Dropshipping Gurus Do Not Tell You As Beginner (Do Dropshipping)“you will probably make a lot of mistakes while learning more, which will probably cost you money”
- Untestable AI guessA framing about learning, not a measurable prediction.
Low barrier to entry means dropshippers compete with many stores selling identical products from the same suppliers
Leans rightSame catalog and same suppliers, so price and ad competition is structural.
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Low barrier to entry means dropshippers compete with many stores selling identical products from the same suppliers
Leans right- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“low barrier to entry for you means low barrier to entry for your competitors”
- Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School (Side Hustle School)“The most commonly dropshipped products—phone cases, fitness accessories, pet gadgets—are sold by thousands of nearly identical stores.”
- Almost certainly right AI guessSame catalog and same suppliers, so price and ad competition is structural.
Shoppers increasingly recognize dropshipped goods and buy them cheaper direct from Temu or AliExpress
Leans rightReverse image search and direct-from-China marketplaces have compressed resale margins on generic goods.
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Shoppers increasingly recognize dropshipped goods and buy them cheaper direct from Temu or AliExpress
Leans right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“you can't compete on price with companies that own the supply chain”
- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“those younger purchasers understand that they can just buy those products for a cheaper price on sites like Temu and Alibaba”
- Probably right AI guessReverse image search and direct-from-China marketplaces have compressed resale margins on generic goods.
A distinct brand identity is required to succeed in dropshipping today
Leans partly rightBranding helps differentiate identical goods, but it is not sufficient and some generic stores still profit short-term.
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A distinct brand identity is required to succeed in dropshipping today
Leans partly right- I made my first million at 19 years old, here's how.. (Ryan Mikols)“I ended up redesigning the website, fully branding it, and also changing my offer”
- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“The only way to be successful in dropshipping nowadays is to have a real identity as a brand”
- Probably partly right AI guessBranding helps differentiate identical goods, but it is not sufficient and some generic stores still profit short-term.
Subleasing a landlord's property and listing it short-term lets you run rentals without buying property
Leans rightThe arbitrage model exists and is used, subject to lease consent and local short-term-rental rules.
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Subleasing a landlord's property and listing it short-term lets you run rentals without buying property
Leans right- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“you're going to manage properties owned by others so you're going to sign a sublease contract”
- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“it costs about 1/8 of the price to set up an Airbnb as an arbitrage as opposed to buying”
- Very likely right AI guessThe arbitrage model exists and is used, subject to lease consent and local short-term-rental rules.
Landlords will agree to short-term-rental subleasing if offered a rent bonus and professional cleaning
Leans wrongMost landlords refuse subleasing on lease, insurance and building-rule grounds, and a small bonus rarely changes that.
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Landlords will agree to short-term-rental subleasing if offered a rent bonus and professional cleaning
Leans wrong- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“they're going to get rent plus 100 bonus each month the property is going to get way less wear and tear”
- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“the landlord can and will give you permission if you present yourself the right way”
- Leans partly right AI guessSome landlords accept, most refuse on liability and insurance grounds; the pitch call shown needed a bonus to close.
- Leans wrong AI guessMost landlords refuse subleasing on lease, insurance and building-rule grounds, and a small bonus rarely changes that.
Support and resistance levels tested many times are more reliable
Leans partly rightSome evidence of clustering at round numbers and prior extremes, but technical levels have weak predictive power out of sample.
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Support and resistance levels tested many times are more reliable
Leans partly right- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“a zone that has more than three touches that rejects as the level of support is known as a valid area of support”
- How To Start Day Trading As A Beginner In 2026 (FULL GUIDE) (Humbled Trader)“the more times in the past these support or resistance levels have been tested, the more powerful they should be”
- Leans partly right AI guessSome evidence of clustering at round numbers and prior extremes, but technical levels have weak predictive power out of sample.
The faceless-channel playbook is to copy already-viral videos, which the platform rewards
Leans partly rightDerivative formats do spread, but duplicative and mass-produced AI content is now explicitly demonetized.
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The faceless-channel playbook is to copy already-viral videos, which the platform rewards
Leans partly right- I Tried Faceless YouTube for 3 Years: Here's the Reality (Alston Godbolt)“YouTube is no longer a platform for originality. YouTube is the platform for copy and paste.”
- F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“look at what's currently working in the market with other channels and videos, and we need to have our own spin on it”
- Leans partly right AI guessDerivative formats do spread, but duplicative and mass-produced AI content is now explicitly demonetized.
Channels run on paid scripts, voiceovers and editors often run out of money before monetization
Leans rightPer-video costs with no revenue for months is the standard failure mode; abandoned channels are visible everywhere.
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Channels run on paid scripts, voiceovers and editors often run out of money before monetization
Leans right- I Tried Faceless YouTube for 3 Years: Here's the Reality (Alston Godbolt)“you can quickly run out of money trying to find the level of success”
- How To Start A YouTube Automation Business in 10 Minutes (Grow with Alex)“to begin this can be expensive as you're going to have to find people on Fiverr up work etc”
- Very likely right AI guessPer-video costs with no revenue for months is the standard failure mode; abandoned channels are visible everywhere.
Platform rule changes can demonetize a channel at any time, so creators need other income streams
Leans rightRepeated policy changes and mass demonetizations are documented; diversification is standard advice.
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Platform rule changes can demonetize a channel at any time, so creators need other income streams
Leans right- I Tried Faceless YouTube for 3 Years: Here's the Reality (Alston Godbolt)“Don't just rely on a platform that can give and take whenever it feels like it”
- I made my first million at 19 years old, here's how.. (Ryan Mikols)“My YouTube channel gone. My Tik Tok account gone.”
- Very likely right AI guessRepeated policy changes and mass demonetizations are documented; diversification is standard advice.
Print-on-demand is overcrowded with sellers offering identical products
Leans rightMarketplace listing counts and seller reports show saturation in mainstream niches.
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Print-on-demand is overcrowded with sellers offering identical products
Leans right- The Only 25 Ways to Make Money in 2026 (Dan Martell)“it's really crowded and everyone sells the same stuff”
- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“they are all going to be full, they're all going to be oversaturated”
- Probably right AI guessMarketplace listing counts and seller reports show saturation in mainstream niches.
Word-search puzzle books sell well on KDP because few sellers can make them
Leans wrongFree puzzle generators are widely available and the category is saturated with near-identical listings, so the premise of few sellers is false.
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Word-search puzzle books sell well on KDP because few sellers can make them
Leans wrong- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“not many people know how to create the word search puzzles”
- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“during these holidays activity books like word searches sells extremely well”
- Leans wrong AI guessFree puzzle generators are widely available and the category is saturated with near-identical listings, so the premise of few sellers is false.
- Leans partly right AI guessFree puzzle generators exist and the category is heavily listed; a few titles sell, most do not.
Commission-only sales pays for results not hours, so income is uncapped but can be zero for months
Leans rightThat is how commission compensation works; agent income distributions are highly skewed.
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Commission-only sales pays for results not hours, so income is uncapped but can be zero for months
Leans right- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“I can work 12 hours a day seven days a week for 6 months straight and not earn a single penny”
- i tried high ticket sales and made $100k in 90 days (here’s the truth) (Colby Lyman)“they don't see money hit their bank account consistently enough to drop everything and do it”
- Very likely right AI guessThat is how commission compensation works; agent income distributions are highly skewed.
- Leans partly right FTC MLM income disclosure report 2024 lines 1481-1489In MLM commission-only selling, the share of participants receiving no payments at all exceeded 50% in 17 of the 27 disclosures that give the figure (range 3.6% to 90%), confirming that income can be zero; the uncapped upside is seen only in fractions of a percent.
Tenant rent paying down a mortgage is income even though it is not cash
Leans partly rightPrincipal paydown builds equity and is effectively taxed because principal is not deductible, but it is illiquid and can be lost to price falls.
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Tenant rent paying down a mortgage is income even though it is not cash
Leans partly right- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“the IRS classifies that is income”
- How to Buy Your First Rental Property with No Money (Noelle Randall)“each month while the tenant is paying the rent, they were paying down my mortgage.”
- Probably partly right AI guessPrincipal paydown builds equity and is effectively taxed because principal is not deductible, but it is illiquid and can be lost to price falls.
Several independent income sources reduce the risk of any one failing
Leans rightDiversification reduces income variance as long as the sources are not correlated.
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Several independent income sources reduce the risk of any one failing
Leans right- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“don't rely on one source of income”
- Making Money Online is Easy, Actually (Just Copy Me) (Mark Tilbury)“relying on a single paycheck is more dangerous than ever”
- Very likely right AI guessDiversification reduces income variance as long as the sources are not correlated.
If someone in your company reached the top, you can too regardless of background
Leans wrong64 of 70 disclosures attribute success to hard work or skill, but the FTC finds no basis given that these qualities distinguish successful from unsuccessful participants, and none acknowledges that saturation or lack of demand can constrain earnings regardless of effort.
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If someone in your company reached the top, you can too regardless of background
Leans wrong- The First Step For Network Marketing Success (Eric Worre - Network Marketing Pro)“If somebody in your company has gone all the way the top that means you can to.”
- 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“there's nothing that can stop you from going all the way to the top”
- Very likely wrong AI guessTop ranks are a fraction of a percent by construction; the position depends on recruiting timing, not just skill.
- Leans wrong FTC MLM income disclosure report 2024 lines 1231-125964 of 70 disclosures attribute success to hard work or skill, but the FTC finds no basis given that these qualities distinguish successful from unsuccessful participants, and none acknowledges that saturation or lack of demand can constrain earnings regardless of effort.
- Leans wrong AARP MLM survey 2018 lines 377-398Only 3 of 601 participants (0.5%) reported $100,000+ in profit, all after 5+ years and one as the company founder, while neither hours nor money invested separated winners from losers.
- Leans wrong Taylor, The Case against MLM lines 1185-1191Top-loaded MLM pay plans transfer the investments of the latest recruits to the earliest ones, so the vast majority are always at the bottom where profit is impossible; who reached the top depends on when they joined, not background.
- Leans wrong Talent vs luck simulation lines 844-847Model conclusion: the most successful agents are almost never the most talented but those near average talent who happened to be luckiest, so one person reaching the top is evidence of their luck rather than of a path others can follow; environment (share of lucky events) also strongly affects outcomes.
Dropshipping store owners depend on the supplier for stock, shipping speed and product quality
Leans rightThe merchant never handles the goods, so stock-outs, delays and defects originate with the supplier.
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Dropshipping store owners depend on the supplier for stock, shipping speed and product quality
Leans right- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“customer service product quality and delivery is entirely at the mercy of your drop ship supplier”
- Is Dropshipping Worth It in 2026? What to Know (Do Dropshipping)“Your supplier may control important parts of the customer experience, including stock availability and shipping.”
- Leans right AI guessThe merchant never handles the goods, so stock-outs, delays and defects originate with the supplier.
A dropshipping store owner stays responsible for customer service and returns even though the supplier ships
Leans rightConsumer law and marketplace rules hold the merchant of record responsible for the sale regardless of who ships.
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A dropshipping store owner stays responsible for customer service and returns even though the supplier ships
Leans right- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“you are actually responsible for processing returns and providing customer service for defective merchandise”
- Is Dropshipping Worth It in 2026? What to Know (Do Dropshipping)“Your supplier may ship the order, but the customer bought from you.”
- Leans right AI guessConsumer law and marketplace rules hold the merchant of record responsible for the sale regardless of who ships.
Anyone can earn a large annual income by just earning a modest amount every day
Leans wrongDividing a target by days is arithmetic, not a method; median earnings show most people cannot sustain such a daily figure.
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Anyone can earn a large annual income by just earning a modest amount every day
Leans wrong- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“if you can make five hundred dollars a day in a month you will have make 15.5 k”
- DENIES Why The Online Guru Scam is Worse Than You Thought (Zac V2)“If you've ever made $1,095.11, you can make 400 grand because I just showed you how easy it is.”
- Leans wrong AI guessDividing a target by days is arithmetic, not a method; median earnings show most people cannot sustain such a daily figure.
Distressed vacant properties yield the most motivated sellers
Leans partly rightDistress signals motivation, but no independent data compares lead-list conversion rates.
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Distressed vacant properties yield the most motivated sellers
Leans partly right- How to Buy Your First Rental Property with No Money (Noelle Randall)“you have to find people with property problems. It's the best way to do it.”
- How To Start Wholesale Real Estate With $0 In 2026 (Cameron Olivera)“the chances of you finding motivated sellers, is 10 times more likely than any other method”
- Leans partly right AI guessDistress signals motivation, but no independent data compares lead-list conversion rates.
Click-through rate and retention decide whether YouTube promotes a video
Leans rightYouTube's recommendation system weights click-through and watch time, per its own documentation.
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Click-through rate and retention decide whether YouTube promotes a video
Leans right- How To Start A YouTube Automation Business in 10 Minutes (Grow with Alex)“YouTube cares about four things the first is audience retention the second is Click through rate then watch time and then finally session time”
- F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“if we can't get people to click, which CTR is click-through rate, then they can't convert to views”
- Leans right AI guessYouTube's recommendation system weights click-through and watch time, per its own documentation.
Anyone who stays consistent will reach a thousand dollars a day from YouTube automation
Leans wrongConsistency does not guarantee views; most channels never earn meaningful ad revenue.
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Anyone who stays consistent will reach a thousand dollars a day from YouTube automation
Leans wrong- How To Start A YouTube Automation Business in 10 Minutes (Grow with Alex)“if you're able to be consistent and avoid burnout the potential is endless and it's one of the best side hustles out there right now”
- F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“as long as you stay consistent, you will go easily from zero to a thousand dollars a day”
- Leans wrong AI guessConsistency does not guarantee views; most channels never earn meaningful ad revenue.
A thousand paying fans at ten dollars a month replaces a salary
Leans partly rightThe arithmetic roughly holds after fees, but very few creators ever reach a thousand recurring paying fans.
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A thousand paying fans at ten dollars a month replaces a salary
Leans partly right- Why 96% of Creators Don't Make a Living (BUILT BY FOUNDRY)“A creator with 50,000 engaged followers and a $10 monthly app can out-earn a creator with 2 million passive followers”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“in order to earn a full-time living someone just needs a thousand fans paying about 10 a month”
- Leans partly right AI guessThe arithmetic roughly holds after fees, but very few creators ever reach a thousand recurring paying fans.
- Leans partly right AI guessThe arithmetic works, but very few creators reach a thousand recurring paying fans.
Millionaires have around seven income streams
UnknownThe seven-streams figure is repeated widely but no primary source confirms it.
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Millionaires have around seven income streams
Unknown- The Passive Income Scam (The Plain Bagel)“millionaires earn seven different streams of income so so should you”
- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“research has actually pinpointed that millionaires on average have around seven income sources”
- Unknown AI guessThe seven-streams figure is repeated widely but no primary source confirms it.
Prove a strategy on small size before adding capital
UntestablePractice advice.
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Prove a strategy on small size before adding capital
Untestable- THIS ⚠️ is why day traders LOSE money (Ross Cameron - Warrior Trading)“you shouldn't go all in putting a huge amount of money in an account”
- Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) (Chad Trades)“you can prove yourself that you're a profitable Trader month after month then you can start going for that 500 per day”
- Untestable AI guessPractice advice.
The best investors in history average around twenty percent a year, so retail traders should expect less
Leans rightTop long-run track records cluster near twenty percent annualized; retail averages are far below.
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The best investors in history average around twenty percent a year, so retail traders should expect less
Leans right- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“Warren Buffett are on record for only earning a only a long-term average return of 20 to 30%”
- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“a day trader should not reasonably expect to make more than those investors over any long period of time”
- Leans right AI guessTop long-run track records cluster near twenty percent annualized; retail averages are far below.
Dropshipping is infinitely scalable because the work is the same at any volume
Leans wrongAd spend, customer service, refunds and supplier problems all grow with volume, so the work is not the same at any scale.
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Dropshipping is infinitely scalable because the work is the same at any volume
Leans wrong- 11 Lazy Ways To Make Money With AI (No Experience) (Jordan Welch)“The scalability is dang near infinite.”
- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“it's approximately the same amount of work to make a hundred bucks a month as it is to make a hundred thousand dollars a month”
- Leans wrong AI guessAd spend, customer service, refunds and supplier problems all grow with volume, so the work is not the same at any scale.
- Leans partly right AI guessFulfillment scales, but customer service, ad spend and supplier management grow with volume.
Most crypto assets are short-lived trends that must be sold before they collapse rather than held long term
Leans rightMost altcoins and memecoins have lost the large majority of their value from peak; only a handful have held value across cycles.
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Most crypto assets are short-lived trends that must be sold before they collapse rather than held long term
Leans right- My Plan to Make Millions in Crypto This Cycle (And Keep It) (EllioTrades)“most assets in crypto fall under this category of shorter-term things that you want to eventually sell”
- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“it's slowly going to die out and bleed to zero unless there's a new catalyst”
- Leans right AI guessMost altcoins and memecoins have lost the large majority of their value from peak; only a handful have held value across cycles.
Traders who never withdraw gains watch paper fortunes evaporate
Leans rightUnrealized crypto gains routinely reverse by most of their value across cycles.
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Traders who never withdraw gains watch paper fortunes evaporate
Leans right- How Crypto Millionaires Lost Their Fortune (George Kamel)“I kept trading and losing and now I have nothing left I still have the debt”
- My Plan to Make Millions in Crypto This Cycle (And Keep It) (EllioTrades)“At ATHs, my portfolio touched 28 million, didn't withdraw anything, and watched it go down to 6 million.”
- Leans right AI guessUnrealized crypto gains routinely reverse by most of their value across cycles.
- Leans partly right eToro crypto retail study (Kogan et al.) lines 1019-1034eToro retail investors do not rebalance out of crypto after price rises or falls, even in the top return quintile, and kept the same hold-through strategy after Bitcoin's 65% crash in early 2018; documents the not-taking-profits behaviour, not the resulting P&L.
A skilled trader can run meme coins or leveraged perps up to millions and then compound them
Leans wrongStudies of leveraged retail crypto traders find the large majority lose money, so running small stakes to millions is a lottery outcome.
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A skilled trader can run meme coins or leveraged perps up to millions and then compound them
Leans wrong- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“That's exactly how I made $200,000 in 1 week trading crypto is I learned how to trade these coins.”
- My Plan to Make Millions in Crypto This Cycle (And Keep It) (EllioTrades)“if you are good at trading, you can get to a place like this”
- Leans wrong AI guessStudies of leveraged retail crypto traders find the large majority lose money, so running small stakes to millions is a lottery outcome.
- Leans partly right AI guessA handful of traders do; studies of leveraged retail crypto traders find the large majority lose.
Keeping most crypto holdings in a few established coins limits downside
Leans partly rightBitcoin and Ethereum have drawn down 75-85% in bear markets, so the limit is relative.
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Keeping most crypto holdings in a few established coins limits downside
Leans partly right- My Plan to Make Millions in Crypto This Cycle (And Keep It) (EllioTrades)“I recommend at least 70% of your crypto holdings in that long-term bucket.”
- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“Make sure you have got more money in the bigger market caps because they're less vulnerable to news”
- Leans partly right AI guessBitcoin and Ethereum have drawn down 75-85% in bear markets, so the limit is relative.
Casino games like roulette, craps, and slots carry a built-in house edge, so no betting system beats them long term
Leans rightHouse edge on these games is fixed by the rules; only card counting and skill games have known positive-EV play.
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Casino games like roulette, craps, and slots carry a built-in house edge, so no betting system beats them long term
Leans right- This Fake Guru Teaches You How to Go Broke (Spencer Cornelia)“In roulette the casino always holds an edge on every gamble”
- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“There’s no such thing as a pro craps player because you can’t get a positive EV in craps.”
- Leans right AI guessHouse edge on these games is fixed by the rules; only card counting and skill games have known positive-EV play.
Sign-up bonus bets can be reliably turned into cash by betting both sides of an outcome
Leans rightMatched betting on promos is a well-documented small, one-time profit source.
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Sign-up bonus bets can be reliably turned into cash by betting both sides of an outcome
Leans right- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“if you know how to place both sides of an outcome, you can reliably turn those bonus bets into real withdrawable cash”
- Making $30k Per Month Matched Betting - How Is This Possible? (The System)“how to turn a bonus into 65% of its value risk- free on sport two-way dutching”
- Leans right AI guessMatched betting on promos is a well-documented small, one-time profit source.
Sportsbooks limit or ban bettors who show a consistent edge
Leans rightLimiting of winning accounts is widely reported and acknowledged by the books themselves.
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Sportsbooks limit or ban bettors who show a consistent edge
Leans right- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“You will get banned very quickly from any sportsbook for advantaged gambling.”
- Making $30k Per Month Matched Betting - How Is This Possible? (The System)“the longer your accounts stay open for the more likely they are to be banned especially if you're making money off The Bookies”
- Leans right AI guessLimiting of winning accounts is widely reported and acknowledged by the books themselves.
- Leans right Sports betting household study (NBER) lines 103-104A footnote states that sports betting sites often cut off or limit bets from bettors who win too often, citing a WSJ report rather than the paper's own data.
Refinancing to return investors' capital leaves an infinite return with none of your own money in the deal
Leans wrongA cash-out refinance can return capital only when values and rents cooperate, and the 'infinite return' framing ignores the larger loan, thinner cash flow and added risk.
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Refinancing to return investors' capital leaves an infinite return with none of your own money in the deal
Leans wrong- How to Buy Your First Rental Property with No Money (Noelle Randall)“you refinance out of that mortgage once the house is fixed up.”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“she can refinance, return investor capital, and keep the cash flow indefinitely: an infinite return”
- Leans partly right AI guessPossible when rents and appreciation support a cash-out refinance, but the larger loan cuts cash flow and raises risk.
- Leans wrong AI guessA cash-out refinance can return capital only when values and rents cooperate, and the 'infinite return' framing ignores the larger loan, thinner cash flow and added risk.
Investors fund people with a track record, so you can control assets without your own capital
Leans wrongOutside investors do back proven operators, but the typical reader has no track record and building one usually takes their own capital first.
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Investors fund people with a track record, so you can control assets without your own capital
Leans wrong- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“if you know them and they trust you and you have a great deal they will fund it for you”
- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“Track record and financial intelligence attract capital more reliably than having capital in the first place.”
- Leans wrong AI guessOutside investors do back proven operators, but the typical reader has no track record and building one usually takes their own capital first.
- Leans partly right AI guessSyndicators do raise outside money, but a track record usually requires capital to build first.
Parlays and exotic bets carry much larger house edges than straight bets
Leans rightParlay hold percentages reported by books are several times those on straight bets.
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Parlays and exotic bets carry much larger house edges than straight bets
Leans right- Online Sports Betting Is Draining Household Savings (Kellogg Insight)“which chain together individual events for combined payouts, tend to have much larger loss ratios than straight bets”
- How to Make $50 Per Day Betting on Sports (The Math) (LINEMAKER SPORTS)“trying to put 20, 30, 40 dollars on them to try to win thousands of dollars, which they never do”
- Leans right AI guessParlay hold percentages reported by books are several times those on straight bets.
Influencers are paid to promote trading and crypto schemes to their audiences without clear disclosure
Leans rightPaid promotion of trading and crypto products by influencers is well documented and has drawn regulator action.
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Influencers are paid to promote trading and crypto schemes to their audiences without clear disclosure
Leans right- Youtuber Accidentally Exposes the Scam He's Promoting (Coffeezilla)“this is the streamer I show speed and he's about to accidentally expose the scam he's been paid to promote”
- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“he did admit that he has paid influencers in the past to collaborate”
- Leans right AI guessPaid promotion of trading and crypto products by influencers is well documented and has drawn regulator action.
- Leans partly right FTC v. Automators complaint lines 335-343An Empire affiliate was paid $1.5 million to promote the scheme on social media with false success claims; an ecommerce rather than trading or crypto scheme, and disclosure is not addressed.
Prop firms and brokers often delay or deny withdrawals to winning traders
Leans partly rightWidely reported in complaints; prevalence is unmeasured.
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Prop firms and brokers often delay or deny withdrawals to winning traders
Leans partly right- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“a lot of traders are wasting money on accounts and firms that make it nearly impossible for you to get paid”
- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“even if you do win and you make a bunch of money, many of these companies will ban your accounts or delay your withdrawals”
- Leans partly right AI guessWidely reported in complaints; prevalence is unmeasured.
Course sellers do not track or publish what fraction of their students make money
Leans rightCourse sellers' own disclaimers state they do not track customer results.
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Course sellers do not track or publish what fraction of their students make money
Leans right- The Real Earnings of a Day Trader (Warrior Trading)“We do not track the typical results of our past or current customers.”
- Why Iman Gadzhi Never Made Anyone Rich (Blueprint to Billions)“Iman doesn't publish any success rates. None. Zero.”
- Leans right AI guessCourse sellers' own disclaimers state they do not track customer results.
- Leans partly right FTC v. Automators complaint lines 934-940The FTC alleges Automators does not track the results of its coaching clients while advertising specific student earnings; one documented instance of a general claim.
Students who succeed with guru programs usually had prior experience, connections, and savings
Leans partly rightConsistent with success-story patterns, but based on anecdotal reviews.
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Students who succeed with guru programs usually had prior experience, connections, and savings
Leans partly right- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“these results that we got for the first two videos are quite unrealistic for beginners”
- Why Iman Gadzhi Never Made Anyone Rich (Blueprint to Billions)“They had business experience before. They had friends or connections they could call. They worked 40 plus hours a week on this.”
- Leans partly right AI guessConsistent with success-story patterns, but based on anecdotal reviews.
- Leans partly right FTC v. Automators complaint lines 731-735Some of Automators' featured 'client success stories' were actually undisclosed Empire employees, so the showcased successes were not ordinary students at all.
Required inventory purchases, training fees, and marketing materials drain MLM participants beyond the low startup cost
Leans rightBeyond sign-up, Taylor found $50-$500 a month in incentivised product purchases needed to qualify for commissions, plus training, conferences, books, recordings and sales 'tools' that upline promoters expect downline participants to buy.
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Required inventory purchases, training fees, and marketing materials drain MLM participants beyond the low startup cost
Leans right- Why Making Money In An MLM Is Impossible (Always Marco)“you can see how quickly and easily these costs are gonna eat up the money that we're making from the compensation plan”
- Multi-Level Marketing Businesses and Pyramid Schemes (Consumer Advice)“Even if the start-up costs seem low, additional expenses can add up quickly.”
- Leans right FTC MLM income disclosure report 2024 lines 206-227The report documents membership fees, required or encouraged product purchases to keep rank or 'active' status, website, advertising, training and conference costs, with court findings and participant comments of buying hundreds of dollars of product monthly; expenses can and in some MLMs often do exceed income.
- Leans right Taylor, The Case against MLM lines 302-321Beyond sign-up, Taylor found $50-$500 a month in incentivised product purchases needed to qualify for commissions, plus training, conferences, books, recordings and sales 'tools' that upline promoters expect downline participants to buy.
- Leans right AI guessExpense-adjusted earnings analyses of MLMs find most participants net negative.
- Leans partly right AARP MLM survey 2018 lines 360-366All MLM ventures required upfront spending on inventory, marketing materials and training; but two-thirds of participants spent under $1,000 in total, 24% spent $1,000-$4,999 and 11% $5,000 or more, so the drain is real but usually modest.
- Leans right FTC MLM report summary lines 42-42Income disclosures ignore participant expenses even though expenses can, and in some MLMs often do, outstrip income.
AI makes starting an online business easier than ever
Leans rightAI tools do lower the cost and skill needed to start a store; the claim is about starting, though competing has become harder for the same reason.
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AI makes starting an online business easier than ever
Leans right- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“Claude didn't invent this, but it made the whole process 10 times faster.”
- Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) (Baddie In Business)“It has never been easier to start this business model thanks to the power of AI.”
- Leans partly right AI guessStarting is easier; competing is harder because everyone has the same tools.
- Leans right AI guessAI tools do lower the cost and skill needed to start a store; the claim is about starting, though competing has become harder for the same reason.
Only a tiny fraction of day traders earn persistent profits after costs, partly explained by chance
Probably rightPredictably profitable day traders are under 3% of all day traders on an average day and generate under 10% of day-trading volume.
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Only a tiny fraction of day traders earn persistent profits after costs, partly explained by chance
Probably right- Day Trading - Why You'll Almost Certainly Fail (Coffeezilla)“less than 1% of day traders are able to predictably and reliably earn positive abnormal returns net of fee”
- The Truth About Day Trading (Ben Felix)“less than 1% of the total population of day traders is able to reliably earn positive excess returns after costs”
- Probably right Taiwan day-trader study (Barber et al.) lines 616-621Predictably profitable day traders are under 3% of all day traders on an average day and generate under 10% of day-trading volume.
- Probably right Brazil day-trader study (Chague et al.) lines 219-229Of 1,551 day traders persisting 300+ days, 3.0% were net profitable and 0.5% earned more than a bank teller, with success rates declining with days traded as in roulette.
- Leans right AI guessTaiwan data find under one percent with persistent alpha; later samples find even fewer.
Day traders do not improve with experience; the longer they trade, the less likely they are profitable
Probably rightShare of profitable day traders falls monotonically with days traded (29.8% to 3.0%) and fixed-effects panel regressions on persistent traders find no learning; expected profit stays negative.
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Day traders do not improve with experience; the longer they trade, the less likely they are profitable
Probably right- The Truth About Day Trading (Ben Felix)“They found a monotonic decrease in the probability of profit with an increasing number of active trading days.”
- DENIES How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“accuracy gets better with more experience The longer you trade the better you get at identifying good setups”
- Probably right Brazil day-trader study (Chague et al.) lines 162-190Share of profitable day traders falls monotonically with days traded (29.8% to 3.0%) and fixed-effects panel regressions on persistent traders find no learning; expected profit stays negative.
- Leans right AI guessBrazilian futures data show profit probability falling with days traded and no learning effect.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 610-621The most experienced day traders lose money in aggregate, but among the minority with past profits, abnormal returns rise with experience, so experience helps a small skilled group.
Flippers reach full funding by stacking a first-position hard money loan with second-position private money
Leans rightGap funding behind hard money is a standard flipper capital structure.
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Flippers reach full funding by stacking a first-position hard money loan with second-position private money
Leans right- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“i know guys that are getting deals done right now 100 financing uh they get the senior debt”
- How to Flip Houses with 100% Funding (No Money Needed!) (Flipping Mastery TV)“we're going to combine hard money and private money this is how I flip hundreds of houses”
- Leans right AI guessGap funding behind hard money is a standard flipper capital structure.
Hard money lenders require a down payment plus points, fees, and double-digit interest
Leans rightTypical hard money terms are 10-20% down, 2-4 points, and 10-14% interest.
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Hard money lenders require a down payment plus points, fees, and double-digit interest
Leans right- How to Flip Houses with 100% Funding (No Money Needed!) (Flipping Mastery TV)“if you're brand new to the business they're going to want you to put 20% down onto the deal plus plus other fees”
- DENIES How to Buy Your First Rental Property with No Money (Noelle Randall)“They can lend you all of that money, alright?”
- Leans right AI guessTypical hard money terms are 10-20% down, 2-4 points, and 10-14% interest.
Any deal bought cheaply enough relative to after-repair value will find a lender
Leans partly rightHard-money lenders readily fund deals at a deep discount to after-repair value, but borrower experience, credit and the lending cycle still decide, so 'any' overreaches.
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Any deal bought cheaply enough relative to after-repair value will find a lender
Leans partly right- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“good real estate will always find money”
- How to Flip Houses with 100% Funding (No Money Needed!) (Flipping Mastery TV)“I've never not gotten funding for deals if it was a good deal”
- Leans partly right AI guessHard money is widely available for deals at 65-70% of ARV, but lender appetite varies with the credit cycle.
- Leans partly right AI guessHard-money lenders readily fund deals at a deep discount to after-repair value, but borrower experience, credit and the lending cycle still decide, so 'any' overreaches.
Affiliate referral programs do not make ordinary participants rich
Leans rightAffiliate income distributions are heavily skewed; typical participants earn little.
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Affiliate referral programs do not make ordinary participants rich
Leans right- Youtuber Accidentally Exposes the Scam He's Promoting (Coffeezilla)“people don't get rich on affiliate program”
- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“I try affiliate marketing realized it's litered with false expectations”
- Leans right AI guessAffiliate income distributions are heavily skewed; typical participants earn little.
Free seminars exist to upsell attendees into far more expensive seminars
Leans rightThe FTC alleges Nudge's free 90-minute seminars were predominantly a pitch for a $1,100+ three-day workshop, which in turn consisted largely of general information and a pitch for 'advanced training' costing up to $40,000.
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Free seminars exist to upsell attendees into far more expensive seminars
Leans right- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“But then we sold another 700,000 dollars in offers on the back end.”
- Rich Dad Fraud Dad (Micro)“this seminar was free but speakers spend most of their time trying to convince us to attend another seminar”
- Leans right FTC Nudge press release lines 50-52The FTC alleges Nudge's free 90-minute seminars were predominantly a pitch for a $1,100+ three-day workshop, which in turn consisted largely of general information and a pitch for 'advanced training' costing up to $40,000.
- Leans right AI guessDocumented in regulator and journalist investigations of real-estate seminar funnels.
Generic get-rich advice cannot fit individual situations, so sweeping promises sell better than useful advice
UntestableA framing about incentives, not a measurable claim.
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Generic get-rich advice cannot fit individual situations, so sweeping promises sell better than useful advice
Untestable- The Sham of Hustle Culture. (themoneymattersletter.substack.com)“The reason their advice and schemes (almost) never work is that it is too general.”
- Rich Dad Fraud Dad (Micro)“make big exciting promises that appeal to everyone but don't really consider anyone”
- Untestable AI guessA framing about incentives, not a measurable claim.
Faceless YouTube automation still demands constant hands-on management and is not passive
Leans rightChannel operators consistently report scripting, hiring, and managing editors as ongoing work.
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Faceless YouTube automation still demands constant hands-on management and is not passive
Leans right- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“Automation doesn't mean zero effort. It means smart effort.”
- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“I realized this was far from automated not like software anyway”
- Leans right AI guessChannel operators consistently report scripting, hiring, and managing editors as ongoing work.
Faceless channels earn more from affiliate links and products than from AdSense
Leans partly rightCreator income surveys show sponsorships and products outweigh AdSense for most channels, but this needs an audience first.
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Faceless channels earn more from affiliate links and products than from AdSense
Leans partly right- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“You're not relying on AdSense. You can monetize through affiliate links from day one.”
- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“the opportunity does not lie in AdSense it lies in something else”
- Leans partly right AI guessCreator income surveys show sponsorships and products outweigh AdSense for most channels, but this needs an audience first.
Sellers of money-making systems must have solid proof before making earnings claims
Probably rightThe FTC Business Opportunity Rule bars earnings claims unless the seller has a reasonable basis, written substantiation, and gives prospects an earnings claim statement with the number and percentage of purchasers who achieved that level; a US legal requirement.
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Sellers of money-making systems must have solid proof before making earnings claims
Probably right- Operation Income Illusion cracks down on illusory income claims (Federal Trade Commission)“you need solid proof to back up your earnings representations before you convey those claims to consumers”
- DENIES Give Me 19 Minutes, and You’ll Become a Recruiting Machine (Frazer Brookes)“You don't need an unbelievable milliondoll a year story in order for it to have power.”
- Probably right FTC v. Automators complaint lines 1007-1015The FTC Business Opportunity Rule bars earnings claims unless the seller has a reasonable basis, written substantiation, and gives prospects an earnings claim statement with the number and percentage of purchasers who achieved that level; a US legal requirement.
- Leans right AI guessUS law requires substantiation of earnings claims.
Celebrity endorsements are not evidence that a speculative asset is a sound investment
Leans rightCelebrity-promoted tokens have repeatedly collapsed and regulators have fined undisclosed paid promotions.
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Celebrity endorsements are not evidence that a speculative asset is a sound investment
Leans right- How Crypto Millionaires Lost Their Fortune (George Kamel)“you should really stick to acting instead of investing advice”
- DENIES Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“Well, now a Google co-founder is talking about it.”
- Very likely right AI guessCelebrity-promoted tokens have repeatedly collapsed and regulators have fined undisclosed paid promotions.
- Leans right FTC Nudge press release lines 44-44Nudge marketed through TV real-estate celebrities promising a 'proven' formula, yet a survey in the FTC's filings found over 95% of seminar attendees paid Nudge more than they netted from real estate; Zurixx likewise used celebrity endorsements with false earnings claims.
Brokerages promote options trading because payment for order flow makes it highly profitable for them
Leans rightWholesalers pay brokerages for order flow, giving brokers an incentive to encourage more trading in wider-spread assets; in Q2 2021 PFOF was $581m for options versus $284m for stocks, and options are prominent on gamified apps.
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Brokerages promote options trading because payment for order flow makes it highly profitable for them
Leans right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“retail options trading is profitable for the brokerages facilitating it”
- How profitable is retail options trading? (Evidence Investor)“PFOF creates an incentive for brokerages to encourage investors to trade more, and to trade assets with larger spreads”
- Very likely right AI guessSEC filings show options order-flow payments per contract far exceed those for equities, giving zero-commission brokers a direct incentive.
- Leans right Retail options study (Bryzgalova et al.) lines 46-54Wholesalers pay brokerages for order flow, giving brokers an incentive to encourage more trading in wider-spread assets; in Q2 2021 PFOF was $581m for options versus $284m for stocks, and options are prominent on gamified apps.
Word-of-mouth testimonials are the most powerful form of advertising
Leans partly rightRecommendations from people you know are the most trusted ad source in surveys, but in MLMs they mostly reach friends and family and exhaust quickly.
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Word-of-mouth testimonials are the most powerful form of advertising
Leans partly right- 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“there is no more powerful form of advertising than a testimonial from somebody that you know”
- Give Me 19 Minutes, and You’ll Become a Recruiting Machine (Frazer Brookes)“network marketers are just storytellers. They're storytellers. They're problem solvers”
- Leans partly right AI guessReferrals convert well, but MLM word of mouth mostly reaches friends and family and exhausts quickly.
- Leans partly right AI guessRecommendations from people you know are the most trusted ad source in surveys, but in MLMs they mostly reach friends and family and exhaust quickly.
- Leans partly right AARP MLM survey 2018 lines 278-282In MLM recruiting, personal referrals dominate: 34% of participants were recruited by a friend and 12% by a coworker, versus 6% via a brochure or advertisement; this is about recruitment channels in one industry, not advertising effectiveness generally.
MLM distributors earn recurring commissions whenever a referred customer reorders
Leans partly rightCompensation plans do pay on customer reorders, but income disclosures show most distributors have few retail customers and earn little or nothing.
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MLM distributors earn recurring commissions whenever a referred customer reorders
Leans partly right- Network Marketing Recruiting – How To Recruit 10 People In 10 Days (Frazer Brookes)“the person who you bring in might reorder”
- 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“every time they reorder that distributor gets credit for not only the one order but all future orders”
- Leans partly right AI guessPlans do pay on reorders, but income disclosures show median distributor commissions near zero because retail customers are few.
- Leans partly right AI guessCompensation plans do pay on customer reorders, but income disclosures show most distributors have few retail customers and earn little or nothing.
- Leans partly right Taylor, The Case against MLM lines 330-336Taylor's research finds reselling to non-participants is only a very minor portion of MLM sales because products are priced far above retail alternatives, so recurring customer reorders are rare in practice even if the plan pays on them.
- Leans partly right FTC MLM income disclosure report 2024 lines 1352-1366A reproduced disclosure lists commissions on sales to Preferred Customers the affiliate sponsors as an income source, so the mechanism exists in at least some MLMs; the same disclosure shows 25% of affiliates received nothing and the lowest rank averaged $504 a year.
Revenue-estimate reports from analyzer tools reliably predict what a listing will earn
Leans wrongAnalyzer tools extrapolate from established listings and tend to overstate earnings for new hosts.
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Revenue-estimate reports from analyzer tools reliably predict what a listing will earn
Leans wrong- How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! (Shaun Ghavami | Airbnb Coach)“what the report shows is how much money that property can make as an Airbnb”
- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“Easter word search One review and making $57 to $75 a day in actual royalties”
- Leans wrong AI guessAnalyzer tools extrapolate from established listings and tend to overstate earnings for new hosts.
- Leans partly right AI guessSuch tools extrapolate from existing listings and tend to overstate earnings for new, unreviewed hosts.
Get-rich-quick pitches work by exploiting fear of failure and desire for status
Leans rightConsistent with consumer-protection research on business-opportunity fraud and loss-aversion marketing.
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Get-rich-quick pitches work by exploiting fear of failure and desire for status
Leans right- Dropshippers Get Rich by Making You Feel Poor (thefp.com)“Dropshippers Get Rich by Making You Feel Poor”
- The Sham of Hustle Culture. (themoneymattersletter.substack.com)“they are more importantly marketing to fear; The fear of not being successful, which is often a more powerful driving force.”
- Probably right AI guessConsistent with consumer-protection research on business-opportunity fraud and loss-aversion marketing.
Long hours pay off only when spent on work one is passionate about
UntestableMotivational framing; passion is neither necessary nor sufficient for income.
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Long hours pay off only when spent on work one is passionate about
Untestable- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“these days I work anywhere from 12 to 15 hours and I love it”
- The Sham of Hustle Culture. (themoneymattersletter.substack.com)“If you put in enough hours into something you are passionate about, success and money will follow.”
- Untestable AI guessMotivational framing; passion is neither necessary nor sufficient for income.
Financing purchases through your own whole life policy recaptures the interest you used to pay banks
Leans wrongThe recaptured payments are your own savings plus loan interest paid to the insurer; the gain comes from paying off debt or saving, which works without a policy.
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Financing purchases through your own whole life policy recaptures the interest you used to pay banks
Leans wrong- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“every dollar that you used to give away to those credit cards is now making its way back over here”
- How To Use Whole Life Insurance To GET RICH (Become Your Own Bank) | Wealth Nation (Wealth Nation)“every time you get a loan you have the ability to apply those same principles that you already understand from the bank and pay yourself”
- Leans wrong AI guessThe recaptured payments are your own savings plus loan interest paid to the insurer; the gain comes from paying off debt or saving, which works without a policy.
A mature infinite-banking policy returns far more than each year's premium, beating any bank or fund
Leans wrongThis counts growth on all prior premiums as a return on one year's deposit; measured properly, whole life cash value compounds at low single digits.
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A mature infinite-banking policy returns far more than each year's premium, beating any bank or fund
Leans wrong- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“what is the return on your 10 000 that you deposited that year isn't it more than 30 percent”
- How To Use Whole Life Insurance To GET RICH (Become Your Own Bank) | Wealth Nation (Wealth Nation)“there is nothing that can out earn tax-free compounded interests which is why we say sayonara to our own savings accounts”
- Probably wrong AI guessThis counts growth on all prior premiums as a return on one year's deposit; measured properly, whole life cash value compounds at low single digits.
Whole life cash value is a tax-free, liquid, guaranteed savings vehicle
Leans partly rightGrowth is tax-deferred and loans untaxed if the policy stays in force and avoids MEC status, but only a low base rate is guaranteed, dividends are not, and early surrender loses money.
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Whole life cash value is a tax-free, liquid, guaranteed savings vehicle
Leans partly right- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“it's tax free it's liquid it is guaranteed”
- How To Use Whole Life Insurance To GET RICH (Become Your Own Bank) | Wealth Nation (Wealth Nation)“the cash in your life insurance policy grows at a tax-free rate”
- Leans partly right AI guessGrowth is tax-deferred and loans untaxed if the policy stays in force and avoids MEC status, but only a low base rate is guaranteed, dividends are not, and early surrender loses money.
A beginner UGC creator can reach a few thousand dollars a month within three months
Leans wrongUGC is crowded with new creators and many land few or no paid deals; the stated ramp is the seller's own figures, not measured outcomes.
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A beginner UGC creator can reach a few thousand dollars a month within three months
Leans wrong- How I Made $66,000 With UGC (Without Needing ANY Followers) (Thienvu Vo)“month three, you'll be making around 2 to 5K per month”
- How to make $5k / month creating content WITHOUT followers (Linda)“I decided to try out UDC and in that first month I made over $7,000 part-time”
- Leans wrong AI guessUGC is crowded with new creators and many land few or no paid deals; the stated ramp is the seller's own figures, not measured outcomes.
Sales and recruiting are a numbers game: contacting enough people makes up for a lack of skill
Leans partly rightMore contacts do mechanically yield more yeses, but conversion rates and saturated personal networks cap it, and in MLMs more recruits rarely means profit.
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Sales and recruiting are a numbers game: contacting enough people makes up for a lack of skill
Leans partly right- Network Marketing Recruiting: How I Recruited 10 People in 10 Days (Darin Kidd)“we can make up in numbers what we lacked in skill”
- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“Let's say you can get one out of 10, so you talk to 100 people, you can make 10 sales.”
- Leans partly right AI guessMore contacts do mechanically yield more yeses, but conversion rates and saturated personal networks cap it, and in MLMs more recruits rarely means profit.
Prospects usually need several exposures before joining or buying, so persistent follow-up drives recruiting and sales
Leans partly rightMulti-touch follow-up is standard sales practice, but the specific exposure count is folklore and persistence does not make an MLM opportunity profitable.
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Prospects usually need several exposures before joining or buying, so persistent follow-up drives recruiting and sales
Leans partly right- Network Marketing Recruiting: How I Recruited 10 People in 10 Days (Darin Kidd)“knowing that it takes five to eight exposures remember we talked about recruiting as a process it's not an event”
- Give Me 19 Minutes, and You’ll Become a Recruiting Machine (Frazer Brookes)“The fortune's in the followups. Most people will join after the fifth touch point.”
- Leans partly right AI guessMulti-touch follow-up is standard sales practice, but the specific exposure count is folklore and persistence does not make an MLM opportunity profitable.
Remote high-ticket closing for online coaching offers lets a beginner earn a large income quickly on commission
Leans wrongCommission closers depend on an offer's lead flow and most quit within weeks; large quick earnings come from the few placed on top influencer offers.
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Remote high-ticket closing for online coaching offers lets a beginner earn a large income quickly on commission
Leans wrong- i tried high ticket sales and made $100k in 90 days (here’s the truth) (Colby Lyman)“in the last 90 days I made a little over $100,000 profit from high tiure remote sales”
- How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“what I would do if I had to start over in sales and make $10,000 in the next 90 days”
- Probably wrong AI guessCommission closers depend on an offer's lead flow and most quit within weeks; large quick earnings come from the few placed on top influencer offers.
Joining a remote-sales community gets beginners placed on high-ticket closing offers regardless of experience
UnknownPlacement claims come from the communities that sell or promote them and have no independent data.
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Joining a remote-sales community gets beginners placed on high-ticket closing offers regardless of experience
Unknown- i tried high ticket sales and made $100k in 90 days (here’s the truth) (Colby Lyman)“you're also going to get guaranteed plac onto an offer”
- How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“we're able to place anybody regardless of experience, just with the amount of opportunities that we have”
- Unknown AI guessPlacement claims come from the communities that sell or promote them and have no independent data.
UGC creators can land monthly retainers from brands for recurring videos
Leans partly rightRetainers exist for established creators, but brands increasingly pay per asset or on performance and beginners rarely get them.
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UGC creators can land monthly retainers from brands for recurring videos
Leans partly right- How to make $5k / month creating content WITHOUT followers (Linda)“you can also put yourself on monthly retainers so that Brands will hire you month after month for a set of videos”
- If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“it's $1,500 a month for 30 videos of one product”
- Leans partly right AI guessRetainers exist for established creators, but brands increasingly pay per asset or on performance and beginners rarely get them.
Niche does not matter for short-form content because the creator's personality is the differentiator
UntestableA framing about creative strategy with no clear evidence either way.
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Niche does not matter for short-form content because the creator's personality is the differentiator
Untestable- TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) (GaryVee)“You can post whatever you want. Niche wide. Like, I don't understand how people don't understand that everything works.”
- DENIES If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“you want to have an account that basically only posts videos in one product category”
- Untestable AI guessA framing about creative strategy with no clear evidence either way.
Print-on-demand lets a beginner with no inventory build a business earning thousands a month
Leans wrongPrint-on-demand margins are thin and marketplaces saturated; most sellers make few sales, and the revenue examples shown are outliers.
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Print-on-demand lets a beginner with no inventory build a business earning thousands a month
Leans wrong- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“the eight-step blueprint people are using right now to make tens of thousands of dollars online”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“only one year on Etsy, almost 4,000 sales. That's $57,000 USD.”
- Probably wrong AI guessPrint-on-demand margins are thin and marketplaces saturated; most sellers make few sales, and the revenue examples shown are outliers.
A print-on-demand store can be started with no money because the printer is paid only after a sale
Leans rightPop-up and marketplace integrations take payment before fulfilment so there is no upfront cost, though samples and traffic still cost money or time.
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A print-on-demand store can be started with no money because the printer is paid only after a sale
Leans right- How to Start Print on Demand With $0 Upfront Investment in 2026 (STEP BY STEP for Beginners) (Money With Mak)“a great way to start an online business with literally no money. Like you don't have to put any money into this”
- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“Creating an account is free. You don't need any startup capital.”
- Probably right AI guessPop-up and marketplace integrations take payment before fulfilment so there is no upfront cost, though samples and traffic still cost money or time.
Prop-firm challenge fees are effectively risk-free because they are refunded after passing
Leans wrongThe refund comes only after passing and usually after a first payout, which most buyers never reach, so the fee is usually lost.
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Prop-firm challenge fees are effectively risk-free because they are refunded after passing
Leans wrong- How to Make $500 a Day with Forex Trading (3 simple steps) (Brad Goh (The Trading Geek))“so it's kind of like a risk-free thing right”
- ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) (Brad Goh (The Trading Geek))“get your refund for the challenge so that you can like Risk free”
- Leans wrong AI guessThe refund comes only after passing and usually after a first payout, which most buyers never reach, so the fee is usually lost.
Crypto markets grow bigger each cycle as institutions and ETFs adopt them
Leans partly rightTotal crypto market cap has made higher peaks across cycles and ETF access grew, but most individual tokens shrank, and past cycles do not guarantee the next.
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Crypto markets grow bigger each cycle as institutions and ETFs adopt them
Leans partly right- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“crypto markets do potentially get bigger and bigger each and every kind of time we go through sort of a cycle”
- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“We are seeing Wall Street institutions, private companies building on Ethereum, launching on Ethereum, smart money accumulating Ethereum.”
- Leans partly right AI guessTotal crypto market cap has made higher peaks across cycles and ETF access grew, but most individual tokens shrank, and past cycles do not guarantee the next.
Opening-range breakouts confirmed by a retest give retail day traders a reliable edge
Leans wrongPublished tests of opening-range breakout rules show small, unstable edges that mostly vanish after costs, and most retail day traders still lose.
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Opening-range breakouts confirmed by a retest give retail day traders a reliable edge
Leans wrong- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“That retest outside the NTZ in the trend direction, that's where A+ trades come from.”
- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“The first setup is the break and retest.”
- Leans wrong AI guessPublished tests of opening-range breakout rules show small, unstable edges that mostly vanish after costs, and most retail day traders still lose.
There are no get-rich-quick schemes; whoever sells one is getting rich off the buyer
Leans rightFTC business-opportunity cases and MLM income disclosures consistently show the seller profits while most buyers lose money, though rare individual windfalls exist.
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There are no get-rich-quick schemes; whoever sells one is getting rich off the buyer
Leans right- How to Get Rich (Naval)“There are no get rich quick schemes. That’s just someone else getting rich off you.”
- Probably right AI guessFTC business-opportunity cases and MLM income disclosures consistently show the seller profits while most buyers lose money, though rare individual windfalls exist.
- Leans partly right FTC Nudge press release lines 44-48Nudge took over $400 million in revenue from 2014-2017 selling house-flipping training while more than 95% of attendees paid more than they netted; one scheme illustrating the seller profiting at buyers' expense.
Get-rich advice from someone whose income comes mainly from selling that advice is suspect
Leans partly rightNudge's $400 million came from selling real-estate training, and over 95% of its seminar attendees lost money net; consistent with the heuristic for this scheme.
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Get-rich advice from someone whose income comes mainly from selling that advice is suspect
Leans partly right- How to Get Rich (Naval)“you don’t want to learn how to be rich from somebody who makes their money by telling people how to be rich. It’s suspect.”
- Leans partly right FTC Nudge press release lines 44-48Nudge's $400 million came from selling real-estate training, and over 95% of its seminar attendees lost money net; consistent with the heuristic for this scheme.
- Untestable AI guessA credibility heuristic rather than a measurable claim, though it matches enforcement cases where coaching revenue dwarfed the taught method's own returns.
Code and media scale without labor or capital, so they are where new fortunes are made
Leans partly rightZero-marginal-cost products underlie many recent fortunes, but building them takes labor and often capital, and outcomes are power-law with most participants earning little.
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Code and media scale without labor or capital, so they are where new fortunes are made
Leans partly right- How to Get Rich (Naval)“This newest form of leverage is where all the new fortunes are made, all the new billionaires.”
- Leans partly right AI guessZero-marginal-cost products do underlie many recent fortunes, but creator and software income is power-law distributed and most participants earn little.
- Leans partly right AI guessZero-marginal-cost products underlie many recent fortunes, but building them takes labor and often capital, and outcomes are power-law with most participants earning little.
Making money is a learnable skill, not luck; a skilled person could rebuild wealth from nothing within a decade
Leans wrongSkill raises the odds, but research on entrepreneurial and wealth outcomes finds a large luck component, so neither 'not luck' nor a reliable decade-long rebuild holds.
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Making money is a learnable skill, not luck; a skilled person could rebuild wealth from nothing within a decade
Leans wrong- How to Get Rich (Naval)“A lot of people think making money is about luck. It’s not. It’s about becoming the kind of person that makes money.”
- Leans partly right AI guessPreviously successful founders do have higher success rates on their next venture, but studies of entrepreneurial outcomes still show a large luck component.
- Leans wrong AI guessSkill raises the odds, but research on entrepreneurial and wealth outcomes finds a large luck component, so neither 'not luck' nor a reliable decade-long rebuild holds.
- Leans partly right Talent vs luck simulation lines 409-416In the model skill raises the odds but is far from sufficient: medium-high talent is often necessary, yet the most talented agents (T > 0.8) are the top performer in only 3% of runs and only about a third of highly talented agents end above their starting capital, contradicting the skill-not-luck framing; rebuilding wealth in a decade is not modelled.
Only knowledge that cannot be taught in a classroom earns outsized pay; trainable skills get commoditized to the cost of training
Leans partly rightScarce, hard-to-codify skills do earn a premium, but many trainable credentialed professions still pay very well because entry is restricted.
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Only knowledge that cannot be taught in a classroom earns outsized pay; trainable skills get commoditized to the cost of training
Leans partly right- How to Get Rich (Naval)“your returns just devolve into your cost of training plus the return on investment on that training.”
- Leans partly right AI guessScarce, hard-to-codify skills do earn a premium, but many trainable credentialed professions still pay very well because entry is restricted.
Entrepreneurs accept frequent small losses for rare big wins and earn more than employees on average
Leans partly rightIncorporated entrepreneurs have much fatter-tailed earnings than salaried workers (the 90th-percentile incorporated earns 70% more than the 90th-percentile salaried worker) and average 48% higher residual hourly earnings, but the aggregate median self-employed earns about 15% less and the median unincorporated owner about 30% less than comparable employees, and the authors do not assess risk-adjusted returns or losses; 'earn more on average' holds for incorporated entrepreneurs, not business owners generally.
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Entrepreneurs accept frequent small losses for rare big wins and earn more than employees on average
Leans partly right- How to Get Rich (Naval)“but when they win they win big. On average they’ll make more.”
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 174-185Incorporated entrepreneurs have much fatter-tailed earnings than salaried workers (the 90th-percentile incorporated earns 70% more than the 90th-percentile salaried worker) and average 48% higher residual hourly earnings, but the aggregate median self-employed earns about 15% less and the median unincorporated owner about 30% less than comparable employees, and the authors do not assess risk-adjusted returns or losses; 'earn more on average' holds for incorporated entrepreneurs, not business owners generally.
- Leans partly right AI guessMean self-employment income is pulled up by a few large exits, but median self-employed earnings are at or below comparable wage employment.
Wealth creation is positive-sum, so everyone can become wealthy
Leans wrongTotal wealth grows, but being wealthy is largely relative and scarce assets are constrained, so positive-sum growth does not mean everyone can become wealthy.
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Wealth creation is positive-sum, so everyone can become wealthy
Leans wrong- How to Get Rich (Naval)“Everybody can be wealthy. Everybody can be retired. Everybody can be successful. It is merely a question of education and desire.”
- Leans wrong AI guessTotal wealth grows, but being wealthy is largely relative and scarce assets are constrained, so positive-sum growth does not mean everyone can become wealthy.
- Leans partly right AI guessAggregate wealth has grown enormously, but relative wealth and the scarce resources that define being rich are constrained, so universal wealth does not follow.
Any side hustle can be scaled into a multi-million-dollar business
Leans wrongMost small businesses never grow past a handful of employees, so scaling any side hustle to millions is a rare exception.
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Any side hustle can be scaled into a multi-million-dollar business
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“anything is scalable. Any side hustle could could be a multi-million dollar business.”
- Leans wrong AI guessMost small businesses never grow past a handful of employees, so scaling any side hustle to millions is a rare exception.
- Leans partly right AI guessMost small businesses never grow past a handful of employees and the owner's time is the binding constraint, so scalability is the exception.
Paid social ads are a learnable skill in days and a money machine for any product
Leans wrongAd platforms are easy to use but hard to profit from, and many small advertisers never reach a positive return.
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Paid social ads are a learnable skill in days and a money machine for any product
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“Facebook ads are like the infinite money glitch. It's just like a a magic money machine.”
- Leans wrong AI guessAd platforms are easy to use but hard to profit from, and many small advertisers never reach a positive return.
- Leans partly right AI guessAd platforms can be learned quickly and work for products with margin, but rising acquisition costs mean many small advertisers never reach positive return.
Scraped directory websites can earn passive ad or lead income for near-zero cost; it is a numbers game across many sites
Leans wrongSearch engines demote thin scraped and aggregator sites, so most such directories earn nothing and are not passive.
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Scraped directory websites can earn passive ad or lead income for near-zero cost; it is a numbers game across many sites
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“some of them make $0 a month, some make a few hundred, some make a few thousand, but it's very passive.”
- Leans partly right AI guessSome directories earn, but search-engine quality updates have demoted thin aggregator sites, so most clones make nothing.
- Leans wrong AI guessSearch engines demote thin scraped and aggregator sites, so most such directories earn nothing and are not passive.
A vending machine route can be started with a used machine for a few hundred dollars and returns depend mostly on location
Leans partly rightUsed machines are cheap and location drives returns, but a typical machine nets modest sums and restocking is ongoing labor.
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A vending machine route can be started with a used machine for a few hundred dollars and returns depend mostly on location
Leans partly right- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“I would go to Facebook Marketplace and I would find an existing vending machine uh for $3 to $400, right?”
- Leans partly right AI guessUsed machines and location-driven returns are real, but typical machines net modest monthly sums and restocking is ongoing labor.
- Leans partly right AI guessUsed machines are cheap and location drives returns, but a typical machine nets modest sums and restocking is ongoing labor.
Small RV or mobile-home parks bought with seller financing are many times more profitable than single-family rentals
Leans wrongPark yields run somewhat higher than single-family rentals for more work and risk, not many times higher, and low-cash seller financing is rare.
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Small RV or mobile-home parks bought with seller financing are many times more profitable than single-family rentals
Leans wrong- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“3 to 10 pad sites that are about 3 to 10 times more profitable than buying a single family home as a rental.”
- Leans partly right AI guessPark cap rates do run higher than single-family rentals, but that reflects more management, occupancy risk and illiquidity, and seller financing with almost no cash down is rare.
- Leans wrong AI guessPark yields run somewhat higher than single-family rentals for more work and risk, not many times higher, and low-cash seller financing is rare.
Entrepreneurship is often more of a prison than a 9-to-5 in its early years; the freedom narrative is oversold
Leans rightSelf-employed people report longer hours, lower median income and higher financial stress than employees in most surveys.
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Entrepreneurship is often more of a prison than a 9-to-5 in its early years; the freedom narrative is oversold
Leans right- Passive Income Expert: How To Make $10k Per Month In 90 Days! (The Diary Of A CEO)“they think there's freedom in entrepreneurship when oftentimes it's even more of a prison than their 9 to5.”
- Probably right AI guessSelf-employed people report longer hours, lower median income and higher financial stress than employees in most surveys.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 1062-1067Incorporated self-employed work about 340 more hours a year than comparable full-time, full-year salaried workers (144 more within-person after fixed effects) and the unincorporated also work more than they did as employees, so self-employment brings a material jump in hours rather than freedom; the paper does not single out the early years.
Retail bettors on prediction markets face quantitative market-making firms, a structural disadvantage research cannot close
Leans partly rightProfessional market makers do capture spread from retail flow, but retail traders with genuine information edges can still win; no data isolates retail returns on these platforms.
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Retail bettors on prediction markets face quantitative market-making firms, a structural disadvantage research cannot close
Leans partly right- Prediction Markets Are a Scam With a Chart (Patrick Boyle)“This is not a skill gap that can be closed by doing more research. It's a structural disadvantage.”
- Leans partly right AI guessProfessional market makers do capture spread from retail flow, but retail traders with genuine information edges can still win; no data isolates retail returns on these platforms.
Venues that attract retail money follow a sharks-and-fish cycle: professionals extract from amateurs until amateurs quit and liquidity collapses
Leans partly rightOnline poker's mid-2000s decline fits the pattern, though regulation drove much of it; whether prediction markets follow the same path is untested.
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Venues that attract retail money follow a sharks-and-fish cycle: professionals extract from amateurs until amateurs quit and liquidity collapses
Leans partly right- Prediction Markets Are a Scam With a Chart (Patrick Boyle)“The sharks had eaten all of the fish, and then starved.”
- Leans partly right AI guessOnline poker's mid-2000s decline fits the pattern, though regulation drove much of it; whether prediction markets follow the same path is untested.
- Leans partly right BIS crypto retail adoption paper lines 200-208In crypto, larger and more sophisticated holders sell to smaller investors as prices rise, even outside crash episodes, and the authors warn that retail losses and exit after price declines could set off self-reinforcing dynamics; supports the extraction half of the cycle, the liquidity-collapse end is not observed.
Prediction-market exchanges are structurally fairer than sportsbooks because the platform is not the counterparty and does not limit winners
Leans rightSportsbooks demonstrably limit or close winning accounts, while exchanges match peers for a fee, though exchanges can still delist markets or change resolution rules.
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Prediction-market exchanges are structurally fairer than sportsbooks because the platform is not the counterparty and does not limit winners
Leans right- Prediction Markets Are a Scam With a Chart (Patrick Boyle)“So, in that sense, prediction markets are structurally fairer than sports books.”
- Probably right AI guessSportsbooks demonstrably limit or close winning accounts, while exchanges match peers for a fee, though exchanges can still delist markets or change resolution rules.
- Leans partly right Sports betting household study (NBER) lines 103-104Only the sportsbook half is supported: the paper notes sportsbooks limit or cut off winning bettors; it says nothing about prediction-market exchanges.
Prediction markets raise no capital for productive use; they only transfer money from retail bettors to platforms, quants and insiders
Leans partly rightThey do not fund businesses, but their forecasts are an information good used by media and hedgers, so pure transfer is not the whole picture.
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Prediction markets raise no capital for productive use; they only transfer money from retail bettors to platforms, quants and insiders
Leans partly right- Prediction Markets Are a Scam With a Chart (Patrick Boyle)“Prediction markets don't raise capital for anything. They don't fund new businesses or build infrastructure.”
- Leans partly right AI guessThey do not fund businesses, but their forecasts are an information good used by media and hedgers, so pure transfer is not the whole picture.
Young people turn to get-rich-quick bets because traditional wealth-building paths feel out of reach
Leans partly rightNearly 40% of crypto-app users are men under 35 (26% of the general population) and they respond most to price run-ups, but the paper attributes this to risk-seeking and a speculative motive and never tests whether traditional wealth paths feel out of reach.
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Young people turn to get-rich-quick bets because traditional wealth-building paths feel out of reach
Leans partly right- Prediction Markets Are a Scam With a Chart (Patrick Boyle)“instead of saving and investing carefully, they try to get rich quickly by putting money into crypto tokens”
- Leans partly right BIS crypto retail adoption paper lines 393-397Nearly 40% of crypto-app users are men under 35 (26% of the general population) and they respond most to price run-ups, but the paper attributes this to risk-seeking and a speculative motive and never tests whether traditional wealth paths feel out of reach.
- Untestable AI guessA motivational framing; surveys show rising young-adult participation in speculative assets but the cause is not measured.
Proof-of-work mining rewards whoever can buy the most hardware and electricity, so returns concentrate with existing capital
Leans rightMining economics scale with capital and cheap power; hash rate is dominated by large industrial operations and pools.
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Proof-of-work mining rewards whoever can buy the most hardware and electricity, so returns concentrate with existing capital
Leans right- Line Goes Up – The Problem With NFTs (Folding Ideas)“more would always go to those with the resources to build the bigger rig”
- Very likely right AI guessMining economics scale with capital and cheap power; hash rate is dominated by large industrial operations and pools.
Profits taken out of crypto tokens can only come from later buyers paying in more, so token speculation is zero- or negative-sum in dollars
Leans partly rightTrue for pure token trading net of fees and mining costs, but overstated for assets with any real utility or cash flow.
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Profits taken out of crypto tokens can only come from later buyers paying in more, so token speculation is zero- or negative-sum in dollars
Leans partly right- Line Goes Up – The Problem With NFTs (Folding Ideas)“every dollar that comes out of cryptocurrency needs to come from a later investor putting a dollar in”
- Probably partly right AI guessTrue for pure token trading net of fees and mining costs, but overstated for assets with any real utility or cash flow.
- Leans partly right BIS crypto retail adoption paper lines 955-959Blockchain holdings data show a market sustained by new entrants and small holders buying as prices rise while early investors, miners and whales cash out at their expense, and the paper notes the system largely does not finance real-world investment; consistent with the later-buyer mechanism though no zero-sum accounting is done.
Most NFTs only point to an off-chain image that can be altered or lost, so the token confers no durable ownership of the artwork
Leans rightMost ERC-721 metadata referenced HTTP or IPFS URLs; link rot and swapped images were documented repeatedly.
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Most NFTs only point to an off-chain image that can be altered or lost, so the token confers no durable ownership of the artwork
Leans right- Line Goes Up – The Problem With NFTs (Folding Ideas)“tons of the tokens did little more than point to images stored on normal servers”
- Very likely right AI guessMost ERC-721 metadata referenced HTTP or IPFS URLs; link rot and swapped images were documented repeatedly.
NFT resale royalties are enforced by marketplaces rather than the token, so they are easily bypassed
Leans rightMajor marketplaces made creator royalties optional in 2022-2023 and royalty income collapsed, confirming they were never on-chain enforced.
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NFT resale royalties are enforced by marketplaces rather than the token, so they are easily bypassed
Leans right- Line Goes Up – The Problem With NFTs (Folding Ideas)“royalties are easily bypassed simply by using a Marketplace that doesn't collect royalties”
- Almost certainly right AI guessMajor marketplaces made creator royalties optional in 2022-2023 and royalty income collapsed, confirming they were never on-chain enforced.
Most artists who minted NFTs lost money on fees while gains went to early crypto holders and whales
Leans partly rightMarket analyses found most NFTs sold for trivial sums or not at all and trading was concentrated among a small set of wallets, though a minority of artists did earn meaningful sums.
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Most artists who minted NFTs lost money on fees while gains went to early crypto holders and whales
Leans partly right- Line Goes Up – The Problem With NFTs (Folding Ideas)“hundreds of thousands of artists bought in only to find that there wasn't a new revolutionary highly trafficked audience of digital art collectors”
- Probably partly right AI guessMarket analyses found most NFTs sold for trivial sums or not at all and trading was concentrated among a small set of wallets, though a minority of artists did earn meaningful sums.
Wash trading, where sellers buy from their own wallets to fake demand, is rampant in NFT markets
Leans rightBlockchain analytics firms found wash trades made up a large share of NFT volume on several marketplaces in 2021-2022.
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Wash trading, where sellers buy from their own wallets to fake demand, is rampant in NFT markets
Leans right- Line Goes Up – The Problem With NFTs (Folding Ideas)“wash trading where you sell something to your own sock puppets in order to lure in real buyers”
- Very likely right AI guessBlockchain analytics firms found wash trades made up a large share of NFT volume on several marketplaces in 2021-2022.
NFT project communities police doubt as FUD, so scrutiny of a project's viability is suppressed
UntestableA description of community norms and framing rather than a measurable outcome.
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NFT project communities police doubt as FUD, so scrutiny of a project's viability is suppressed
Untestable- Line Goes Up – The Problem With NFTs (Folding Ideas)“doubters are ostracized so aggressively that it chills all conversation about a Project's actual viability”
- Untestable AI guessA description of community norms and framing rather than a measurable outcome.
Blockchain transfers are irreversible and no authority can return stolen tokens, so scam victims have no recourse
Leans rightTransactions are final by design; recovery depends on marketplace delisting, ransom or rare exchange cooperation.
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Blockchain transfers are irreversible and no authority can return stolen tokens, so scam victims have no recourse
Leans right- Line Goes Up – The Problem With NFTs (Folding Ideas)“there's no Authority you can report them to that has the power to return your tokens”
- Very likely right AI guessTransactions are final by design; recovery depends on marketplace delisting, ransom or rare exchange cooperation.
A failed NFT mint still pays its creators, so projects have little incentive to deliver what they promise
Leans partly rightMint proceeds are collected up front and rug pulls were common, though reputational effects do push some teams to deliver.
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A failed NFT mint still pays its creators, so projects have little incentive to deliver what they promise
Leans partly right- Line Goes Up – The Problem With NFTs (Folding Ideas)“the Payday for failure makes it irrational to succeed”
- Probably partly right AI guessMint proceeds are collected up front and rug pulls were common, though reputational effects do push some teams to deliver.
Play-to-earn scholarship schemes let account owners take a large cut of players' earnings, leaving players at or below local minimum wage
Leans partly rightReporting and economy analyses documented sub-minimum-wage earnings after the 2021 downturn, though earlier earnings had briefly exceeded local wages.
· denied 0 ·
Play-to-earn scholarship schemes let account owners take a large cut of players' earnings, leaving players at or below local minimum wage
Leans partly right- Line Goes Up – The Problem With NFTs (Folding Ideas)“all but the highest ranking players fell below the average daily wage in the Philippines”
- Probably partly right AI guessReporting and economy analyses documented sub-minimum-wage earnings after the 2021 downturn, though earlier earnings had briefly exceeded local wages.
Transaction fees on popular blockchains make them impractical for everyday purchases
Leans partly rightAccurate for Ethereum mainnet and Bitcoin at the time; later layer-2 networks and other chains cut fees to cents.
· denied 0 ·
Transaction fees on popular blockchains make them impractical for everyday purchases
Leans partly right- Line Goes Up – The Problem With NFTs (Folding Ideas)“the transaction fees on popular chains are so prohibitive that it's pointless to use them on any transaction that isn't hundreds if not thousands”
- Probably partly right AI guessAccurate for Ethereum mainnet and Bitcoin at the time; later layer-2 networks and other chains cut fees to cents.
- Leans partly right BIS crypto retail adoption paper lines 76-88The paper states cryptocurrencies have not proven useful for real payments or transfers, but attributes this to price volatility and limited transaction capacity (citing Boissay et al) rather than fees per se; it also notes lower mining capacity raises fees.
Years to financial independence depend only on savings rate, not on income level
Leans partly rightMathematically true under constant real returns and equal spending before and after, but low incomes hit a fixed-cost floor that limits achievable savings rates.
· denied 0 ·
Years to financial independence depend only on savings rate, not on income level
Leans partly right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“your time to reach retirement depends on only one factor”
- Probably partly right AI guessMathematically true under constant real returns and equal spending before and after, but low incomes hit a fixed-cost floor that limits achievable savings rates.
Cutting spending shortens time to retirement more than raising income because it both raises savings and lowers the amount needed
Leans rightA permanent spending cut reduces the required nest egg and raises the savings rate at once, which the retirement arithmetic confirms.
· denied 0 ·
Cutting spending shortens time to retirement more than raising income because it both raises savings and lowers the amount needed
Leans right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“cutting your spending rate is much more powerful than increasing your income”
- Very likely right AI guessA permanent spending cut reduces the required nest egg and raises the savings rate at once, which the retirement arithmetic confirms.
An ordinary earner who saves a large majority of take-home pay can reach financial independence in about a decade
Leans rightThe savings-rate math holds under reasonable return assumptions; the claim is conditional on actually saving a large majority, which is the hard part but not a false promise.
· denied 0 ·
An ordinary earner who saves a large majority of take-home pay can reach financial independence in about a decade
Leans right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“If want to retire within 10 years, the formula is right there in front of you – simply live on 35% of your take-home pay”
- Probably partly right AI guessFollows from the model at 5% real returns and a 4% withdrawal rate; lower realized returns or higher withdrawal risk stretch the timeline.
- Leans right AI guessThe savings-rate math holds under reasonable return assumptions; the claim is conditional on actually saving a large majority, which is the hard part but not a false promise.
A 4% inflation-adjusted withdrawal rate lets a portfolio sustain spending indefinitely
Leans partly right4% survived most historical US periods, but it was tested for 30 years; over open-ended horizons and in non-US data failure rates rise unless spending flexes.
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A 4% inflation-adjusted withdrawal rate lets a portfolio sustain spending indefinitely
Leans partly right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“live off of the 4% safe withdrawal rate after retirement, with some flexibility in your spending during recessions”
- Probably partly right AI guessThe 4% rule came from 30-year US historical tests; for 50-year horizons and global data, failure rates rise and many analyses suggest nearer 3-3.5% without flexibility.
- Leans partly right AI guess4% survived most historical US periods, but it was tested for 30 years; over open-ended horizons and in non-US data failure rates rise unless spending flexes.
Stocks reliably return about five percent a year above inflation over the long run
Leans partly rightGlobal equities have averaged about this real return over a century, but 'reliably' overstates it given multi-decade stretches of near-zero real returns.
· denied 0 ·
Stocks reliably return about five percent a year above inflation over the long run
Leans partly right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“You can earn 5% investment returns after inflation during your saving years”
- Probably partly right AI guessUS equities averaged roughly 6-7% real over a century and global equities about 5%, but mixed portfolios and high starting valuations deliver less.
- Leans partly right AI guessGlobal equities have averaged about this real return over a century, but 'reliably' overstates it given multi-decade stretches of near-zero real returns.
Paying down a mortgage early is a risk-free return equal to the mortgage rate
Leans rightAvoided interest is a guaranteed pre-tax return at the loan rate, less any lost interest deduction.
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Paying down a mortgage early is a risk-free return equal to the mortgage rate
Leans right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“every extra principal payment gives you essentially a risk-free return on that amount of the mortgage rate”
- Very likely right AI guessAvoided interest is a guaranteed pre-tax return at the loan rate, less any lost interest deduction.
Retirement accounts can be tapped before the standard age without penalty through substantially equal periodic payments
Leans rightUS tax code section 72(t) allows penalty-free SEPP withdrawals; Roth conversion ladders are another route.
· denied 0 ·
Retirement accounts can be tapped before the standard age without penalty through substantially equal periodic payments
Leans right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“you CAN tap 401k / IRA money before 59 1/2 without penalty”
- Almost certainly right AI guessUS tax code section 72(t) allows penalty-free SEPP withdrawals; Roth conversion ladders are another route.
Rental property bought well can yield more after inflation than a stock portfolio
Leans partly rightLeveraged rentals bought at good prices can beat stocks, but long-run housing returns are similar to equities before landlord labor and returns are highly local.
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Rental property bought well can yield more after inflation than a stock portfolio
Leans partly right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“these will easily beat 5% returns after inflation”
- Leans partly right AI guessLeveraged rentals bought after a crash have beaten stocks for some owners, but returns are highly local and depend on unpaid landlord labor.
- Leans partly right AI guessLeveraged rentals bought at good prices can beat stocks, but long-run housing returns are similar to equities before landlord labor and returns are highly local.
Early retirees must budget for rising health costs and variable expenses that a fixed-spending model ignores
Leans partly rightHealth spending rises with age and children's costs vary, though work-related expenses fall after retirement, so the net effect is uncertain.
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Early retirees must budget for rising health costs and variable expenses that a fixed-spending model ignores
Leans partly right- The Shockingly Simple Math Behind Early Retirement (Mr. Money Mustache)“allow some slack in your budget for increased health expenses as you get older”
- Probably partly right AI guessHealth spending rises with age and children's costs vary, though work-related expenses fall after retirement, so the net effect is uncertain.
Gurus sell advice because it costs almost nothing to produce and its value can only be judged after payment
Leans rightInformation goods have near-zero marginal cost and are credence goods, which economics identifies as a setting ripe for overpricing.
· denied 0 ·
Gurus sell advice because it costs almost nothing to produce and its value can only be judged after payment
Leans right- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“Advice costs very little to manufacture, requires no raw materials, weighs nothing, and is evaluated in hindsight.”
- Probably right AI guessInformation goods have near-zero marginal cost and are credence goods, which economics identifies as a setting ripe for overpricing.
Ghostwritten books on trending topics by non-experts are shallow and repetitive and mostly fail to sell
Leans partly rightSelf-publishing platform data show most titles sell very few copies, though a minority of keyword-targeted books do earn steady royalties.
· denied 0 ·
Ghostwritten books on trending topics by non-experts are shallow and repetitive and mostly fail to sell
Leans partly right- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“In the months that A Skeptics Guide to Hypnosis has been available, it has sold... one copy.”
- Probably partly right AI guessSelf-publishing platform data show most titles sell very few copies, though a minority of keyword-targeted books do earn steady royalties.
Low-cost publishing schemes only pencil out by paying ghostwriters a fraction of professional rates
Leans rightAt professional ghostwriting rates a short nonfiction book costs thousands, far above the expected royalties of a keyword-targeted title.
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Low-cost publishing schemes only pencil out by paying ghostwriters a fraction of professional rates
Leans right- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“the only way the economics work out is if you can under-pay your writer 90%”
- Very likely right AI guessAt professional ghostwriting rates a short nonfiction book costs thousands, far above the expected royalties of a keyword-targeted title.
Gurus inflate the stated value of bonuses so a multi-thousand-dollar course looks like a bargain
Leans rightValue stacking with arbitrary dollar figures is a standard course-funnel tactic with no independent basis for the stated values.
· denied 0 ·
Gurus inflate the stated value of bonuses so a multi-thousand-dollar course looks like a bargain
Leans right- Contrepreneurs: The Mikkelsen Twins (Folding Ideas)“They say it’s worth tens of thousands, with numbers they pulled right out of their ass”
- Very likely right AI guessValue stacking with arbitrary dollar figures is a standard course-funnel tactic with no independent basis for the stated values.
Anyone selling an AI trading bot is really selling a course, because a genuinely profitable bot would never be sold cheaply
Leans rightProfitable quantitative strategies decay when shared and firms that have them keep them proprietary; retail bot vendors mostly sell signals and courses.
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Anyone selling an AI trading bot is really selling a course, because a genuinely profitable bot would never be sold cheaply
Leans right- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“If the bots actually worked, why would anyone sell it to you for $97?”
- Very likely right AI guessProfitable quantitative strategies decay when shared and firms that have them keep them proprietary; retail bot vendors mostly sell signals and courses.
- Leans partly right FTC DK Automation press release lines 47-47DK Automation charged thousands for a 'secret passive income crypto trading bot' said to generate profits while you sleep; the FTC alleged the earnings claims were deceptive, supporting that such bot sales are a pitch rather than a working edge.
Generic AI copywriting and content-repurposing services have a short window because the tools are becoming self-serve
Leans partly rightFreelance-platform data show falling demand and rates for generic writing since 2023, though specialized niches persist.
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Generic AI copywriting and content-repurposing services have a short window because the tools are becoming self-serve
Leans partly right- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“long-term, it'll just be automated for everybody”
- Probably partly right AI guessFreelance-platform data show falling demand and rates for generic writing since 2023, though specialized niches persist.
Selling qualified leads to businesses is the easiest AI service to sell because the value is immediately measurable
Leans partly rightLead generation has clear measurable value, but it is crowded and disputes over lead quality are common, so easiest is overstated.
· denied 0 ·
Selling qualified leads to businesses is the easiest AI service to sell because the value is immediately measurable
Leans partly right- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“You're selling money, it's a clear value proposition, it's an easy yes”
- Leans partly right AI guessLead generation is a long-established service with clear ROI, but it is crowded and lead quality disputes are common.
- Leans partly right AI guessLead generation has clear measurable value, but it is crowded and disputes over lead quality are common, so easiest is overstated.
Building custom AI agents for businesses is the biggest opportunity because it attacks their labor costs and few people can do it
UnknownA forward-looking ranking by someone selling an agent platform; no independent data on agency-builder earnings exists yet.
· denied 0 ·
Building custom AI agents for businesses is the biggest opportunity because it attacks their labor costs and few people can do it
Unknown- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“it is the S of the S of the S”
- Unknown AI guessA forward-looking ranking by someone selling an agent platform; no independent data on agency-builder earnings exists yet.
Most online advice on making money with AI comes from people who have not made money with AI
UntestableAn unverifiable characterization of other creators.
· denied 0 ·
Most online advice on making money with AI comes from people who have not made money with AI
Untestable- The Only 14 Ways to Make Money with AI in 2026 (Dan Martell)“Most of them haven't made a single dollar with AI.”
- Untestable AI guessAn unverifiable characterization of other creators.
Income reports published by passive-income bloggers include affiliate commissions on products recommended to readers
Leans rightStated directly in the disclosure; affiliate revenue is a standard line in such reports.
· denied 0 ·
Income reports published by passive-income bloggers include affiliate commissions on products recommended to readers
Leans right- My December 2014 Monthly Income Report (Smart Passive Income)“if you choose to make a purchase through that link, I will earn a commission”
- Almost certainly right AI guessStated directly in the disclosure; affiliate revenue is a standard line in such reports.
Commission-free brokerage increased retail trading frequency and volume.
Leans rightElimination of commissions fuelled a retail participation boom and rise in day trading; retail options volume grew 143-224% from Nov 2019 to Jul 2021 (descriptive, not a causal test).
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Commission-free brokerage increased retail trading frequency and volume.
Leans right- Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) (Ross Cameron - Warrior Trading)“commission free trading really changed the game because it allowed people to jump in and out without paying a fee”
- Very likely right AI guessRetail share of volume and trade counts rose sharply after US brokers went to zero commissions in 2019.
- Leans right Retail options study (Bryzgalova et al.) lines 393-396Elimination of commissions fuelled a retail participation boom and rise in day trading; retail options volume grew 143-224% from Nov 2019 to Jul 2021 (descriptive, not a causal test).
- Leans right Brazil day-trader study (Chague et al.) lines 475-476A strong late-2018 increase in Brazilian day traders is explained in part by retail brokerages zeroing fees for day traders to lure new investors.
- Leans wrong eToro crypto retail study (Kogan et al.) lines 948-961After eToro removed commissions on unlevered stock trades in 18 countries in Apr-May 2019, active investors showed no increase in rebalancing in response to returns (Table A4); a narrow test of trading intensity, not of volume or frequency overall, so only weak evidence against.
Course and MLM sellers target stay-at-home mothers seeking flexible income.
Leans rightMLM participant surveys skew heavily toward women seeking flexible work, and the same demographic is targeted by creator-course marketing.
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Course and MLM sellers target stay-at-home mothers seeking flexible income.
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“And who's that most appealing to? The people who are staying home and raising their children.”
- Probably right AI guessMLM participant surveys skew heavily toward women seeking flexible work, and the same demographic is targeted by creator-course marketing.
- Leans partly right AARP MLM survey 2018 lines 306-313Only 16% of participants were stay-at-home parents when they joined; 40% were full-time employees seeking extra income, 12% students and 11% part-timers, so stay-at-home mothers are one target group, not the main one (60% of participants were women).
- Leans partly right FTC MLM income disclosure report 2024 lines 439-443A reproduced MLM opportunity page pitches explicitly to 'a stay-at-home mom wanting to boost your budget' alongside professionals wanting to escape the nine-to-five; one example of the targeting, not a survey of it.
In MLMs the product is incidental; the income pitch is the real product and recruitment saturates the market.
Leans rightIncome disclosures and regulator analyses show most MLM participants lose money once recruitment saturates.
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In MLMs the product is incidental; the income pitch is the real product and recruitment saturates the market.
Leans right- The Creator Economy Is a Scam (Taylor Lorenz)“The product is a placeholder to keep them out of legal hot water. What they're selling is opportunity.”
- Very likely right AI guessIncome disclosures and regulator analyses show most MLM participants lose money once recruitment saturates.
- Leans right Taylor, The Case against MLM lines 236-239Taylor's analysis of 350 MLM pay plans concludes the defining flaw is an endless chain of recruiting participants as the primary customers, with plans that assume infinite and virgin markets that do not exist.
- Leans partly right AARP MLM survey 2018 lines 128-13391% of participants joined at least partly to make money and only 9% joined solely for the product discount, supporting the income pitch as the main draw; the product is not shown to be incidental (43% also wanted the discount).
- Leans partly right FTC MLM income disclosure report 2024 lines 1281-1286At least 16 disclosures reclassify every zero-income participant as a customer or 'inactive' and six claim low earners joined just for discounts, with no basis given; this is the companies' framing of the product as the draw, which the FTC finds unsupported.
Platforms push ordinary users into creator programs because free content benefits the platform.
Leans partly rightPlatforms do onboard new accounts into creator and bonus programs; the incentive is clear even if the motive is inferred.
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Platforms push ordinary users into creator programs because free content benefits the platform.
Leans partly right- The Creator Economy Is a Scam (Taylor Lorenz)“the tech companies also they want you to spend more time on the app and they want you to create content for them”
- Probably partly right AI guessPlatforms do onboard new accounts into creator and bonus programs; the incentive is clear even if the motive is inferred.
Content about being a content creator attracts no audience; successful creators offer a specific subject or skill.
Leans partly rightAudience growth tracks a distinct topic or persona; meta-content about posting rarely builds a following.
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Content about being a content creator attracts no audience; successful creators offer a specific subject or skill.
Leans partly right- The Creator Economy Is a Scam (Taylor Lorenz)“that is the least type of engaging content that you can possibly make”
- Probably partly right AI guessAudience growth tracks a distinct topic or persona; meta-content about posting rarely builds a following.
Leveraged options positions lose everything on modest adverse moves and can lose more than the amount invested.
Leans partly rightBought options cap loss at the premium but expire worthless often; written or margined positions can exceed invested capital.
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Leveraged options positions lose everything on modest adverse moves and can lose more than the amount invested.
Leans partly right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“he kind of glosses over that if it moves against you at all that you will materially uh you know lose everything”
- Probably partly right AI guessBought options cap loss at the premium but expire worthless often; written or margined positions can exceed invested capital.
- Leans partly right ESMA CFD intervention 2018 lines 121-128For leveraged CFDs (not options) ESMA finds high leverage makes positions sensitive to small price moves and investors risk losing all or more than their initial margin; a bought option cannot lose more than its premium.
Quitting a job to trade costs lost wages and career progress on top of trading losses.
Leans rightOpportunity cost and resume gaps are real; most who try full-time trading return to employment.
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Quitting a job to trade costs lost wages and career progress on top of trading losses.
Leans right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“you don't just lose some of your savings you can also sort of harm your career”
- Very likely right AI guessOpportunity cost and resume gaps are real; most who try full-time trading return to employment.
- Leans partly right Brazil day-trader study (Chague et al.) lines 219-229Only 8 of 1,551 persistent day traders (0.5%) earned more than a bank teller's starting salary, so for nearly all, trading income would not replace the wage given up.
Even a world-class return on a small account earns less than a salary, so trading a small account as a primary income is a mistake.
Leans rightTop long-run investor records are around twenty percent a year; applied to typical retail capital that is below median wages.
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Even a world-class return on a small account earns less than a salary, so trading a small account as a primary income is a mistake.
Leans right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“your return is 20 000 a year you need to get a job”
- Very likely right AI guessTop long-run investor records are around twenty percent a year; applied to typical retail capital that is below median wages.
- Leans partly right Brazil day-trader study (Chague et al.) lines 407-41499.5% of persistent day traders earned less than a bank teller; the top eight beat that wage only with daily profit standard deviations of US$632-3,308, and account size is not examined.
Dropshipping and marketplace reselling is ordinary retail competing with giants on thin margins.
Leans rightMarketplace sellers face fee stacks, price competition and platform control; survey data show most small sellers earn little.
· denied 0 ·
Dropshipping and marketplace reselling is ordinary retail competing with giants on thin margins.
Leans right- The Truth About "Trading Gurus" From a Hedge Fund Manager (Coffeezilla)“if you're buying stuff we'll say cheaply from a manufacturer and selling it to someone else that's a shop that's called a shop”
- Probably right AI guessMarketplace sellers face fee stacks, price competition and platform control; survey data show most small sellers earn little.
- Leans partly right FTC v. Automators complaint lines 480-486Empire's model bought items from other retailers after a sale and resold them on Amazon 'for a small profit taking advantage of the price difference'; confirms thin margins for this arbitrage-dropship variant only.
Starting or joining a startup is the most reliable way to get rich by compressing a career's work into a few years.
Leans wrongStartups produce many self-made fortunes, but most fail and median founder and early-employee payoffs are near zero, so they are high-variance rather than reliable.
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Starting or joining a startup is the most reliable way to get rich by compressing a career's work into a few years.
Leans wrong- How to Make Wealth (paulgraham.com)“I think your best bet would be to start or join a startup. That's been a reliable way to get rich for hundreds of years.”
- Leans wrong AI guessStartups produce many self-made fortunes, but most fail and median founder and early-employee payoffs are near zero, so they are high-variance rather than reliable.
- Leans partly right AI guessStartups produce many of the self-made fortunes, but most fail and the median founder payoff is near zero, so 'reliable' overstates it.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 1027-1052Incorporated entrepreneurship offers fat-tailed upside (a 90th-percentile entrepreneur earns 30% more than his own earnings as a 90th-percentile employee) with bounded downside since those who quit return to salaried work at their old wage, but only ~0.8% of salaried workers incorporate a year, the gains concentrate in high-skill rule-breakers, and the paper measures hourly earnings, not getting rich; nothing supports 'most reliable'.
Wealth is created by making things people want, not redistributed from a fixed pie.
Leans rightLong-run growth in real output is the standard evidence against zero-sum wealth.
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Wealth is created by making things people want, not redistributed from a fixed pie.
Leans right- How to Make Wealth (paulgraham.com)“there is not a fixed amount of wealth in the world. You can make more wealth.”
- Very likely right AI guessLong-run growth in real output is the standard evidence against zero-sum wealth.
Getting rich requires work whose value is measured and decisions with leverage, which safe jobs lack.
Leans partly rightA useful framing consistent with where large fortunes arise, but it is a heuristic rather than a tested model.
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Getting rich requires work whose value is measured and decisions with leverage, which safe jobs lack.
Leans partly right- How to Make Wealth (paulgraham.com)“To get rich you need to get yourself in a situation with two things, measurement and leverage.”
- Probably partly right AI guessA useful framing consistent with where large fortunes arise, but it is a heuristic rather than a tested model.
Startup payoffs are so skewed that the mean is large but the median is roughly zero.
Leans rightVenture return data show power-law outcomes with most companies returning nothing to founders.
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Startup payoffs are so skewed that the mean is large but the median is roughly zero.
Leans right- How to Make Wealth (paulgraham.com)“If the mean is 30x, the median is probably zero. Most startups tank”
- Very likely right AI guessVenture return data show power-law outcomes with most companies returning nothing to founders.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 819-835Entrepreneur earnings are right-skewed: incorporated owners' mean residual hourly earnings are 48% above salaried workers versus 28% at the median (18% vs 6% within-person), but the median is clearly positive, not zero; the paper measures owners' hourly earnings, not startup equity payoffs.
Big upside always comes with a real possibility of loss; a job that feels safe cannot make you rich.
Leans rightRisk-return trade-offs are general; counterexamples exist via long compounding of savings, so it is not absolute.
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Big upside always comes with a real possibility of loss; a job that feels safe cannot make you rich.
Leans right- How to Make Wealth (paulgraham.com)“If you're in a job that feels safe, you are not going to get rich”
- Probably right AI guessRisk-return trade-offs are general; counterexamples exist via long compounding of savings, so it is not absolute.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 1027-1052Incorporated self-employment has fat tails both ways (the 10th-percentile incorporated earns 10% less than his own earnings as a bottom-decile employee, the 90th-percentile 30% more), but the downside is bounded because failed entrepreneurs return to salaried work at essentially their old wage; the paper does not test whether a salaried job can make one rich.
Developing a technique others can reuse gives leverage that one-customer-at-a-time service work lacks.
Leans rightScalable products have near-zero marginal cost while services scale with hours; this is why software fortunes dwarf service ones.
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Developing a technique others can reuse gives leverage that one-customer-at-a-time service work lacks.
Leans right- How to Make Wealth (paulgraham.com)“when you discover a new way to do things, its value is multiplied by all the people who use it”
- Probably right AI guessScalable products have near-zero marginal cost while services scale with hours; this is why software fortunes dwarf service ones.
Number of users is the best measure of whether a startup has created wealth.
Leans partly rightUsage is a strong signal but can be bought or unmonetizable; revenue and retention matter too.
· denied 0 ·
Number of users is the best measure of whether a startup has created wealth.
Leans partly right- How to Make Wealth (paulgraham.com)“Users are the only real proof that you've created wealth.”
- Probably partly right AI guessUsage is a strong signal but can be bought or unmonetizable; revenue and retention matter too.
Trying to capture market returns while avoiding their volatility through trading or leverage usually fails.
Leans rightInvestor return-gap studies show timing and tactical strategies underperform buy-and-hold on average.
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Trying to capture market returns while avoiding their volatility through trading or leverage usually fails.
Leans right- The Psychology of Money (Collaborative Fund)“Take the return while trying to avoid the volatility that comes along with it.”
- Probably right AI guessInvestor return-gap studies show timing and tactical strategies underperform buy-and-hold on average.
Financial outcomes depend more on behavior such as saving and patience than on financial knowledge.
Leans partly rightBehavior-gap research supports it, but knowledge and income still matter; the examples given are anecdotes.
· denied 0 ·
Financial outcomes depend more on behavior such as saving and patience than on financial knowledge.
Leans partly right- The Psychology of Money (Collaborative Fund)“managing money isn’t necessarily about what you know; it’s how you behave.”
- Probably partly right AI guessBehavior-gap research supports it, but knowledge and income still matter; the examples given are anecdotes.
Visible luxury spending is evidence of money spent, not of wealth held.
Leans rightMillionaire-household studies show modest consumption; conspicuous spending correlates poorly with net worth.
· denied 0 ·
Visible luxury spending is evidence of money spent, not of wealth held.
Leans right- The Psychology of Money (Collaborative Fund)“Wealth, in fact, is what you don’t see. It’s the cars not purchased. The diamonds not bought.”
- Very likely right AI guessMillionaire-household studies show modest consumption; conspicuous spending correlates poorly with net worth.
Long-term investors who follow short-term traders' price signals get hurt when the traders' game ends.
Leans rightBubble episodes show late long-horizon buyers absorbing losses when momentum traders exit.
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Long-term investors who follow short-term traders' price signals get hurt when the traders' game ends.
Leans right- The Psychology of Money (Collaborative Fund)“if you start taking cues from people playing a different game than you are, you are bound to be fooled”
- Probably right AI guessBubble episodes show late long-horizon buyers absorbing losses when momentum traders exit.
Frequent tinkering with an investment plan interrupts compounding and lowers returns.
Leans rightBrokerage studies find the most active retail accounts underperform the least active after costs.
· denied 0 ·
Frequent tinkering with an investment plan interrupts compounding and lowers returns.
Leans right- The Psychology of Money (Collaborative Fund)“people take actions that ultimately just interrupts the execution of a good plan”
- Very likely right AI guessBrokerage studies find the most active retail accounts underperform the least active after costs.
Brands will pay for AI-generated UGC-style ad videos on monthly retainers.
Leans partly rightSome brands buy AI UGC creative, but many avoid synthetic-looking ads and retainers to individuals are unproven at scale.
· denied 0 ·
Brands will pay for AI-generated UGC-style ad videos on monthly retainers.
Leans partly right- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“A brand pays you a flat fee every month for a specific batch of videos.”
- Leans partly right AI guessAI UGC tools have paying brand customers, but many brands avoid synthetic-looking creative and retainers to individuals are unproven at scale.
- Leans partly right AI guessSome brands buy AI UGC creative, but many avoid synthetic-looking ads and retainers to individuals are unproven at scale.
Service-based side hustles tie income to hours worked, so they do not scale into passive income.
Leans rightDefinitional for services; income stops when delivery stops unless a team is hired.
· denied 0 ·
Service-based side hustles tie income to hours worked, so they do not scale into passive income.
Leans right- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“The money exists because you keep showing up. You are chained to your work.”
- Very likely right AI guessDefinitional for services; income stops when delivery stops unless a team is hired.
Most AI side hustles promoted online never earn their operator a dollar.
Leans partly rightConsistent with survey data on side-hustle earnings, though stated without evidence by a promoter of the remaining five.
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Most AI side hustles promoted online never earn their operator a dollar.
Leans partly right- 5 Proven Ways To Make Money With AI (No Experience) (Iman Gadzhi)“There are a ton AI side hustles out there that sound incredible in theory, but most never make a dollar.”
- Probably partly right AI guessConsistent with survey data on side-hustle earnings, though stated without evidence by a promoter of the remaining five.
Any simple trading system stops working once it becomes widely known, because others arbitrage it away.
Leans rightPublished anomalies decay after publication in academic studies; sold trading robots cannot escape this.
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Any simple trading system stops working once it becomes widely known, because others arbitrage it away.
Leans right- Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles (The Plain Bagel)“any simple system gets noticed and then stops working and so you're always scrambling for new things”
- Very likely right AI guessPublished anomalies decay after publication in academic studies; sold trading robots cannot escape this.
Guru pitches sell a single secret that replaces the sustained effort real trading requires.
UntestableA description of marketing rhetoric rather than a measurable claim.
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Guru pitches sell a single secret that replaces the sustained effort real trading requires.
Untestable- Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles (The Plain Bagel)“they try and act like they just need to tell you one secret and you're you're done”
- Untestable AI guessA description of marketing rhetoric rather than a measurable claim.
Correctly predicting a technology's success does not make buying its early companies profitable.
Leans rightDot-com baskets bought in the late 1990s lost most of their value despite the internet succeeding; the same held for many crypto tokens.
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Correctly predicting a technology's success does not make buying its early companies profitable.
Leans right- Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles (The Plain Bagel)“knowing that something will be big doesn't mean that you'll make money out of it”
- Very likely right AI guessDot-com baskets bought in the late 1990s lost most of their value despite the internet succeeding; the same held for many crypto tokens.
Speculative booms draw in young inexperienced traders who mistake the boom for insight.
Leans rightA 1% rise in Bitcoin price is followed by about a 1% rise in daily active crypto-app users (causal per the Kazakhstan price-shock event study), 40% of users are men under 35 vs 26% of the population, and young men are 1.5-3x more price-sensitive than older men or women, consistent with feedback trading; the paper infers but does not measure that entrants mistake the boom for insight.
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Speculative booms draw in young inexperienced traders who mistake the boom for insight.
Leans right- Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles (The Plain Bagel)“there's a very excited kind of young audience for many many of these uh kind of well we'll say the meme stocks”
- Probably partly right AI guessBrokerage demographics during 2020-21 and the dot-com era show young new entrants, who in studies underperform.
- Leans right BIS crypto retail adoption paper lines 139-148A 1% rise in Bitcoin price is followed by about a 1% rise in daily active crypto-app users (causal per the Kazakhstan price-shock event study), 40% of users are men under 35 vs 26% of the population, and young men are 1.5-3x more price-sensitive than older men or women, consistent with feedback trading; the paper infers but does not measure that entrants mistake the boom for insight.
- Leans partly right Retail options study (Bryzgalova et al.) lines 39-44Commission-free brokerages attracted an unprecedented inflow of mainly young, tech-savvy yet inexperienced investors (Robinhood 22.5m active users in 2021), with retail options trading growing fastest during the 2020-21 frenzies; whether they mistook the boom for insight is not tested.
- Leans partly right eToro crypto retail study (Kogan et al.) lines 572-580Roughly half of the 200,000 eToro traders were new to trading (under a year), under 35 and had under $10,000 liquid wealth, and crypto's share of platform dollars swelled to over 85% at the 2017 peak; descriptive support for boom-era entry by young novices without testing their beliefs.
Faceless niches such as narrated stories, listicles and screen tutorials have proven audiences.
Leans rightLarge faceless channels exist in each format; survivorship bias hides the many that got no views.
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Faceless niches such as narrated stories, listicles and screen tutorials have proven audiences.
Leans right- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“All of these niches are already proven to work. They already have huge viewership and they definitely can make money.”
- Probably right AI guessLarge faceless channels exist in each format; survivorship bias hides the many that got no views.
Affiliate links let a channel earn before it meets platform monetization thresholds.
Leans rightAffiliate programs have no subscriber requirement; earnings still depend on views.
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Affiliate links let a channel earn before it meets platform monetization thresholds.
Leans right- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“You can technically make affiliate income before you ever qualify for AdSense.”
- Very likely right AI guessAffiliate programs have no subscriber requirement; earnings still depend on views.
YouTube channel growth is driven by occasional breakout videos, so persistence matters more than any single upload.
Leans partly rightView distributions are heavy-tailed, but persistence alone does not produce a breakout without a resonant topic.
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YouTube channel growth is driven by occasional breakout videos, so persistence matters more than any single upload.
Leans partly right- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“one single video can completely change the trajectory of a channel”
- Probably partly right AI guessView distributions are heavy-tailed, but persistence alone does not produce a breakout without a resonant topic.
- Leans partly right Talent vs luck simulation lines 479-485Model-level support only: success comes from catching rare lucky events, so broadening activity and producing more raises the chance of one, consistent with persistence mattering more than any single attempt; YouTube itself is not studied.
YouTube ad revenue can become significant income once a channel is monetized.
Leans wrongMost monetized channels earn little from ads, so significant income is the exception rather than what monetization typically brings.
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YouTube ad revenue can become significant income once a channel is monetized.
Leans wrong- How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) (Joshua Mayo)“this can potentially become a pretty significant uh source of income for your YouTube channel”
- Leans partly right AI guessAd RPMs vary enormously by niche and most monetized channels earn modest amounts; significant income requires large sustained views.
- Leans wrong AI guessMost monetized channels earn little from ads, so significant income is the exception rather than what monetization typically brings.
Assigning a purchase contract to an end buyer earns a wholesale fee without buying the property.
Leans rightContract assignment is an established practice, though several states now require licensing or disclosure for it.
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Assigning a purchase contract to an end buyer earns a wholesale fee without buying the property.
Leans right- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“instead of actually having to go buy it from the seller he can sell this contract right here to a buyer”
- Very likely right AI guessContract assignment is an established practice, though several states now require licensing or disclosure for it.
Direct-to-seller marketing costs money but yields larger wholesale spreads than sourcing from the MLS or other wholesalers.
Leans partly rightRemoving intermediaries raises the spread per deal, but marketing cost per closed deal is substantial and rising with competition.
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Direct-to-seller marketing costs money but yields larger wholesale spreads than sourcing from the MLS or other wholesalers.
Leans partly right- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“with direct marketing you're going direct to the seller so there's no other middleman therefore you're going to have bigger spreads”
- Probably partly right AI guessRemoving intermediaries raises the spread per deal, but marketing cost per closed deal is substantial and rising with competition.
Wholesale deal flow scales roughly linearly with outbound call volume at a given skill level.
Leans partly rightVolume raises deal count, but list quality and diminishing returns on the same leads make it sub-linear.
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Wholesale deal flow scales roughly linearly with outbound call volume at a given skill level.
Leans partly right- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“if we are the same skill level and I make twice as many calls as you I'm gonna get twice as many deals as you”
- Leans partly right AI guessVolume raises deal count, but list quality and diminishing returns on the same leads make it sub-linear.
A due-diligence clause lets a wholesaler cancel a contract and recover the deposit if no buyer appears.
Leans rightStandard contingency mechanics where sellers accept them; regulators object because sellers bear the cost of tied-up contracts.
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A due-diligence clause lets a wholesaler cancel a contract and recover the deposit if no buyer appears.
Leans right- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“if you back out on day 29 you get all your money back with no issues”
- Very likely right AI guessStandard contingency mechanics where sellers accept them; regulators object because sellers bear the cost of tied-up contracts.
Most seller leads convert only after many follow-up contacts, so a CRM and persistent follow-up are essential.
Leans partly rightMulti-touch conversion is a general sales finding; the specific count is folklore.
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Most seller leads convert only after many follow-up contacts, so a CRM and persistent follow-up are essential.
Leans partly right- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“the average person that is actually closed takes seven touches that means you would have had to talk to them seven times”
- Probably partly right AI guessMulti-touch conversion is a general sales finding; the specific count is folklore.
Meeting sellers in person yields better purchase prices than closing by phone.
Leans partly rightIn-person rapport plausibly improves negotiation, but it is self-reported practice without controlled comparison.
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Meeting sellers in person yields better purchase prices than closing by phone.
Leans partly right- Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] (Ryan Pineda)“it's just easier to get deals when you're sitting in the seller's living room”
- Leans partly right AI guessIn-person rapport plausibly improves negotiation, but it is self-reported practice without controlled comparison.
Bitcoin follows a four-year halving cycle with predictable peaks, year-long corrections and deep drawdowns
Leans wrongThree past cycles loosely fit the pattern, which is too few to call peaks predictable, and ETF-era flows have already broken the timing.
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Bitcoin follows a four-year halving cycle with predictable peaks, year-long corrections and deep drawdowns
Leans wrong- the crypto strategy im using to make millions again. (Brian Jung)“Bitcoin follows a 4-year having cycle. Every cycle peaks 12 to 18 months post having, then there's often a 12-month correction.”
- Leans partly right AI guessThree past cycles roughly fit the pattern, but that is too few observations to make it a reliable forecasting rule and ETF-era flows have already changed the dynamics.
- Leans wrong AI guessThree past cycles loosely fit the pattern, which is too few to call peaks predictable, and ETF-era flows have already broken the timing.
Crypto positions can go to zero; it is a high-risk market where the upside does not come without the downside
Leans rightThousands of tokens have gone to effectively zero and even large coins have had 80 percent drawdowns; the risk is well documented.
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Crypto positions can go to zero; it is a high-risk market where the upside does not come without the downside
Leans right- the crypto strategy im using to make millions again. (Brian Jung)“This is a market where it is truly the wild, wild west. Things can always go to zero”
- Very likely right AI guessThousands of tokens have gone to effectively zero and even large coins have had 80 percent drawdowns; the risk is well documented.
- Leans partly right BIS crypto retail adoption paper lines 437-451Multiple boom-bust cycles left a simulated median retail entrant down 48% and 75-81% of users with losses, while a few made large gains; demonstrates severe downside, not positions going to zero.
- Leans partly right eToro crypto retail study (Kogan et al.) lines 1019-1022Bitcoin fell about 65% from the start of January to February 2018 and crypto daily return volatility (0.053) is double that of stocks (0.027) in the sample; confirms high risk without any position going to zero.
Retail investors have a stronger edge in crypto than in stocks because they are not competing with institutions and insiders
Leans wrongOn-chain data show small holders (<1 BTC) buy as Bitcoin rises while whales and miners sell, so larger and more sophisticated investors profit at retail's expense even in calm periods, and 73-81% of retail entrants likely lost money; retail is the counterparty of insiders, not free of them.
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Retail investors have a stronger edge in crypto than in stocks because they are not competing with institutions and insiders
Leans wrong- the crypto strategy im using to make millions again. (Brian Jung)“you're able to have a much stronger definitive edge and you're not competing against players who have inside information”
- Probably wrong AI guessCrypto markets are dominated by bots, market makers, exchanges and insiders with token allocations; studies of retail crypto traders find most lose money.
- Leans wrong BIS crypto retail adoption paper lines 200-208On-chain data show small holders (<1 BTC) buy as Bitcoin rises while whales and miners sell, so larger and more sophisticated investors profit at retail's expense even in calm periods, and 73-81% of retail entrants likely lost money; retail is the counterparty of insiders, not free of them.
Interest-rate cuts are liquidity events that flow into crypto and start rallies
Leans partly rightCrypto prices have moved with easy-money conditions since 2020, but the link is loose and lagged and cuts have not reliably started rallies.
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Interest-rate cuts are liquidity events that flow into crypto and start rallies
Leans partly right- the crypto strategy im using to make millions again. (Brian Jung)“one, two, or maybe three different rate cuts which are true liquidity events that do eventually flow back into crypto”
- Leans partly right AI guessCrypto has correlated with easy money since 2020, but the speaker's own prior thesis on cuts failed and the relationship is loose and lagged.
- Leans partly right AI guessCrypto prices have moved with easy-money conditions since 2020, but the link is loose and lagged and cuts have not reliably started rallies.
AI agents will soon help individual traders earn more than professional fund managers
UnknownNo independent evidence exists that retail AI trading agents beat professionals; the same tools are available to institutions with more data and capital.
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AI agents will soon help individual traders earn more than professional fund managers
Unknown- the crypto strategy im using to make millions again. (Brian Jung)“there are going to be AI agents that are able to help you as a trader or investor make more money than a well-fund manager”
- Unknown AI guessNo independent evidence exists that retail AI trading agents beat professionals; the same tools are available to institutions with more data and capital.
MLM product margins are too thin for a distributor to build a large business on them
Leans partly rightPer-unit margins are modest after required purchases and upline cuts, but the bigger problem is that most distributors sell little product at all.
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MLM product margins are too thin for a distributor to build a large business on them
Leans partly right- How To Get Rich In MLM And Direct Sales (Myron Golden)“network marketing is just like the the margins are too small for me.”
- Probably partly right AI guessPer-unit margins are modest after required purchases and upline cuts, but the bigger problem is that most distributors sell little product at all.
- Leans right Taylor, The Case against MLM lines 2187-2193Taylor notes MLM front-line distributors get usually under 10% commission on product sales versus 20-50% in ordinary direct sales, so recruiting a downline is vital to any significant income.
An MLM distributorship is not the distributor's own business; the company can terminate it at any time without cause
Leans rightStandard MLM distributor agreements include at-will termination and the company owns the customer and downline data.
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An MLM distributorship is not the distributor's own business; the company can terminate it at any time without cause
Leans right- How To Get Rich In MLM And Direct Sales (Myron Golden)“The company can terminate the distributor at any time for any reason without notice.”
- Very likely right AI guessStandard MLM distributor agreements include at-will termination and the company owns the customer and downline data.
Building your own email list and audience before promoting an MLM protects your income from comp-plan changes or termination
Leans partly rightOwning an audience does reduce dependence on one vendor, but it mostly shifts the business to selling courses and books rather than making the MLM itself pay.
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Building your own email list and audience before promoting an MLM protects your income from comp-plan changes or termination
Leans partly right- How To Get Rich In MLM And Direct Sales (Myron Golden)“they were on my email list before they ever came became a distributor for that company”
- Leans partly right AI guessOwning an audience does reduce dependence on one vendor, but it mostly shifts the business to selling courses and books rather than making the MLM itself pay.
People who need money are the worst MLM recruits; those who do not need it succeed
Leans partly rightRecruits with existing networks and capital do outperform, but the claim mostly describes who survives the attrition rather than a mechanism that helps recruits.
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People who need money are the worst MLM recruits; those who do not need it succeed
Leans partly right- How To Get Rich In MLM And Direct Sales (Myron Golden)“Many of the people who need money, they want it the least. And the people who don't need the money want it the most.”
- Leans partly right AI guessRecruits with existing networks and capital do outperform, but the claim mostly describes who survives the attrition rather than a mechanism that helps recruits.
A recurring passive income stream is financially equivalent to a lump sum invested at a fixed yield
Leans partly rightThe arithmetic holds but the equivalence ignores that business cash flow is riskier, less durable and less transferable than invested capital.
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A recurring passive income stream is financially equivalent to a lump sum invested at a fixed yield
Leans partly right- How To Get Rich In MLM And Direct Sales (Myron Golden)“Anything you do that brings in a passive $5,000 a month is the equivalent to having a million dollar invested at 6%.”
- Leans partly right AI guessThe arithmetic holds but the equivalence ignores that business cash flow is riskier, less durable and less transferable than invested capital.
Publishing a book or course makes you an authority that prospects say yes to before hearing the offer
Leans wrongAuthority signals help conversion modestly, but most self-published books and courses reach few readers and do not presell prospects.
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Publishing a book or course makes you an authority that prospects say yes to before hearing the offer
Leans wrong- How To Get Rich In MLM And Direct Sales (Myron Golden)“When I become an author, I become an authority.”
- Leans partly right AI guessPerceived authority does raise conversion in sales, but self-published books rarely sell and the effect depends on reaching an audience first.
- Leans wrong AI guessAuthority signals help conversion modestly, but most self-published books and courses reach few readers and do not presell prospects.
People fail to get rich because they never do the math on what it takes, not because it is hard
UntestableThis is a motivational framing; goal arithmetic is trivial and the difficulty lies in customer acquisition and retention, which the framing waves away.
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People fail to get rich because they never do the math on what it takes, not because it is hard
Untestable- How To Get Rich In MLM And Direct Sales (Myron Golden)“People don't get to the millions because they don't do the math. Not because it's so hard.”
- Untestable AI guessThis is a motivational framing; goal arithmetic is trivial and the difficulty lies in customer acquisition and retention, which the framing waves away.
Visitors judge a store's trustworthiness within seconds, so generic-looking stores lose sales before the copy is read
Leans partly rightWeb credibility research supports fast first impressions, but the effect size on conversion for dropshipping stores is not independently measured.
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Visitors judge a store's trustworthiness within seconds, so generic-looking stores lose sales before the copy is read
Leans partly right- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“when a visitor does come to your website, trust gets decided in the first 2 seconds.”
- Leans partly right AI guessWeb credibility research supports fast first impressions, but the effect size on conversion for dropshipping stores is not independently measured.
Finding a winning ad requires testing many creatives and angles at once; a single ad almost never succeeds
Leans partly rightCreative testing is standard practice and improves odds, but it multiplies the budget required and most tests still lose money.
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Finding a winning ad requires testing many creatives and angles at once; a single ad almost never succeeds
Leans partly right- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“You win by testing a bunch at the same time and letting the data tell you which ones are actually working”
- Probably partly right AI guessCreative testing is standard practice and improves odds, but it multiplies the budget required and most tests still lose money.
Leaving detailed ad targeting blank lets the ad platform's algorithm find buyers better than manual targeting
Leans partly rightBroad targeting is the platform's own recommendation and works for conversion-optimised campaigns with enough budget, but small accounts often lack the data for it to learn.
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Leaving detailed ad targeting blank lets the ad platform's algorithm find buyers better than manual targeting
Leans partly right- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“you should be leaving detailed targeting completely blank.”
- Probably partly right AI guessBroad targeting is the platform's own recommendation and works for conversion-optimised campaigns with enough budget, but small accounts often lack the data for it to learn.
Paid-ad dropshipping is only profitable when revenue per ad dollar clears product cost, fees and shipping
Leans rightReturn on ad spend must exceed the inverse of the margin after goods and fees; this is basic unit economics.
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Paid-ad dropshipping is only profitable when revenue per ad dollar clears product cost, fees and shipping
Leans right- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“for ROAS, here you want anything above 2.0 because that probably means that you're going to be in a good amount of profit.”
- Very likely right AI guessReturn on ad spend must exceed the inverse of the margin after goods and fees; this is basic unit economics.
Students of dropshipping coaching programs collectively generate tens of millions in sales
Leans wrongEmpire consistently claimed hundreds of clients generating over $150 million in revenue; the FTC alleges this was false and most clients lost money, so this type of aggregate-sales claim was fabricated in at least this case.
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Students of dropshipping coaching programs collectively generate tens of millions in sales
Leans wrong- How to Actually Start Shopify Dropshipping in 2026 (Ac Hampton)“my students crossing over $50 million combined and counting”
- Leans wrong FTC v. Automators complaint lines 522-525Empire consistently claimed hundreds of clients generating over $150 million in revenue; the FTC alleges this was false and most clients lost money, so this type of aggregate-sales claim was fabricated in at least this case.
- Unknown AI guessVendor-reported aggregate revenue with no audit, no count of students who paid, and revenue is not profit.
Retail and online arbitrage needs the least capital but cannot scale into a business because supply is capped by store purchase limits
Leans rightClearance deals are one-off and retailers cap quantities, so arbitrage income is irregular and labour-intensive; this is widely acknowledged even by its promoters.
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Retail and online arbitrage needs the least capital but cannot scale into a business because supply is capped by store purchase limits
Leans right- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“it's only recommended for people who just go for shopping and they want to make a quick buck here and there”
- Probably right AI guessClearance deals are one-off and retailers cap quantities, so arbitrage income is irregular and labour-intensive; this is widely acknowledged even by its promoters.
Wholesale reselling of branded products on Amazon needs no ads because demand already exists on the listing
Leans partly rightDemand on existing listings is real, but brand gating and buy-box competition with other resellers squeeze margins on popular items.
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Wholesale reselling of branded products on Amazon needs no ads because demand already exists on the listing
Leans partly right- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“people are already buying brandame products. So, you won't have to even create any demand. You don't even have to run any ads”
- Leans partly right AI guessDemand is real, but every other wholesaler can join the same listing, so margins get competed down to near nothing on popular items.
- Leans partly right AI guessDemand on existing listings is real, but brand gating and buy-box competition with other resellers squeeze margins on popular items.
Third-party sellers cannot win listings where Amazon itself sells, because Amazon undercuts on price and holds the buy box
Leans rightAmazon retail has structural cost advantages and the buy-box algorithm favours price, so competing on its own listings is a well-known losing proposition.
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Third-party sellers cannot win listings where Amazon itself sells, because Amazon undercuts on price and holds the buy box
Leans right- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“if Amazon's on the listing, my friend, you are never going to win on Amazon because Amazon will sell the product cheaper than you.”
- Probably right AI guessAmazon retail has structural cost advantages and the buy-box algorithm favours price, so competing on its own listings is a well-known losing proposition.
Selling on another brand's private-label listing invites complaints that get a seller's account suspended
Leans partly rightBrand registry lets owners report unauthorised sellers and repeated complaints do lead to suspensions, though a single instance usually does not.
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Selling on another brand's private-label listing invites complaints that get a seller's account suspended
Leans partly right- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“the seller owns that listing and they will complain to Amazon and then Amazon will literally block your account if you do that multiple times.”
- Probably partly right AI guessBrand registry lets owners report unauthorised sellers and repeated complaints do lead to suspensions, though a single instance usually does not.
- Leans partly right FTC v. Automators complaint lines 496-498Intellectual-property violations were one of the two main reasons Amazon suspended most Empire-managed stores; the complaint does not detail the brand-complaint mechanism.
Sales tax or VAT charged on Amazon's fees is a hidden cost that the fee calculator understates for unregistered sellers
Leans rightIn the UK and EU, Amazon adds VAT to seller fees for non-VAT-registered sellers who cannot reclaim it, which reduces the net margin shown.
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Sales tax or VAT charged on Amazon's fees is a hidden cost that the fee calculator understates for unregistered sellers
Leans right- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“there is a hidden fee on your Amazon fees and your fulfillment cost, which is 20% VAT that is charged on this.”
- Probably right AI guessIn the UK and EU, Amazon adds VAT to seller fees for non-VAT-registered sellers who cannot reclaim it, which reduces the net margin shown.
A first wholesale order should be a small test batch to avoid being stuck with unsellable inventory
Leans rightSmall test orders limit downside from gating, undercutting or slow sales; it is standard inventory risk management.
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A first wholesale order should be a small test batch to avoid being stuck with unsellable inventory
Leans right- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“your first wholesale order should always be a test order. Meaning, it should be anywhere from 10 to 50 units of that product.”
- Probably right AI guessSmall test orders limit downside from gating, undercutting or slow sales; it is standard inventory risk management.
With personal coaching a beginner can build a six-figure Amazon business within a year
Leans wrongAutomators' $5,000 one-on-one Amazon coaching advertised students making $10,000+ a month, but the FTC alleges virtually none of its coaching clients made the advertised amounts and most did not recoup their investment.
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With personal coaching a beginner can build a six-figure Amazon business within a year
Leans wrong- Beginners Guide To Amazon FBA In 2026 (Jatz Naran)“if you still want my personal help to build a sixfigure Amazon FBA business under 12 months”
- Leans wrong FTC v. Automators complaint lines 901-905Automators' $5,000 one-on-one Amazon coaching advertised students making $10,000+ a month, but the FTC alleges virtually none of its coaching clients made the advertised amounts and most did not recoup their investment.
- Unknown AI guessVendor claim with named success stories but no data on how many clients paid versus reached that result; six-figure revenue is also not profit.
Credit-card rewards points are never worth carrying interest-bearing debt to earn
Leans rightPoints are worth about a cent each while revolving interest runs 20 to 30 percent a year, so any carried balance wipes out the rewards many times over.
· denied 0 ·
Credit-card rewards points are never worth carrying interest-bearing debt to earn
Leans right- “Crypto, MLMs—I keep falling for get-rich-quick schemes” (I Will Teach You To Be Rich)“they are not worth tens of thousands of dollars in debt just so you can get a $235 free flight”
- Almost certainly right AI guessPoints are worth about a cent each while revolving interest runs 20 to 30 percent a year, so any carried balance wipes out the rewards many times over.
Rotating debt through 0% balance-transfer offers is a gimmick that delays rather than solves overspending
Leans rightTransfers carry fees and promotional rates expire; research on balance-transfer users shows many end up with the same or larger balances.
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Rotating debt through 0% balance-transfer offers is a gimmick that delays rather than solves overspending
Leans right- “Crypto, MLMs—I keep falling for get-rich-quick schemes” (I Will Teach You To Be Rich)“anytime you find yourself talking about playing a game a gimmick a hack like 0% balance transfers that's a gimmick”
- Very likely right AI guessTransfers carry fees and promotional rates expire; research on balance-transfer users shows many end up with the same or larger balances.
Timeshares are a financial scheme that leaves buyers worse off and hard to exit
Leans rightTimeshares depreciate immediately, carry rising maintenance fees and have almost no resale market; consumer regulators treat exit scams as a direct consequence.
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Timeshares are a financial scheme that leaves buyers worse off and hard to exit
Leans right- “Crypto, MLMs—I keep falling for get-rich-quick schemes” (I Will Teach You To Be Rich)“the mlms time share time share it goes on and on”
- Very likely right AI guessTimeshares depreciate immediately, carry rising maintenance fees and have almost no resale market; consumer regulators treat exit scams as a direct consequence.
Ordinary people have little chance of out-gaming banks and credit-card companies at their own products
Leans rightCard issuers design rewards and promotional offers around revolver behaviour; their profitability depends on most customers not winning the game.
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Ordinary people have little chance of out-gaming banks and credit-card companies at their own products
Leans right- “Crypto, MLMs—I keep falling for get-rich-quick schemes” (I Will Teach You To Be Rich)“you have a very small chance of winning when you go up against multi-billion doll companies”
- Probably right AI guessCard issuers design rewards and promotional offers around revolver behaviour; their profitability depends on most customers not winning the game.
Compulsive spending is emotionally driven and needs skills or therapy, not budgeting tips
Leans partly rightCompulsive buying is a recognised behavioural pattern with evidence for cognitive-behavioural treatment, though structural changes to accounts also help.
· denied 0 ·
Compulsive spending is emotionally driven and needs skills or therapy, not budgeting tips
Leans partly right- “Crypto, MLMs—I keep falling for get-rich-quick schemes” (I Will Teach You To Be Rich)“when I'm down I usually just go on Amazon and buy a bunch of stuff because it makes me feel better”
- Probably partly right AI guessCompulsive buying is a recognised behavioural pattern with evidence for cognitive-behavioural treatment, though structural changes to accounts also help.
Schools teach nothing about money and teachers are poor, so formal education is the wrong place to learn wealth
Leans partly rightPersonal-finance education is thin in most curricula, but educational attainment remains one of the strongest predictors of lifetime income and wealth.
· denied 0 ·
Schools teach nothing about money and teachers are poor, so formal education is the wrong place to learn wealth
Leans partly right- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“When you go to school, you're lectured to by somebody is not even rich.”
- Leans partly right AI guessPersonal-finance education is thin in most curricula, but educational attainment remains one of the strongest predictors of lifetime income and wealth.
A rental property that does not cash-flow from day one should not be bought; promises it will pay later are a trap
Leans partly rightNegative-cash-flow 'value-add' deals do fail often, but renovation plays can work when underwritten carefully; the rule is conservative rather than universal.
· denied 0 ·
A rental property that does not cash-flow from day one should not be bought; promises it will pay later are a trap
Leans partly right- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“If it doesn't make money, don't buy it. And you stay there until you can have it make money.”
- Probably partly right AI guessNegative-cash-flow 'value-add' deals do fail often, but renovation plays can work when underwritten carefully; the rule is conservative rather than universal.
Raising your failure rate (more sales calls, more attempts) is how people learn to sell and succeed
Leans partly rightThe model's individual-level lesson is that since lucky events cannot be controlled, the best strategy at any talent level is to broaden activity and output to maximise exposure to lucky events; it does not model learning from failure.
· denied 0 ·
Raising your failure rate (more sales calls, more attempts) is how people learn to sell and succeed
Leans partly right- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“The reason you're failing is because you're not failing fast enough. If you're going to fail, step up your failure rate.”
- Leans partly right Talent vs luck simulation lines 479-485The model's individual-level lesson is that since lucky events cannot be controlled, the best strategy at any talent level is to broaden activity and output to maximise exposure to lucky events; it does not model learning from failure.
- Untestable AI guessMotivational framing; more attempts do mechanically produce more sales, but 'failure rate' is not a measurable cause.
Hands-on simulation games teach accounting and investing better than lectures
Leans partly rightActive learning generally beats lectures in education research, but there is no independent evidence that board-game simulations improve real financial outcomes.
· denied 0 ·
Hands-on simulation games teach accounting and investing better than lectures
Leans partly right- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“what the hand does, the mind remembers, cash flow is the only board game that teaches you accounting.”
- Leans partly right AI guessActive learning does outperform lectures in education research, but there is no independent evidence that this particular product improves financial outcomes.
- Leans partly right AI guessActive learning generally beats lectures in education research, but there is no independent evidence that board-game simulations improve real financial outcomes.
A large rental property portfolio produces monthly cash flow far exceeding a salary
Leans partly rightA large paid-down portfolio can out-earn a salary, but leveraged portfolios often cash-flow thinly and reaching that size takes decades of capital and risk.
· denied 0 ·
A large rental property portfolio produces monthly cash flow far exceeding a salary
Leans partly right- They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki (School of Hard Knocks Podcast)“15,000 time 200. I wasn't good at math, but that's more than what school teachers make.”
- Leans partly right AI guessAt portfolio scale rentals do out-earn salaries, but the claim skips the decades of capital, leverage and operating risk needed to get there; self-reported holdings are unverified.
- Leans partly right AI guessA large paid-down portfolio can out-earn a salary, but leveraged portfolios often cash-flow thinly and reaching that size takes decades of capital and risk.
Ad-platform attribution misses some purchases, so dashboard numbers understate true results
Leans rightPost-privacy-change attribution loss on Meta is well documented; advertisers routinely reconcile against store orders.
· denied 0 ·
Ad-platform attribution misses some purchases, so dashboard numbers understate true results
Leans right- I Tried Dropshipping For a Week (RAW RESULTS) (Andy Stauring)“Facebook actually didn't track one of the purchases, so it only tracked three purchases.”
- Probably right AI guessPost-privacy-change attribution loss on Meta is well documented; advertisers routinely reconcile against store orders.
Personalised low-cost jewelry sells at many times unit cost because of high perceived value
Leans partly rightMarkups on personalised jewelry are wide, but customer acquisition cost absorbs most of the spread.
· denied 0 ·
Personalised low-cost jewelry sells at many times unit cost because of high perceived value
Leans partly right- I Tried Dropshipping For a Week (RAW RESULTS) (Andy Stauring)“jewelry tends to have a pretty high perceived value. Now, I looked at the unit price for one of these. It's around $6”
- Probably partly right AI guessGross margins on such products are genuinely wide, but customer acquisition cost absorbs most of the spread.
- Leans partly right AI guessMarkups on personalised jewelry are wide, but customer acquisition cost absorbs most of the spread.
Flipping products, websites or domains only works when the market already wants the item; results are mostly timing and luck
Leans partly rightResale depends on existing demand and skilled flippers do develop an edge, but for beginners outcomes are dominated by timing.
· denied 0 ·
Flipping products, websites or domains only works when the market already wants the item; results are mostly timing and luck
Leans partly right- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“Flipping only works if somebody else already wants what you're selling.”
- Probably partly right AI guessResale depends on existing demand and skilled flippers do develop an edge, but for beginners outcomes are dominated by timing.
AI script writing removes the main barrier that stops beginners from starting a YouTube channel
Leans wrongDiscoverability and retention, not scripts, are the binding constraints, and AI lowers the scripting barrier for every competitor equally.
· denied 0 ·
AI script writing removes the main barrier that stops beginners from starting a YouTube channel
Leans wrong- I Tested 5 Claude AI Side Hustles — Only These Actually Made Money (Shane Hummus)“the biggest beginner barrier, writing the scripts, is gone.”
- Leans partly right AI guessAI does cut scripting time, but discoverability, retention and on-camera skill remain the binding constraints and AI lowers the barrier for competitors equally.
- Leans wrong AI guessDiscoverability and retention, not scripts, are the binding constraints, and AI lowers the scripting barrier for every competitor equally.
Most prediction-market users lose money; winnings concentrate in a small number of sophisticated accounts
Leans rightOn-chain analyses show a large majority of accounts are net losers with profits concentrated in a few hundred wallets, matching sportsbook and retail-trading patterns.
· denied 0 ·
Most prediction-market users lose money; winnings concentrate in a small number of sophisticated accounts
Leans right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“researchers have found that most users of Kalshi and Polymarket lose money.”
- Very likely right AI guessOn-chain analyses show a large majority of accounts are net losers with profits concentrated in a few hundred wallets, matching sportsbook and retail-trading patterns.
By labelling bets as event contracts, prediction markets operate where gambling is illegal and avoid state taxes and age limits
Leans rightFederal commodity-exchange registration is the stated basis for operating nationally; multiple states are suing on exactly this point.
· denied 0 ·
By labelling bets as event contracts, prediction markets operate where gambling is illegal and avoid state taxes and age limits
Leans right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“prediction markets are not only able to operate in states where gambling isn't legal, but also get around state taxes and minimum age requirements”
- Very likely right AI guessFederal commodity-exchange registration is the stated basis for operating nationally; multiple states are suing on exactly this point.
Prediction-market odds forecast about as well as professional forecasters on economic questions but have notable big misses
Leans partly rightStudies find calibration comparable to experts on liquid macro markets, with thin markets and low-volume events showing large errors.
· denied 0 ·
Prediction-market odds forecast about as well as professional forecasters on economic questions but have notable big misses
Leans partly right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“roughly consistent with those of professional forecasters when it came to the economy and Federal Reserve policy, but they've also had some big misses”
- Probably partly right AI guessStudies find calibration comparable to experts on liquid macro markets, with thin markets and low-volume events showing large errors.
The bulk of prediction-market volume is sports betting rather than hedging real-life risks
Leans rightPlatform volume data show sports contracts dominate; the risk-hedging use case is a small share.
· denied 0 ·
The bulk of prediction-market volume is sports betting rather than hedging real-life risks
Leans right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“around 90 percent of trading volume on Kalshi is on sports.”
- Very likely right AI guessPlatform volume data show sports contracts dominate; the risk-hedging use case is a small share.
Crowds with money at stake produce forecasts that outperform polls
Leans partly rightElection markets have matched or modestly beaten polls on average, but the edge is small and fails in thin or manipulable markets.
· denied 0 ·
Crowds with money at stake produce forecasts that outperform polls
Leans partly right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“the wisdom of crowds in the form of people putting actual money behind their opinions can produce useful forecasts”
- Leans partly right AI guessAcademic election markets have matched or beaten polls on average, but the advantage is modest and disappears in thin or manipulable markets.
- Leans partly right AI guessElection markets have matched or modestly beaten polls on average, but the edge is small and fails in thin or manipulable markets.
Influencer posts showing easy prediction-market winnings are often undisclosed paid promotions
Leans rightThe segment confirmed one paid post; the broader pattern matches documented undisclosed promotion in sports betting and crypto.
· denied 0 ·
Influencer posts showing easy prediction-market winnings are often undisclosed paid promotions
Leans right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“Kalshi told us that they paid him for that post.”
- Probably right AI guessThe segment confirmed one paid post; the broader pattern matches documented undisclosed promotion in sports betting and crypto.
Regulators are not enforcing existing authority to block event contracts on war, terrorism and assassination
Leans rightSuch contracts are live on major platforms despite statutory authority to prohibit them; the regulator has instead sued states that tried to intervene.
· denied 0 ·
Regulators are not enforcing existing authority to block event contracts on war, terrorism and assassination
Leans right- Prediction Markets: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“But it is clearly not doing that, and it doesn't even seem to be trying.”
- Probably right AI guessSuch contracts are live on major platforms despite statutory authority to prohibit them; the regulator has instead sued states that tried to intervene.
Day trading lets a small account earn in a single day what long-term investing earns in a year on the same risk
Leans wrongPersistent futures day traders had negative expected daily profit (mean -US$48.81, 97% losing) with large volatility, the opposite of earning a year's investment return in a day at equal risk.
· denied 0 ·
Day trading lets a small account earn in a single day what long-term investing earns in a year on the same risk
Leans wrong- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“We can have multiple of these opportunities in a single day, which allows us to go from making say $30 in a year”
- Probably wrong AI guessLarge studies of retail day traders in Brazil, Taiwan and the US find the large majority lose money and almost none earn a living; the comparison ignores costs and loss frequency.
- Leans wrong Brazil day-trader study (Chague et al.) lines 394-404Persistent futures day traders had negative expected daily profit (mean -US$48.81, 97% losing) with large volatility, the opposite of earning a year's investment return in a day at equal risk.
Proprietary buy/sell indicators reliably flag over- and undervalued zones to trade
Leans wrongOscillator-style indicators are lagging transforms of price; no independent evidence shows paid indicator suites produce an edge after costs.
· denied 0 ·
Proprietary buy/sell indicators reliably flag over- and undervalued zones to trade
Leans wrong- How To Start Day Trading As A Beginner In 2025 [Full Tutorial] (Craig Percoco)“Basically shows you when the markets are perceived to be undervalued or overvalued.”
- Leans wrong AI guessOscillator-style indicators are lagging transforms of price; no independent evidence shows paid indicator suites produce an edge after costs.
Volume-based discounts and rank requirements push distributors to buy product they cannot sell
Leans rightInventory loading is a documented feature of many compensation plans and was central to the regulator's complaint cited in the segment.
· denied 0 ·
Volume-based discounts and rank requirements push distributors to buy product they cannot sell
Leans right- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“to stay qualified for those higher discounts, you have to keep buying product.”
- Very likely right AI guessInventory loading is a documented feature of many compensation plans and was central to the regulator's complaint cited in the segment.
- Leans partly right FTC MLM income disclosure report 2024 lines 206-227Many MLMs require or encourage product purchases to maintain rank or compensation eligibility, with a court finding one plan pushed participants to buy hundreds of dollars of product monthly and participants reporting stockpiling to keep rank; the report does not measure whether that product goes unsold.
- Leans right Taylor, The Case against MLM lines 302-321Taylor found pay-to-play purchase requirements of $50-$500 a month to qualify for commissions and rank advancement in the MLMs he examined, with resale to outsiders only a minor part of sales so the product is mostly consumed or given away.
- Leans partly right AARP MLM survey 2018 lines 578-584AARP's consumer advice warns of 'inventory loading' from minimum inventory requirements to stay active or earn commissions, and about one in ten leavers said they were forced to spend more than they wanted to keep membership active.
MLM distributors make unsubstantiated health claims to move product
Leans rightUndercover recordings and regulator warning letters repeatedly document disease-cure claims by distributors despite company policies.
· denied 0 ·
MLM distributors make unsubstantiated health claims to move product
Leans right- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“New recruits were told, Herbal Life products helped to treat heart disease.”
- Very likely right AI guessUndercover recordings and regulator warning letters repeatedly document disease-cure claims by distributors despite company policies.
- Leans right Taylor, The Case against MLM lines 358-366Taylor warns recruits against promoters' claims that MLM products have magical properties that heal or prevent every disease; an observation from his research, not a measured study.
MLM compensation plans are deliberately convoluted, obscuring how money is actually made
Leans partly rightPlans are demonstrably complex and hard for participants to model; whether the complexity is deliberate is inferred rather than shown.
· denied 0 ·
MLM compensation plans are deliberately convoluted, obscuring how money is actually made
Leans partly right- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“explaining one narrow part of their insanely convoluted compensation plan.”
- Probably partly right AI guessPlans are demonstrably complex and hard for participants to model; whether the complexity is deliberate is inferred rather than shown.
- Leans right Taylor, The Case against MLM lines 2094-2101Taylor states the income distribution has been obfuscated by complex compensation plans that are difficult to compare, and that company earnings statistics are laden with obfuscation apparently to avoid revealing the odds; intent is his inference.
MLM buyback policies for unsold inventory are partial or require the distributor to resign
Leans rightTypical buyback terms deduct restocking fees and apply only on termination, which company policies state.
· denied 0 ·
MLM buyback policies for unsold inventory are partial or require the distributor to resign
Leans right- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“you should know those refunds can be partial or may involve resigning.”
- Probably right AI guessTypical buyback terms deduct restocking fees and apply only on termination, which company policies state.
- Leans partly right FTC MLM income disclosure report 2024 lines 905-908One quoted disclosure refunds the initial order 100% only if the distributor resigns within 30 days and later orders at 90% only on resignation within a year with unopened product; a single example, but it matches the pattern claimed.
Regulators rarely bring pyramid-scheme cases against MLMs because the industry is opaque and politically connected
Leans rightThe count of enforcement actions is low relative to the industry's size and a congressional direct-selling caucus exists.
· denied 0 ·
Regulators rarely bring pyramid-scheme cases against MLMs because the industry is opaque and politically connected
Leans right- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“They've only brought around two dozen pyramid scheme cases against MLMs in the last four decades.”
- Very likely right AI guessThe count of enforcement actions is low relative to the industry's size and a congressional direct-selling caucus exists.
- Leans partly right Taylor, The Case against MLM lines 1455-1465Taylor reports the FTC admitted prosecuting only 14 MLM companies in ten years and that the DSA lobby got MLM exempted from the Business Opportunity Rule; he also attributes the inaction to victims seldom filing complaints rather than only opacity and political connections.
MLM income disclosures count only active distributors, overstating the share of all participants who earn anything
Very likely rightOf 70 disclosures only 11 clearly include all participants; 29 drop everyone who earned no commission and 24 drop participants the MLM deems 'inactive', so at least 75% present a distribution that omits zero-earners.
· denied 0 ·
MLM income disclosures count only active distributors, overstating the share of all participants who earn anything
Very likely right- Multilevel Marketing: Last Week Tonight with John Oliver (HBO) (LastWeekTonight)“active distributors represent only around 36% of total distributors.”
- Very likely right AI guessDisclosures routinely exclude inactive or non-earning distributors from the denominator, inflating reported earning rates.
- Very likely right FTC MLM income disclosure report 2024 lines 637-650Of 70 disclosures only 11 clearly include all participants; 29 drop everyone who earned no commission and 24 drop participants the MLM deems 'inactive', so at least 75% present a distribution that omits zero-earners.
- Leans right Taylor, The Case against MLM lines 358-376Taylor documents that MLM disclosures use only currently active distributors as the base (Nu Skin's actives were 40.71% of distributors of record) and exclude dropouts, which greatly skews success rates in the company's favour.
- Leans right FTC MLM report summary lines 37-42The FTC found most disclosures leave out or downplay the percentage of participants who made no money while emphasising the high earnings of a few.
Starting a business with no money is a competitive advantage because well-funded founders lose imagination and discipline
Leans wrongFamily income is a powerful predictor of becoming an incorporated entrepreneur: a $100,000 higher 1979 family income is associated with an almost 60% higher probability of incorporation after controlling for ability, traits and education, which the authors read as credit constraints materially hindering entrepreneurship; the paper tests entry rather than founder discipline, but points the opposite way to the claim.
· denied 0 ·
Starting a business with no money is a competitive advantage because well-funded founders lose imagination and discipline
Leans wrong- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“having no money at all is actually a competitive Advantage because you've got nothing to lose”
- Leans wrong Who becomes an entrepreneur (Levine & Rubinstein) lines 698-706Family income is a powerful predictor of becoming an incorporated entrepreneur: a $100,000 higher 1979 family income is associated with an almost 60% higher probability of incorporation after controlling for ability, traits and education, which the authors read as credit constraints materially hindering entrepreneurship; the paper tests entry rather than founder discipline, but points the opposite way to the claim.
- Leans partly right AI guessOverfunded startups do waste capital, but undercapitalisation is among the top causes of small-business failure; the examples are survivorship-selected.
The idea that paying for a course makes you act on it is a sales pitch; personal pain, not payment, drives follow-through
Leans rightCourse completion rates are very low regardless of price, which undercuts the pay-to-pay-attention line used to sell coaching.
· denied 0 ·
The idea that paying for a course makes you act on it is a sales pitch; personal pain, not payment, drives follow-through
Leans right- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“if you don't pay you don't pay attention is a lie pedal by people selling courses”
- Probably right AI guessCourse completion rates are very low regardless of price, which undercuts the pay-to-pay-attention line used to sell coaching.
Business ideas are worthless on their own; execution is where the value lies, so NDAs are pointless
Leans partly rightInvestor and founder consensus holds that execution dominates, though some ideas have genuine defensible value and NDAs matter in specific technical contexts.
· denied 0 ·
Business ideas are worthless on their own; execution is where the value lies, so NDAs are pointless
Leans partly right- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“ideas are actually worthless only those that have had one idea think it has any value”
- Probably partly right AI guessInvestor and founder consensus holds that execution dominates, though some ideas have genuine defensible value and NDAs matter in specific technical contexts.
Businesses that rise fast fall fast; durable companies take many years to build
Leans partly rightRapid growth without systems does correlate with collapse, but many durable companies also grew fast; the rule is a heuristic, not a law.
· denied 0 ·
Businesses that rise fast fall fast; durable companies take many years to build
Leans partly right- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“A good rule in life in business is the faster you rise the quicker you fall”
- Probably partly right AI guessRapid growth without systems does correlate with collapse, but many durable companies also grew fast; the rule is a heuristic, not a law.
- Leans partly right BLS business survival table lines 9-43BLS establishment survival shows the closure hazard falls with age: of the March 1994 cohort 79.6% survived year one, about 90% of year-4 survivors made it through the next year, and 94-96% of survivors older than ten years survive each further year, so durability accrues over many years; the table says nothing about businesses that rise fast.
Public stock investing is a scam because the investor cannot control the outcome
Leans wrongDiversified index investing has delivered positive real returns over every long period on record; lack of control is not fraud.
· denied 0 ·
Public stock investing is a scam because the investor cannot control the outcome
Leans wrong- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“I don't buy stocks and shares I think they're a scam I can't control their outcome”
- Very likely wrong AI guessDiversified index investing has delivered positive real returns over every long period on record; lack of control is not fraud.
Ventures with co-founders and employee equity succeed where solo ventures fail
Leans partly rightStartup studies find mixed results: co-founded companies raise more and grow faster, but solo founders have comparable survival in some datasets.
· denied 0 ·
Ventures with co-founders and employee equity succeed where solo ventures fail
Leans partly right- How To Actually Build A $10K/Month Business (15 Lessons) (Simon Squibb)“10 of them failed and they failed because they did it on my own the 19 that succeeded I had a co-founder”
- Leans partly right AI guessStartup studies find mixed results: co-founded companies raise more and grow faster, but solo founders have comparable survival in some datasets.
Companies with long dividend-growth records are safer income picks than those offering very high yields
Leans partly rightVery high yields often precede cuts and dividend-growth stocks have had lower volatility, but a long record does not guarantee future payouts.
· denied 0 ·
Companies with long dividend-growth records are safer income picks than those offering very high yields
Leans partly right- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“a lot of people get drawn in by companies offering extremely high dividends”
- Probably partly right AI guessVery high yields often precede cuts and dividend-growth stocks have had lower volatility, but a long record does not guarantee future payouts.
A digital product priced modestly needs only a few sales a week to become an easy income
Leans wrongThe arithmetic works, but most self-published digital products sell close to nothing, so a few sales a week is not easy.
· denied 0 ·
A digital product priced modestly needs only a few sales a week to become an easy income
Leans wrong- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“all you have to do is make four sales a week and you've made a hundred bucks”
- Leans partly right AI guessThe arithmetic is right but most self-published products sell close to nothing; finding buyers is the hard part, not the price.
- Leans wrong AI guessThe arithmetic works, but most self-published digital products sell close to nothing, so a few sales a week is not easy.
Angel investing returns come from a few winners offsetting many losses
Leans rightAngel and venture return data are heavily skewed, with most deals losing money and a few producing the portfolio's return.
· denied 0 ·
Angel investing returns come from a few winners offsetting many losses
Leans right- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“one good investment can make up for nine bad ones”
- Very likely right AI guessAngel and venture return data are heavily skewed, with most deals losing money and a few producing the portfolio's return.
Affiliate marketing needs no special skills or experience to earn a full-time income
Leans wrongAffiliate income depends on building an audience or search traffic, which is a skilled, slow process; most affiliates earn little.
· denied 0 ·
Affiliate marketing needs no special skills or experience to earn a full-time income
Leans wrong- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“it doesn't require you to have any extra skills or previous experience”
- Probably wrong AI guessAffiliate income depends on building an audience or search traffic, which is a skilled, slow process; most affiliates earn little.
Peer-to-peer lending reliably gives retail lenders a positive return
Leans partly rightDiversified lenders on major platforms mostly earned positive returns, but defaults and platform failures left many retail lenders with losses.
· denied 0 ·
Peer-to-peer lending reliably gives retail lenders a positive return
Leans partly right- 7 Passive Income Ideas for 2026 (Up to $1,000/Day) (Mark Tilbury)“many lenders have successfully generated a nice income from this investment”
- Leans partly right AI guessAverage historical returns were positive, but defaults, platform failures and illiquidity have left many retail lenders with losses.
- Leans partly right AI guessDiversified lenders on major platforms mostly earned positive returns, but defaults and platform failures left many retail lenders with losses.
Rewriting resumes with AI can be sold as a service for hundreds of dollars each
Leans partly rightPaid resume writing is a real market, but it is crowded and commoditized and beginners selling AI rewrites rarely command the top-end prices.
· denied 0 ·
Rewriting resumes with AI can be sold as a service for hundreds of dollars each
Leans partly right- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“Then, you can charge anywhere between $150 to even $1,000.”
- Leans partly right AI guessResume writing is a real paid market, but it is commoditized and AI tools let clients do it themselves.
- Leans partly right AI guessPaid resume writing is a real market, but it is crowded and commoditized and beginners selling AI rewrites rarely command the top-end prices.
Writing YouTube scripts with AI for other creators pays a reliable freelance income
Leans wrongScriptwriting gigs exist, but freelance platforms are crowded, creators increasingly use AI themselves, and income for beginners is irregular rather than reliable.
· denied 0 ·
Writing YouTube scripts with AI for other creators pays a reliable freelance income
Leans wrong- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“per script rates can run anywhere from 250 on the low end to over $2,000”
- Leans partly right AI guessScriptwriting jobs exist, but creators increasingly use AI themselves and the quoted rates are top-end.
- Leans wrong AI guessScriptwriting gigs exist, but freelance platforms are crowded, creators increasingly use AI themselves, and income for beginners is irregular rather than reliable.
Paid coaching gives a better return than a college degree
Leans wrongThe college wage premium is large and well measured, while coaching returns rest on self-reported, selected testimonials.
· denied 0 ·
Paid coaching gives a better return than a college degree
Leans wrong- 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) (Shane Hummus)“I got a way, way, way better ROI from the coaching. It's really not even comparable.”
- Leans wrong AI guessThe college wage premium is large and well measured, while coaching returns rest on self-reported, selected testimonials.
- Leans partly right AI guessThe college wage premium is well documented; coaching returns are self-reported and selected, though some coaching helps.
A dropshipping store that barely breaks even in its first week can be optimized into steady monthly profit
UnknownA prediction with no follow-up; some stores improve with optimization, most are abandoned.
· denied 0 ·
A dropshipping store that barely breaks even in its first week can be optimized into steady monthly profit
Unknown- I Tried Shopify Dropshipping For 7 Days (Realistic Results) (Mark Tilbury)“this store could definitely make $1,000 in profit every month”
- Unknown AI guessA prediction with no follow-up; some stores improve with optimization, most are abandoned.
It takes about a year of full-time work for dropshipping to replace an average income
Leans partly rightPlausible for those who succeed, but there is no independent data and most stores never get there.
· denied 0 ·
It takes about a year of full-time work for dropshipping to replace an average income
Leans partly right- Is Dropshipping Worth It in 2026? - Shopify (Shopify)“it takes at least a year of full-time work to recreate the average full-time income through dropshipping”
- Leans partly right AI guessPlausible for those who succeed, but there is no independent data and most stores never get there.
Confident experts offering formulas forecast worse than cautious ones
Leans rightTetlock's long-run forecasting study found hedgehog-style confident experts less accurate than fox-style ones.
· denied 0 ·
Confident experts offering formulas forecast worse than cautious ones
Leans right- Diary Of A CEO Is Making You Less Successful - Barry's Economics (Barry's Economics)“those experts, they were all actually the worst, the least accurate.”
- Very likely right AI guessTetlock's long-run forecasting study found hedgehog-style confident experts less accurate than fox-style ones.
The least competent are the most confident, so the loudest advice tends to be the least informed
Leans partly rightDunning-Kruger overconfidence partly replicates but much of the effect is statistical regression; it does not show loud advisers are wrong.
· denied 0 ·
The least competent are the most confident, so the loudest advice tends to be the least informed
Leans partly right- Diary Of A CEO Is Making You Less Successful - Barry's Economics (Barry's Economics)“the less you know about something, the more confident you are that you understand it”
- Leans partly right AI guessDunning-Kruger overconfidence partly replicates but much of the effect is statistical regression; it does not show loud advisers are wrong.
Successful people cannot see their own luck and retroactively construct a merit narrative
Leans partly rightHindsight bias and confabulation are documented, but it is not shown that success stories are mostly rationalization.
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Successful people cannot see their own luck and retroactively construct a merit narrative
Leans partly right- Diary Of A CEO Is Making You Less Successful - Barry's Economics (Barry's Economics)“from inside success, luck becomes invisible”
- Leans partly right AI guessHindsight bias and confabulation are documented, but it is not shown that success stories are mostly rationalization.
- Leans right Talent vs luck simulation lines 105-114Introduction summarises Taleb, Frank and Watts: luck's role is almost always underestimated by successful people because randomness is subtle and narratives of inevitable success are easy to construct (narrative fallacy, hindsight bias); literature review, not a result of the paper.
Success-advice media profits from keeping its audience anxious and unsuccessful
UntestableAn argument about incentives and intent, not a measurable claim.
· denied 0 ·
Success-advice media profits from keeping its audience anxious and unsuccessful
Untestable- Diary Of A CEO Is Making You Less Successful - Barry's Economics (Barry's Economics)“they need you to stay anxious so that you keep listening”
- Untestable AI guessAn argument about incentives and intent, not a measurable claim.
A sublet short-term rental only cash-flows if revenue is a multiple of the rent, not merely above it
Leans rightCleaning, utilities, platform fees, furniture amortization and vacancy mean revenue near rent is a loss.
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A sublet short-term rental only cash-flows if revenue is a multiple of the rent, not merely above it
Leans right- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“the golden rule is that the revenue is 2.25 X the monthly rent then it's gonna cash flow”
- Probably right AI guessCleaning, utilities, platform fees, furniture amortization and vacancy mean revenue near rent is a loss.
Furnishing and launching an arbitraged short-term rental needs five figures of upfront cash
Leans rightDeposit, first rent, furniture and setup consistently reach that range in operator reports.
· denied 0 ·
Furnishing and launching an arbitraged short-term rental needs five figures of upfront cash
Leans right- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“you're gonna need about ten thousand dollars to set up your Airbnb from scratch”
- Probably right AI guessDeposit, first rent, furniture and setup consistently reach that range in operator reports.
One arbitraged short-term rental unit nets a couple of thousand dollars a month once set up
Leans wrongMarket data show falling revenue per listing and many arbitraged units earning below rent and costs, so a couple of thousand net is not typical.
· denied 0 ·
One arbitraged short-term rental unit nets a couple of thousand dollars a month once set up
Leans wrong- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“on average a property can generate anywhere from 2 000 to 2500 a month in profit”
- Leans partly right AI guessSome units in strong markets do, but market data show falling average revenue per listing, rising regulation and many units below rent.
- Leans wrong AI guessMarket data show falling revenue per listing and many arbitraged units earning below rent and costs, so a couple of thousand net is not typical.
A running short-term rental needs only about an hour a week of the operator's time
Leans wrongGuest messaging, turnover coordination, maintenance and reviews take far more unless a paid manager is hired, which cuts profit.
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A running short-term rental needs only about an hour a week of the operator's time
Leans wrong- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“once it's set up it only requires about an hour of my time per week”
- Probably wrong AI guessGuest messaging, turnover coordination, maintenance and reviews take far more unless a paid manager is hired, which cuts profit.
Short-term rental arbitrage scales linearly by adding units
Leans wrongEach unit needs fresh capital, a willing landlord and more management, and regulation caps many markets, so linear scaling is a best case.
· denied 0 ·
Short-term rental arbitrage scales linearly by adding units
Leans wrong- How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] (Legacy Investing Show)“within eight months you could be running four airbnbs hitting that ten thousand dollars a month Mark”
- Leans partly right AI guessEach unit needs fresh capital and a willing landlord, and management load grows; linear scaling is a best case.
- Leans wrong AI guessEach unit needs fresh capital, a willing landlord and more management, and regulation caps many markets, so linear scaling is a best case.
Futures let small accounts day trade without the pattern-day-trader minimum that applies to stocks
Leans rightThe PDT rule covers margin stock and option accounts; futures accounts are exempt, though margin and leverage risks apply.
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Futures let small accounts day trade without the pattern-day-trader minimum that applies to stocks
Leans right- How To Day Trade Using Only $50 (Riley Coleman)“you need over $25,000 in your account to consistently place a lot of day trades”
- Almost certainly right AI guessThe PDT rule covers margin stock and option accounts; futures accounts are exempt, though margin and leverage risks apply.
A stock trading above VWAP is intraday bullish and below VWAP bearish
Leans partly rightVWAP describes the day's average fill; it is widely watched but has little documented edge as a signal.
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A stock trading above VWAP is intraday bullish and below VWAP bearish
Leans partly right- How To Start Day Trading As A Beginner In 2026 (FULL GUIDE) (Humbled Trader)“If a stock is trading above VWAP, especially when it's pulling really far away from it, it is perceived by traders as really bullish”
- Leans partly right AI guessVWAP describes the day's average fill; it is widely watched but has little documented edge as a signal.
Buying pullbacks to VWAP on gapped-up large caps is a profitable beginner strategy
UnknownIntraday momentum effects exist in some studies but there is no independent evidence this setup beats costs for retail traders.
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Buying pullbacks to VWAP on gapped-up large caps is a profitable beginner strategy
Unknown- How To Start Day Trading As A Beginner In 2026 (FULL GUIDE) (Humbled Trader)“The idea of the strategy is to focus on trading stocks that have gapped up on the day and continuing to trend up higher.”
- Unknown AI guessIntraday momentum effects exist in some studies but there is no independent evidence this setup beats costs for retail traders.
Course coaches often have no verifiable track record in the business they teach
Leans partly rightDocumented cases are common but not universal; some course sellers do run real operating businesses.
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Course coaches often have no verifiable track record in the business they teach
Leans partly right- Creator Courses: Selling Dreams as Products (TyFrom99)“his own business made $0 and he's teaching you how to become a millionaire by starting your own business”
- Probably partly right AI guessDocumented cases are common but not universal; some course sellers do run real operating businesses.
- Leans partly right FTC v. Automators complaint lines 109-112The FTC alleges the Automators founders falsely promoted themselves as self-made ecommerce millionaires who helped thousands generate tens of millions, and falsely claimed venture-capital backing; one instance of a fabricated track record.
Monetization-focused creator courses steer students toward product-review and affiliate content
Leans partly rightObserved in several reviewed courses, but it is one reviewer's sample.
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Monetization-focused creator courses steer students toward product-review and affiliate content
Leans partly right- Creator Courses: Selling Dreams as Products (TyFrom99)“This is how to become a salesman for Amazon products.”
- Leans partly right AI guessObserved in several reviewed courses, but it is one reviewer's sample.
Faceless YouTube channels earning tens of thousands a month are possible but improbable for most
Leans rightPartner-program thresholds and typical CPMs mean most channels never reach that; a few outliers do.
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Faceless YouTube channels earning tens of thousands a month are possible but improbable for most
Leans right- I Tried Faceless YouTube for 3 Years: Here's the Reality (Alston Godbolt)“While that certainly is possible, it is quite honestly improbable.”
- Very likely right AI guessPartner-program thresholds and typical CPMs mean most channels never reach that; a few outliers do.
Fast-monetization methods sold in faceless-YouTube courses violate platform terms and risk demonetization
Leans rightBuying subscribers and watch time breaches partner-program rules and triggers removal.
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Fast-monetization methods sold in faceless-YouTube courses violate platform terms and risk demonetization
Leans right- I Tried Faceless YouTube for 3 Years: Here's the Reality (Alston Godbolt)“You get monetized by buying subscribers through a variety of websites.”
- Very likely right AI guessBuying subscribers and watch time breaches partner-program rules and triggers removal.
Course sellers advertise niches they do not use to keep competition out of their own
UnknownPlausible incentive but no evidence beyond anecdote.
· denied 0 ·
Course sellers advertise niches they do not use to keep competition out of their own
Unknown- I Tried Faceless YouTube for 3 Years: Here's the Reality (Alston Godbolt)“they always tell you about the other niches, but they never they never tell you about their niches at work”
- Unknown AI guessPlausible incentive but no evidence beyond anecdote.
Success depends more on a support system, coachability and consistency than on the perfect program
UntestableMotivational framing; the components are not operationalized.
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Success depends more on a support system, coachability and consistency than on the perfect program
Untestable- Why You Should Stop Listening to Get-Rich-Quick “Gurus” (I Will Teach You To Be Rich)“Focus Less on finding the perfect instructor and focus more on being coachable yourself”
- Untestable AI guessMotivational framing; the components are not operationalized.
Winning dropshipping products are trending, hard to find in stores, and solve a real problem
Leans partly rightReasonable heuristics, but trending products are also the most copied, so the criteria do not secure margin.
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Winning dropshipping products are trending, hard to find in stores, and solve a real problem
Leans partly right- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“the product has to solve a real problem and add value to the customer's lives”
- Leans partly right AI guessReasonable heuristics, but trending products are also the most copied, so the criteria do not secure margin.
An AI chatbot can validate a product's market potential before spending on ads
Leans wrongA chatbot can summarize public signals but cannot measure conversion rates or ad costs, so it cannot validate whether a product will sell profitably.
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An AI chatbot can validate a product's market potential before spending on ads
Leans wrong- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“this product has been fully validated by AI”
- Leans wrong AI guessA chatbot can summarize public signals but cannot measure conversion rates or ad costs, so it cannot validate whether a product will sell profitably.
- Leans partly right AI guessLLM research summarizes public signals; it cannot measure conversion or ad cost, which decide profitability.
Reusing other people's video ads risks account bans and competes with identical creatives
Leans rightCopyright and ad-policy enforcement is real, and duplicate creatives fatigue faster.
· denied 0 ·
Reusing other people's video ads risks account bans and competes with identical creatives
Leans right- Beginners Guide To Dropshipping In 2026 (Jordan Welch)“puts your account at risk of getting banned or worse getting you in trouble with the creators themselves”
- Probably right AI guessCopyright and ad-policy enforcement is real, and duplicate creatives fatigue faster.
NFT flipping and crypto trading lose money for most participants
Leans rightPost-2022 NFT collections are mostly worthless and retail crypto trading studies show majority losses.
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NFT flipping and crypto trading lose money for most participants
Leans right- The Only 25 Ways to Make Money in 2026 (Dan Martell)“most people lose money every freaking day”
- Very likely right AI guessPost-2022 NFT collections are mostly worthless and retail crypto trading studies show majority losses.
- Leans partly right BIS crypto retail adoption paper lines 437-451Simulation from app-download timing finds 75-81% of retail crypto users likely lost money (median -48% on $900 invested) with only a few making large gains; supports the crypto half of the claim, says nothing about NFT flipping.
AI has eliminated low-level freelance work like captioning and data entry
Leans rightPlatform demand for transcription and basic data entry has collapsed; some human QA work remains.
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AI has eliminated low-level freelance work like captioning and data entry
Leans right- The Only 25 Ways to Make Money in 2026 (Dan Martell)“AI tools have replaced this work completely”
- Probably right AI guessPlatform demand for transcription and basic data entry has collapsed; some human QA work remains.
Selling outcome-based retainers instead of hourly time is how service income scales
Leans partly rightRetainers do stabilize income, but outcome pricing shifts risk to the seller and needs a track record.
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Selling outcome-based retainers instead of hourly time is how service income scales
Leans partly right- The Only 25 Ways to Make Money in 2026 (Dan Martell)“sell outcomebased monthly retainers instead of one-off projects”
- Probably partly right AI guessRetainers do stabilize income, but outcome pricing shifts risk to the seller and needs a track record.
Buying a boring small business and automating it with AI yields strong returns
Leans partly rightSmall-business acquisition can pay off with capital and operating skill, but many acquisitions underperform and AI gains are anecdotal.
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Buying a boring small business and automating it with AI yields strong returns
Leans partly right- The Only 25 Ways to Make Money in 2026 (Dan Martell)“buying a boring business that somebody else is done with using AI is a great way to create real wealth”
- Leans partly right AI guessSmall-business acquisition can work, but it needs capital and operating skill; AI automation gains are anecdotal.
- Leans partly right AI guessSmall-business acquisition can pay off with capital and operating skill, but many acquisitions underperform and AI gains are anecdotal.
Print-on-demand t-shirts on Amazon earn passive income if you find small untapped niches
Leans wrongTier limits, saturation and takedowns keep typical print-on-demand royalties small, and untapped niches close fast once found.
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Print-on-demand t-shirts on Amazon earn passive income if you find small untapped niches
Leans wrong- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“if you learn how to do niche research, you can find all of these small gaps where people have not discovered yet”
- Leans partly right AI guessSome designs earn royalties, but tier limits, saturation and trademark takedowns keep typical earnings small.
- Leans wrong AI guessTier limits, saturation and takedowns keep typical print-on-demand royalties small, and untapped niches close fast once found.
Video reviews with affiliate links convert better than written blog reviews
Leans partly rightVideo can build trust and reach, but written search content still converts well for purchase-intent queries and there is no clear independent comparison.
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Video reviews with affiliate links convert better than written blog reviews
Leans partly right- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“that is going to perform so much better than writing those articles and posting them on your website”
- Leans partly right AI guessVideo reaches more people, but written search content still converts well for purchase-intent queries.
- Leans partly right AI guessVideo can build trust and reach, but written search content still converts well for purchase-intent queries and there is no clear independent comparison.
Educational YouTube content earns higher ad rates than entertainment content
Leans rightFinance, business and education niches report RPMs several times those of entertainment.
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Educational YouTube content earns higher ad rates than entertainment content
Leans right- 7 Passive Income Ideas - How I Make $2,000+ Per Day! (Greg Gottfried)“the advertisers on YouTube pay significantly more for those ads”
- Very likely right AI guessFinance, business and education niches report RPMs several times those of entertainment.
Rental property bought cheaply produces monthly cash flow independent of your labor
Leans partly rightCheaply bought rentals do cash-flow, but repairs, vacancies and tenant management mean the income is not independent of the owner's labor.
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Rental property bought cheaply produces monthly cash flow independent of your labor
Leans partly right- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“that instantly gave me an extra few thousand dollars every single month in rental income”
- Probably partly right AI guessTrue at post-crash prices; at current price-to-rent ratios many markets cash-flow poorly, and management is not zero work.
- Leans partly right AI guessCheaply bought rentals do cash-flow, but repairs, vacancies and tenant management mean the income is not independent of the owner's labor.
YouTube ad revenue can reach five figures a month for a channel in a high-paying niche
Leans rightFinance channels with large audiences do report this; it is the top tail, not the norm.
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YouTube ad revenue can reach five figures a month for a channel in a high-paying niche
Leans right- How I built 6 Income Sources That Generate $59,750 Per Month (Graham Stephan)“I now make on average of fourteen thousand dollars per month just from YouTube ad revenue”
- Probably right AI guessFinance channels with large audiences do report this; it is the top tail, not the norm.
Amazon FBA is saturated and generic private-label of Alibaba goods no longer works
Leans rightSeller counts, fee increases and Chinese direct sellers have compressed margins on undifferentiated goods.
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Amazon FBA is saturated and generic private-label of Alibaba goods no longer works
Leans right- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“you just take a junk product from Alibaba, you slap your brand on it, and you put it on Amazon. That doesn't work anymore”
- Very likely right AI guessSeller counts, fee increases and Chinese direct sellers have compressed margins on undifferentiated goods.
Retail arbitrage and wholesale on Amazon are low-margin, labor-intensive and get cut out by suppliers
Leans rightBoth models are widely reported as thin-margin and vulnerable to brand gating and supplier disintermediation.
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Retail arbitrage and wholesale on Amazon are low-margin, labor-intensive and get cut out by suppliers
Leans right- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“they're going to cut you out and they're going to sell directly to Amazon and keep all that profit for themselves”
- Probably right AI guessBoth models are widely reported as thin-margin and vulnerable to brand gating and supplier disintermediation.
- Leans partly right FTC v. Automators complaint lines 480-486The complaint describes online arbitrage as reselling for a small profit on the price difference, and the stores were mostly suspended; nothing on suppliers cutting sellers out.
A product branded for a specific niche community can still succeed on Amazon
Leans partly rightNiche branding is a real differentiator and 'can' is modest, but most new Amazon private-label products fail to reach profitability and niche wins attract copycats.
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A product branded for a specific niche community can still succeed on Amazon
Leans partly right- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“mine's the only one that's branded for this specific niche”
- Probably partly right AI guessDifferentiation by niche is a real edge, but these are one seller's cases and copycats follow quickly.
- Leans partly right AI guessNiche branding is a real differentiator and 'can' is modest, but most new Amazon private-label products fail to reach profitability and niche wins attract copycats.
Cross-selling on TikTok Shop creates a flywheel that lifts Amazon rank and sales
Leans partly rightExternal traffic does lift Amazon rank, but the self-reinforcing loop only appears when a product catches on with creators, which most do not.
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Cross-selling on TikTok Shop creates a flywheel that lifts Amazon rank and sales
Leans partly right- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“This leads to a virtuous cycle of more and more money if you do it right.”
- Leans partly right AI guessOff-Amazon traffic does boost rank, but the flywheel depends on influencer uptake that most products never get.
- Leans partly right AI guessExternal traffic does lift Amazon rank, but the self-reinforcing loop only appears when a product catches on with creators, which most do not.
Chinese sellers and tariffs are not a real threat to a well-branded consumable product
Leans wrongChina-based sellers now hold a large share of Amazon marketplace listings and tariff changes have squeezed many FBA margins, so the threat is real even for branded consumables.
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Chinese sellers and tariffs are not a real threat to a well-branded consumable product
Leans wrong- Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! (Travis Marziani)“if you know what you're doing, you're never going to have to worry about a Chinese seller”
- Leans wrong AI guessChina-based sellers now hold a large share of Amazon marketplace listings and tariff changes have squeezed many FBA margins, so the threat is real even for branded consumables.
- Leans partly right AI guessConsumables with local branding are harder to clone, but Chinese sellers now dominate many categories and tariff rules shift.
Committing fully with no plan B is the key to success in network marketing
Leans wrongCommitment does not change the structural payout; income disclosures show nearly all participants lose regardless of effort.
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Committing fully with no plan B is the key to success in network marketing
Leans wrong- The First Step For Network Marketing Success (Eric Worre - Network Marketing Pro)“That moment when you burn your bridges. That moment when you eliminate all your escape plans”
- Probably wrong AI guessCommitment does not change the structural payout; income disclosures show nearly all participants lose regardless of effort.
- Leans wrong AARP MLM survey 2018 lines 394-398Hours worked correlated equally with profits (r=0.27) and with losses (r=0.27), and money invested likewise with both, so the authors conclude success or failure in MLM cannot be determined by how hard a person works; effort is the proxy for commitment here.
- Leans wrong Taylor, The Case against MLM lines 401-414Taylor devoted all his time to Nu Skin for a year, reached the top 1% of participants, spent over $1,500 a month and earned about $250 a month in commissions, netting a $15,000 loss; full commitment did not produce success.
There is no shortcut in network marketing; it takes years of skill-building
Leans partly rightTrue that it is not quick; the omission is that years of effort still leave most participants with a loss.
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There is no shortcut in network marketing; it takes years of skill-building
Leans partly right- The First Step For Network Marketing Success (Eric Worre - Network Marketing Pro)“There's no shortcut to success”
- Leans partly right AI guessTrue that it is not quick; the omission is that years of effort still leave most participants with a loss.
- Leans partly right AARP MLM survey 2018 lines 384-387The only three participants reporting $100,000+ in profit had all worked the MLM for more than 5 years (one over 20), but 44% of participants quit within a year and most never profit, so years of effort are necessary, not sufficient.
- Leans partly right Taylor, The Case against MLM lines 973-984Taylor agrees MLM plans do not reward part-time or short effort and that profiting requires aggressive long-term recruitment, but adds that only a tiny few ever recruit enough to profit even with years of effort.
- Leans partly right FTC MLM income disclosure report 2024 lines 901-903One disclosure states its top 1% of earners averaged 8 years (range 1-11) to get there, supporting that the top takes years; one company's figure, and it says nothing about skill-building.
The hard part of dropshipping is products, suppliers and customer acquisition cost, not building the storefront
Leans rightStorefront tools are commoditized; product selection and customer acquisition cost are where most stores fail.
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The hard part of dropshipping is products, suppliers and customer acquisition cost, not building the storefront
Leans right- Is Dropshipping Worth It in 2026? What to Know (Do Dropshipping)“The store itself is rarely the hardest part. Choosing products and suppliers is usually harder”
- Leans right AI guessStorefront tools are commoditized; product selection and customer acquisition cost are where most stores fail.
Followers can be bought, so follower counts do not prove success
Leans rightFollower purchasing services are widely available and engagement ratios expose inflated counts.
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Followers can be bought, so follower counts do not prove success
Leans right- Why The Online Guru Scam is Worse Than You Thought (Zac V2)“either you get absolutely no engagement from your followers or they were bought in the first place to make you look legitimate”
- Leans right AI guessFollower purchasing services are widely available and engagement ratios expose inflated counts.
The first hundred thousand is the hardest; compounding makes later growth faster
Leans rightCompounding makes later increments larger, though the specific threshold is arbitrary.
· denied 0 ·
The first hundred thousand is the hardest; compounding makes later growth faster
Leans right- The Exact Playbook to Go from $0 to Your First $100,000 (I Will Teach You To Be Rich)“The first 100K is the hardest part. It gets a lot easier after that.”
- Leans right AI guessCompounding makes later increments larger, though the specific threshold is arbitrary.
Higher income alone does not make people wealthy because spending rises to match
Leans rightLifestyle inflation is well documented; surveys show many high earners living paycheck to paycheck.
· denied 0 ·
Higher income alone does not make people wealthy because spending rises to match
Leans right- The Exact Playbook to Go from $0 to Your First $100,000 (I Will Teach You To Be Rich)“the way you feel about money is often uncorrelated with how much you're actually making”
- Leans right AI guessLifestyle inflation is well documented; surveys show many high earners living paycheck to paycheck.
A one percent annual fee compounds into a large share of a portfolio over decades
Leans rightFee drag compounds; standard calculators show one percent costing roughly a quarter of terminal wealth over thirty-plus years.
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A one percent annual fee compounds into a large share of a portfolio over decades
Leans right- The Exact Playbook to Go from $0 to Your First $100,000 (I Will Teach You To Be Rich)“the difference between paying a 0.2% management fee and 1% management fee is nearly $400,000”
- Leans right AI guessFee drag compounds; standard calculators show one percent costing roughly a quarter of terminal wealth over thirty-plus years.
A first wholesaling fee takes months of daily cold calling to land
Leans partly rightPractitioner accounts agree first deals take months of outreach; many never close one.
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A first wholesaling fee takes months of daily cold calling to land
Leans partly right- How To Start Wholesale Real Estate With $0 In 2026 (Cameron Olivera)“Around 1,000 to 2,000 calls when you're brand new. The time investment, 3 to 4 hours a day, minimum.”
- Leans partly right AI guessPractitioner accounts agree first deals take months of outreach; many never close one.
Pricing offers off recently sold comparable properties avoids needing to estimate repair costs
Leans partly rightComps help, but investors price on repair cost, so ignoring it leads to offers buyers reject.
· denied 0 ·
Pricing offers off recently sold comparable properties avoids needing to estimate repair costs
Leans partly right- How To Start Wholesale Real Estate With $0 In 2026 (Cameron Olivera)“I promise you, you don't need to learn how to estimate repair costs.”
- Leans partly right AI guessComps help, but investors price on repair cost, so ignoring it leads to offers buyers reject.
Gurus mix genuinely sound advice into pitches so the whole sales message seems trustworthy
UntestableDescribes a rhetorical tactic rather than a testable outcome.
· denied 0 ·
Gurus mix genuinely sound advice into pitches so the whole sales message seems trustworthy
Untestable- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“This is where you sprinkle in bits of truth amongst a whole lot of verbal junk so that the whole thing seems grounded and truthful.”
- Untestable AI guessDescribes a rhetorical tactic rather than a testable outcome.
Trading jargon is used to manufacture an illusion of expertise that only the course can teach
UntestableA claim about persuasion technique, not a measurable result.
· denied 0 ·
Trading jargon is used to manufacture an illusion of expertise that only the course can teach
Untestable- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“a classic tactic using pseudo technical jargon to create the illusion of expertise”
- Untestable AI guessA claim about persuasion technique, not a measurable result.
Day trading profits are taxed more heavily than long-term investing
Leans rightShort-term capital gains are taxed as ordinary income in the US, above long-term rates.
· denied 0 ·
Day trading profits are taxed more heavily than long-term investing
Leans right- Why Day Trading Is The Biggest Scam Ever (Cara Nicole)“you can get saddled with a whole lot more taxes when you day trade on top of it being way riskier”
- Leans right AI guessShort-term capital gains are taxed as ordinary income in the US, above long-term rates.
Scaling one small product win across many products turns into thousands per month
Leans wrongMost products fail to sell and each needs its own promotion, so one small win does not multiply into thousands a month.
· denied 0 ·
Scaling one small product win across many products turns into thousands per month
Leans wrong- I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me (Mark Tilbury)“If we promoted 20 products and they kept ticking along making regular sales, this could easily turn into thousands of dollars in profit every month.”
- Leans wrong AI guessMost products fail to sell and each needs its own promotion, so one small win does not multiply into thousands a month.
- Leans partly right AI guessSales do not scale linearly; each product needs its own promotion spend and most products fail to sell.
Micro-influencers get higher engagement and conversion than large accounts
Leans partly rightEngagement rates do fall as follower counts rise, but the conversion advantage rests mostly on marketing-vendor data.
· denied 0 ·
Micro-influencers get higher engagement and conversion than large accounts
Leans partly right- I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me (Mark Tilbury)“micro-influencers boast up to a 60% increased engagement rate compared to macro-influencers”
- Leans partly right AI guessEngagement rates do fall as follower counts rise, but the conversion advantage rests mostly on marketing-vendor data.
- Leans partly right AI guessEngagement rates do decline with follower count, but the conversion comparisons come from marketing-vendor studies.
A .store domain gets more traffic and ranks higher on Google
Leans wrongSearch engines state the top-level domain does not affect ranking; the figure is a registry marketing claim.
· denied 0 ·
A .store domain gets more traffic and ranks higher on Google
Leans wrong- I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me (Mark Tilbury)“websites with a .store domain get 87% more traffic and rank two times higher on Google”
- Leans wrong AI guessSearch engines state the top-level domain does not affect ranking; the figure is a registry marketing claim.
A paid course cannot remove the work or guarantee a dropshipping store will be profitable
Leans rightNo course changes the product, supplier and acquisition economics that decide profitability.
· denied 0 ·
A paid course cannot remove the work or guarantee a dropshipping store will be profitable
Leans right- Are Paid Dropshipping Courses Worth It in 2026? (Do Dropshipping)“A course can't remove that work or guarantee that your store will make money.”
- Leans right AI guessNo course changes the product, supplier and acquisition economics that decide profitability.
- Leans right FTC v. Automators complaint lines 896-905Automators' dropshipping coaching program claimed the method was risk-free, yet most of its clients did not recoup their investment and the stores were routinely suspended.
Only a small minority of course buyers ever complete the course
Leans partly rightOnline course completion rates are commonly reported in the 5 to 15 percent range, though paid cohorts do better.
· denied 0 ·
Only a small minority of course buyers ever complete the course
Leans partly right- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“only about 10 to 15 percent of customers even complete the course”
- Leans partly right AI guessOnline course completion rates are commonly reported in the 5 to 15 percent range, though paid cohorts do better.
Most people who try to sell their expertise as a course find little paying demand
Leans rightCourse marketplaces show a long tail where most courses sell few or no copies.
· denied 0 ·
Most people who try to sell their expertise as a course find little paying demand
Leans right- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“these people will find out that their expertise in petting their dog isn't something that generates sales”
- Leans right AI guessCourse marketplaces show a long tail where most courses sell few or no copies.
Course funnels never disqualify unfit buyers because the model depends on selling to them
Leans partly rightFunnels rarely screen buyers, but whether the business model requires unfit buyers is not established.
· denied 0 ·
Course funnels never disqualify unfit buyers because the model depends on selling to them
Leans partly right- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“these kinds of courses rely on people purchasing the course who aren't a good fit”
- Leans partly right AI guessFunnels rarely screen buyers, but whether the business model requires unfit buyers is not established.
Information is a small share of business success; execution is most of it
UntestableA framing about what drives success, not a measurable split.
· denied 0 ·
Information is a small share of business success; execution is most of it
Untestable- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“information is about two to five percent of success implementing and navigating setbacks is the remaining ninety-five percent”
- Untestable AI guessA framing about what drives success, not a measurable split.
A course that got results would not need massive ad spend, affiliates and hype seminars to sell
UntestableAn inference about marketing spend, not directly testable.
· denied 0 ·
A course that got results would not need massive ad spend, affiliates and hype seminars to sell
Untestable- Tony Robbins and Dean Graziosi FAKE GURU Course (Spencer Cornelia)“the easiest thing in sales is selling a product that works”
- Untestable AI guessAn inference about marketing spend, not directly testable.
Airbnb arbitrage requires the landlord's written consent and compliance with local short-term rental rules
Leans rightSubletting without consent breaches most leases, and many cities license or ban short-term rentals.
· denied 0 ·
Airbnb arbitrage requires the landlord's written consent and compliance with local short-term rental rules
Leans right- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“You just need the landlord's permission.”
- Leans right AI guessSubletting without consent breaches most leases, and many cities license or ban short-term rentals.
Arbitrage profit is the spread between rent and booking revenue, so paying higher rent directly reduces it
Leans rightBooking revenue is set by the market, so rent is a direct subtraction from margin.
· denied 0 ·
Arbitrage profit is the spread between rent and booking revenue, so paying higher rent directly reduces it
Leans right- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“You're not going to make more money because you paid more rent. You're still going to collect the same amount of cash.”
- Leans right AI guessBooking revenue is set by the market, so rent is a direct subtraction from margin.
Longer leases improve arbitrage returns by spreading furniture costs over more revenue
Leans rightFurniture is a fixed setup cost amortized over the lease term.
· denied 0 ·
Longer leases improve arbitrage returns by spreading furniture costs over more revenue
Leans right- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“if you can spend the same amount of money for furniture but then get two years of revenue off of that lease, it's much better”
- Leans right AI guessFurniture is a fixed setup cost amortized over the lease term.
Starting a short-term rental business in a downturn means cheap furniture and less competition
Leans partly rightSupply exits can lower competition and furniture costs, but downturns also cut travel demand and nightly rates.
· denied 0 ·
Starting a short-term rental business in a downturn means cheap furniture and less competition
Leans partly right- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“There's people exiting the industry right now. And as suppliers leave the industry and guests stay in the industry, there'll be less suppliers”
- Leans partly right AI guessSupply exits can help, but downturns also cut travel demand and nightly rates.
- Leans partly right AI guessSupply exits can lower competition and furniture costs, but downturns also cut travel demand and nightly rates.
Anyone disciplined can build a six- or seven-figure Airbnb arbitrage business
Leans wrongMarket saturation, regulation and landlord refusals mean most entrants do not reach those revenues.
· denied 0 ·
Anyone disciplined can build a six- or seven-figure Airbnb arbitrage business
Leans wrong- Don’t Start an Airbnb Arbitrage business before watching this (Sean Rakidzich)“It's a pretty easy industry. I think anybody can.”
- Leans wrong AI guessMarket saturation, regulation and landlord refusals mean most entrants do not reach those revenues.
Faceless YouTube automation channels run by freelancers can earn thousands per month on a couple hours of daily work
Leans wrongMost automation channels never reach monetization and freelancer costs eat margins, so thousands a month on two hours a day is rare.
· denied 0 ·
Faceless YouTube automation channels run by freelancers can earn thousands per month on a couple hours of daily work
Leans wrong- F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“I barely work just 2 hours a day on all of my channels because they run on autopilot”
- Leans wrong AI guessMost automation channels never reach monetization and freelancer costs eat margins, so thousands a month on two hours a day is rare.
- Leans partly right AI guessA few channels reach that, but most never meet monetization thresholds and freelancer costs eat margins.
Longer videos aimed at older US audiences earn higher YouTube ad revenue per view
Leans rightRPM varies by advertiser demand; US and older demographics and mid-roll ads on longer videos pay more.
· denied 0 ·
Longer videos aimed at older US audiences earn higher YouTube ad revenue per view
Leans right- F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) (Chris Barrera)“the make or break of longevity for your channel is targeting the older and US audience”
- Leans right AI guessRPM varies by advertiser demand; US and older demographics and mid-roll ads on longer videos pay more.
Crypto lending platforms pay high interest but are uninsured and can lose your deposit
Leans rightSeveral crypto lenders froze or lost customer deposits in 2022 bankruptcies.
· denied 0 ·
Crypto lending platforms pay high interest but are uninsured and can lose your deposit
Leans right- 7 Ways To Make $100 Passive Income Per Day (Humphrey Yang)“you're sending your bitcoin and ethereum into their accounts and basically those are not fdic insured”
- Leans right AI guessSeveral crypto lenders froze or lost customer deposits in 2022 bankruptcies.
Beginner day traders fail because they chase large moves on small size instead of small frequent gains at scale
Leans partly rightPosition sizing matters, but both approaches lose for most retail traders.
· denied 0 ·
Beginner day traders fail because they chase large moves on small size instead of small frequent gains at scale
Leans partly right- THIS ⚠️ is why day traders LOSE money (Ross Cameron - Warrior Trading)“they're trading with tiny size but then what they're trying to do is they're trying to predict huge moves in the underlying stock”
- Leans partly right AI guessPosition sizing matters, but both approaches lose for most retail traders.
Investing a modest monthly sum for decades reaches a million through compounding
Leans rightStandard compound-growth arithmetic at historical equity returns.
· denied 0 ·
Investing a modest monthly sum for decades reaches a million through compounding
Leans right- How I Make $68K/Month Investing in Stocks (Just Copy Me) (Mark Tilbury)“If you were able to invest $250 per month, at an 8% annual return, in 42 years, you'd be a millionaire”
- Leans right AI guessStandard compound-growth arithmetic at historical equity returns.
Nobody has lost money holding an S&P 500 index fund for twenty years or more
Leans rightTrue for every rolling twenty-year period in nominal terms since 1926, though real returns were near zero in a few.
· denied 0 ·
Nobody has lost money holding an S&P 500 index fund for twenty years or more
Leans right- How I Make $68K/Month Investing in Stocks (Just Copy Me) (Mark Tilbury)“no one has ever lost any money if they've bought and held an S&P 500 index fund for more than 20 years”
- Leans right AI guessTrue for every rolling twenty-year period in nominal terms since 1926, though real returns were near zero in a few.
Starting to invest young matters most because time drives compounding
Leans rightCompounding scales with years invested.
· denied 0 ·
Starting to invest young matters most because time drives compounding
Leans right- How I Make $68K/Month Investing in Stocks (Just Copy Me) (Mark Tilbury)“the real secret ingredient to this millionaire formula is time”
- Leans right AI guessCompounding scales with years invested.
Viral views do not convert to sales when the audience is the wrong demographic
Leans rightViews from regions or audiences unlikely to buy do not convert, as ad-targeting data shows.
· denied 0 ·
Viral views do not convert to sales when the audience is the wrong demographic
Leans right- I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“I got a video with a million views and got zero sales.”
- Leans right AI guessViews from regions or audiences unlikely to buy do not convert, as ad-targeting data shows.
Once the skills are mastered, online money falls out of thin air
Leans wrongEven the source's own test needed daily filming for a week and yielded modest profit.
· denied 0 ·
Once the skills are mastered, online money falls out of thin air
Leans wrong- I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“once you know how to go viral and go viral consistently, money just falls out of thin air”
- Leans wrong AI guessEven the source's own test needed daily filming for a week and yielded modest profit.
Short organic dropshipping tests typically yield hundreds, not thousands, in profit
Leans partly rightPublished first-hand tests typically report modest profits, but the sample is self-selected.
· denied 0 ·
Short organic dropshipping tests typically yield hundreds, not thousands, in profit
Leans partly right- I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“$869 in profit is not bad whatsoever”
- Leans partly right AI guessPublished first-hand tests typically report modest profits, but the sample is self-selected.
Reposting old viral videos keeps sales going with no new work
Leans wrongPlatforms de-rank duplicate content and product interest fades, so reposting does not keep sales going without new work.
· denied 0 ·
Reposting old viral videos keeps sales going with no new work
Leans wrong- I Tried Dropshipping For 14 Days (Realistic Results) (bsmfredo)“All I was doing was reposting my old viral videos.”
- Leans wrong AI guessPlatforms de-rank duplicate content and product interest fades, so reposting does not keep sales going without new work.
- Leans partly right AI guessReposting can keep some views, but platforms de-rank duplicates and sales decline.
Even with a known edge, most people size bets so badly that many go bust
Leans rightThe Haghani and Dewey biased-coin experiment found a large share of educated participants went bust.
· denied 0 ·
Even with a known edge, most people size bets so badly that many go bust
Leans right- How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up (Patrick Boyle)“28% of the participants went bust, so they lost everything and received no payout”
- Leans right AI guessThe Haghani and Dewey biased-coin experiment found a large share of educated participants went bust.
Sports betting with bankroll management, small units and few parlays is consistently profitable
Leans wrongBankroll rules limit variance but do not create an edge; sportsbooks and pick'em apps price in a house margin.
· denied 0 ·
Sports betting with bankroll management, small units and few parlays is consistently profitable
Leans wrong- I Got Rich With Sports Betting When I Applied These 7 Habits (Secured Tyson)“I was able to completely change my life around from making 0 to now making hundreds of thousands of dollars from sports betting”
- Leans wrong AI guessBankroll rules limit variance but do not create an edge; sportsbooks and pick'em apps price in a house margin.
- Leans wrong Sports betting household study (NBER) lines 73-80The paper does not test any strategy, but documents that the industry's $11B of revenue on $120B wagered implies negative expected returns for the typical bettor and that bookmakers exploit bettors' biases and lack of skill, with bettors' net deposits rising over time.
Betting only a few percent of bankroll per slip keeps a bettor in the game
Leans partly rightSmall stakes reduce ruin risk but cannot overcome negative expected value.
· denied 0 ·
Betting only a few percent of bankroll per slip keeps a bettor in the game
Leans partly right- I Got Rich With Sports Betting When I Applied These 7 Habits (Secured Tyson)“I typically Run 1 to 5% of your entire bankroll per slip”
- Leans partly right AI guessSmall stakes reduce ruin risk but cannot overcome negative expected value.
Betting platforms promote high-payout parlays because they are more profitable for the house
Leans rightMulti-leg parlays carry far higher hold percentages for operators.
· denied 0 ·
Betting platforms promote high-payout parlays because they are more profitable for the house
Leans right- I Got Rich With Sports Betting When I Applied These 7 Habits (Secured Tyson)“if the platform wants you to run these high risky plays why do you believe that you should be doing that”
- Leans right AI guessMulti-leg parlays carry far higher hold percentages for operators.
Each bet is independent, so a losing streak does not make a win due
Leans rightIndependent events; the gambler's fallacy is well documented.
· denied 0 ·
Each bet is independent, so a losing streak does not make a win due
Leans right- I Got Rich With Sports Betting When I Applied These 7 Habits (Secured Tyson)“just because you landed on heads 10 days in a row does not mean that the 11th day you're going to hit Tails”
- Leans right AI guessIndependent events; the gambler's fallacy is well documented.
Chasing losses emotionally is exactly what betting platforms profit from
Leans rightLoss-chasing is the core driver of gambling harm in behavioral research.
· denied 0 ·
Chasing losses emotionally is exactly what betting platforms profit from
Leans right- I Got Rich With Sports Betting When I Applied These 7 Habits (Secured Tyson)“if you guys are getting emotional when you're gambling you're doing exactly what these platforms want you to do”
- Leans right AI guessLoss-chasing is the core driver of gambling harm in behavioral research.
- Leans partly right Sports betting household study (NBER) lines 144-149Deposits grow substantially over time and the authors attribute part of that growth to addiction and increased tolerance for losses, but loss-chasing itself is not measured.
Paid pick sellers force plays when losing to keep subscribers
Leans partly rightPlausible incentive but no systematic evidence on tipster behavior.
· denied 0 ·
Paid pick sellers force plays when losing to keep subscribers
Leans partly right- I Got Rich With Sports Betting When I Applied These 7 Habits (Secured Tyson)“if they're losing they are going to force plays they are going to just throw out plays that they're praying to God that hits”
- Leans partly right AI guessPlausible incentive but no systematic evidence on tipster behavior.
Most of the very wealthy dropped out of college rather than graduating
Leans wrongSurveys of the ultra-wealthy show a large majority hold degrees, many from elite schools.
asserted 0 · ·
Most of the very wealthy dropped out of college rather than graduating
Leans wrong- DENIES "9-5 JOBS ARE A SCAM, SO IS COLLEGE" - Swag Academy (Coffeezilla)“there's more millionaires and billionaires who dropped out of college than those who finished college”
- Leans wrong AI guessSurveys of the ultra-wealthy show a large majority hold degrees, many from elite schools.
People with more education earn more on average
Leans rightBureau of Labor Statistics data show median earnings rising with each education level.
· denied 0 ·
People with more education earn more on average
Leans right- "9-5 JOBS ARE A SCAM, SO IS COLLEGE" - Swag Academy (Coffeezilla)“if you get a bachelor's degree on average you're gonna make 64k if you get a master's degree on average you just make more”
- Leans right AI guessBureau of Labor Statistics data show median earnings rising with each education level.
Course sellers back claims with anecdotes rather than statistics
Leans partly rightDK Automation backed its profit claims with testimonials that did not reflect the experience of any consumer in the FTC's investigation, with disclaimers in unreadably small type; one documented instance.
· denied 0 ·
Course sellers back claims with anecdotes rather than statistics
Leans partly right- "9-5 JOBS ARE A SCAM, SO IS COLLEGE" - Swag Academy (Coffeezilla)“do they have any stats to back up their course success stories no they just have a bunch of anecdote testimonial”
- Leans partly right FTC DK Automation press release lines 51-51DK Automation backed its profit claims with testimonials that did not reflect the experience of any consumer in the FTC's investigation, with disclaimers in unreadably small type; one documented instance.
- Untestable AI guessObservation about marketing style.
After tax and inflation, market returns are roughly half the headline figure
Leans rightTaxes and roughly three percent inflation cut a ten percent nominal return to about half in real after-tax terms.
· denied 0 ·
After tax and inflation, market returns are roughly half the headline figure
Leans right- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“the return that you actually see is closer to 5.4 4% almost half of the original return”
- Leans right AI guessTaxes and roughly three percent inflation cut a ten percent nominal return to about half in real after-tax terms.
Bubble-era returns on hyped assets are temporary and fade over the long term
Leans rightBubble-era asset returns reverted after the dot-com and crypto cycles.
· denied 0 ·
Bubble-era returns on hyped assets are temporary and fade over the long term
Leans right- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“these returns were all temporary they were all short-term returns that moderated over the long term”
- Leans right AI guessBubble-era asset returns reverted after the dot-com and crypto cycles.
Asset allocation drives returns more than picking individual securities
Leans rightBrinson-style attribution studies find allocation explains most return variation across portfolios.
· denied 0 ·
Asset allocation drives returns more than picking individual securities
Leans right- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“the asset class that you put your money into tends to play a bigger role in the return you see than security selection”
- Leans right AI guessBrinson-style attribution studies find allocation explains most return variation across portfolios.
Most millionaires got there through business ownership, high income or saving, not a single investment
Leans rightWealth surveys show business ownership, high earnings, saving and inheritance dominate millionaire origins.
· denied 0 ·
Most millionaires got there through business ownership, high income or saving, not a single investment
Leans right- Investing STILL Won't Make You Rich (Probably) (The Plain Bagel)“the vast majority of clients have gone to that point by either owning a business having a very high paying job”
- Leans right AI guessWealth surveys show business ownership, high earnings, saving and inheritance dominate millionaire origins.
Dropshipping on Amazon or eBay from retail marketplaces violates their terms and gets accounts banned
Leans rightAmazon permits dropshipping only if the store owner, not the third-party retailer, is seller of record; Empire's retail-arbitrage dropshipping routinely violated this and Amazon suspended most of its stores within months for dropshipping-policy and IP violations.
· denied 0 ·
Dropshipping on Amazon or eBay from retail marketplaces violates their terms and gets accounts banned
Leans right- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“aliexpress drop shipping on amazon is expressly prohibited”
- Leans right AI guessAmazon and eBay policies prohibit drop-shipping from other retailers and suspend violators.
- Leans right FTC v. Automators complaint lines 487-498Amazon permits dropshipping only if the store owner, not the third-party retailer, is seller of record; Empire's retail-arbitrage dropshipping routinely violated this and Amazon suspended most of its stores within months for dropshipping-policy and IP violations.
A dropshipping business still needs a seller's permit, sales tax collection and business registration
Leans rightSales-tax nexus and licensing rules apply to any online merchant.
· denied 0 ·
A dropshipping business still needs a seller's permit, sales tax collection and business registration
Leans right- The UGLY Truth About Dropshipping That No Guru Will Tell You (MyWifeQuitHerJob Ecommerce Channel)“your drop shipping business is a real business and must be registered as such”
- Leans right AI guessSales-tax nexus and licensing rules apply to any online merchant.
Digital products become highly scalable once one finds a winner
Leans rightAs a conditional this is true because digital goods have near-zero marginal cost; the claim stays silent on how rarely a winner is found.
· denied 0 ·
Digital products become highly scalable once one finds a winner
Leans right- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“what I love about this model is just like when you have a winner, how crazy and scalable the business becomes”
- Leans partly right AI guessDigital goods have near-zero marginal cost, but finding a winner is rare and the source has a disclosed stake.
- Leans right AI guessAs a conditional this is true because digital goods have near-zero marginal cost; the claim stays silent on how rarely a winner is found.
Most meme pages never make money
Leans rightAudience monetization is highly skewed; the vast majority of pages earn nothing.
· denied 0 ·
Most meme pages never make money
Leans right- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“most pages never actually amount to any money”
- Leans right AI guessAudience monetization is highly skewed; the vast majority of pages earn nothing.
AI is a tool, not the business; money comes from solving problems people already pay for
UntestableFraming about where value comes from.
· denied 0 ·
AI is a tool, not the business; money comes from solving problems people already pay for
Untestable- The Best AI Side Hustles To Start In 2026 (No Skills) (Iman Gadzhi)“AI is not the business. Get that through your head. It is simply leverage.”
- Untestable AI guessFraming about where value comes from.
Using low-down-payment owner-occupant loans to buy many rentals is mortgage fraud that lenders detect
Leans rightOccupancy misrepresentation on a mortgage application is federal fraud and underwriters check recent loans.
· denied 0 ·
Using low-down-payment owner-occupant loans to buy many rentals is mortgage fraud that lenders detect
Leans right- These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“If you are trying to game the system and acquire investment properties with 3 to 10% down, then you will be found very quickly.”
- Leans right AI guessOccupancy misrepresentation on a mortgage application is federal fraud and underwriters check recent loans.
Low-down-payment conventional loans require living in the home for at least a year
Leans rightConventional and FHA low-down loans require owner occupancy for at least twelve months.
· denied 0 ·
Low-down-payment conventional loans require living in the home for at least a year
Leans right- These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“the requirements are that you live in the house for at least one year as your primary residence”
- Leans right AI guessConventional and FHA low-down loans require owner occupancy for at least twelve months.
Authorized-user piggybacking raises a credit score fast but mortgage lenders discount it
Leans rightScoring models and manual underwriting discount authorized-user tradelines.
· denied 0 ·
Authorized-user piggybacking raises a credit score fast but mortgage lenders discount it
Leans right- These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“Lenders are able to see that your boost in credit score comes from being an authorized user”
- Leans right AI guessScoring models and manual underwriting discount authorized-user tradelines.
Good credit saves tens of thousands over the life of a mortgage
Leans rightOne point of rate on a thirty-year loan compounds to tens of thousands in interest.
· denied 0 ·
Good credit saves tens of thousands over the life of a mortgage
Leans right- These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“the difference between 3% interest rate and 4% interest rate is around $50,000 for the entirety of a 30-year loan”
- Leans right AI guessOne point of rate on a thirty-year loan compounds to tens of thousands in interest.
Credit card limits rise automatically even when the card is barely used
Leans wrongIssuers raise limits based on usage and payment history, and cut dormant lines.
asserted 0 · ·
Credit card limits rise automatically even when the card is barely used
Leans wrong- DENIES These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“if you didn't gas on it, they're going to send you a 4, $500,000 credit card”
- Leans wrong AI guessIssuers raise limits based on usage and payment history, and cut dormant lines.
Buying flips on credit lines with minimal down payments fails on lender down-payment and debt-to-income rules
Leans rightHard-money lenders require larger equity and lenders cap debt-to-income.
· denied 0 ·
Buying flips on credit lines with minimal down payments fails on lender down-payment and debt-to-income rules
Leans right- These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“your debt to income will be insane if you go out and buy 10 properties with $20,000 down, and no one will lend to you”
- Leans right AI guessHard-money lenders require larger equity and lenders cap debt-to-income.
Disputing credit-report items legally forces removal of anything not verified in time
Leans rightThe Fair Credit Reporting Act requires removal of items not verified within thirty days.
· denied 0 ·
Disputing credit-report items legally forces removal of anything not verified in time
Leans right- These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“if they don't get back into you in a certain time, they legally have to remove this stuff off your credit”
- Leans right AI guessThe Fair Credit Reporting Act requires removal of items not verified within thirty days.
Get-rich-easy real estate pitches work by omitting the lending standards that make them impossible
UntestableDescribes a marketing omission, not a measurable outcome.
· denied 0 ·
Get-rich-easy real estate pitches work by omitting the lending standards that make them impossible
Untestable- These Gurus Taught Me Mortgage Fraud (Spencer Cornelia)“it's way easier to be a fake guru promoting get-rich-easy schemes than it is to be someone who's transparent”
- Untestable AI guessDescribes a marketing omission, not a measurable outcome.
Small business owners work more hours than their employees
Probably rightIncorporated self-employed work about 340 more hours a year than comparable full-time, full-year salaried workers and the unincorporated about 285 more after controls (raw CPS: 2,347 annual hours for incorporated vs 1,981 for salaried); the comparison is with salaried workers generally rather than owners' own employees.
· denied 0 ·
Small business owners work more hours than their employees
Probably right- The Passive Income Scam (The Plain Bagel)“the average small business owner Works twice as hard as their employees with 25 percent working at least 60 hours a week”
- Probably right Who becomes an entrepreneur (Levine & Rubinstein) lines 1062-1067Incorporated self-employed work about 340 more hours a year than comparable full-time, full-year salaried workers and the unincorporated about 285 more after controls (raw CPS: 2,347 annual hours for incorporated vs 1,981 for salaried); the comparison is with salaried workers generally rather than owners' own employees.
- Leans right AI guessSurveys consistently report small business owners working longer hours than employees.
Most YouTube uploads never reach a thousand views, so luck dominates creator income
Leans rightView distributions on YouTube are heavily skewed with most uploads getting few views.
· denied 0 ·
Most YouTube uploads never reach a thousand views, so luck dominates creator income
Leans right- The Passive Income Scam (The Plain Bagel)“nearly 90 of that will never pass the 1000 view Mark at which point you might make a few dollars”
- Leans right AI guessView distributions on YouTube are heavily skewed with most uploads getting few views.
Bank risk systems can miss unauthorized trades for months
Leans rightRepeated rogue-trader cases at major banks show controls catching unauthorized positions late.
· denied 0 ·
Bank risk systems can miss unauthorized trades for months
Leans right- Won't Somebody Please Think of The Traders?? (Patrick Boyle)“His point that it took months to discover these allegedly unauthorized trades does raise questions about how good the risk systems are”
- Leans right AI guessRepeated rogue-trader cases at major banks show controls catching unauthorized positions late.
Trading mandates restrict which instruments a trader may trade, not just position size
Leans rightStandard bank mandate structure; instrument restrictions are part of every desk's limits.
· denied 0 ·
Trading mandates restrict which instruments a trader may trade, not just position size
Leans right- Won't Somebody Please Think of The Traders?? (Patrick Boyle)“risk limits don’t just apply to position sizes, they also apply to which financial instruments a trader is authorized to trade”
- Leans right AI guessStandard bank mandate structure; instrument restrictions are part of every desk's limits.
Bank trader bonuses are deferred and can be clawed back after losses or misconduct
Leans rightDeferred bonus and clawback rules have been standard at large banks since the 2008 reforms.
· denied 0 ·
Bank trader bonuses are deferred and can be clawed back after losses or misconduct
Leans right- Won't Somebody Please Think of The Traders?? (Patrick Boyle)“a lot of your bonus compensation is withheld and can be clawed back if you make any big losses”
- Leans right AI guessDeferred bonus and clawback rules have been standard at large banks since the 2008 reforms.
Low-margin arbitrage desks tempt traders into hidden outsized risks
Leans partly rightAn anecdotal pattern across a few rogue-trader cases, not an established finding.
· denied 0 ·
Low-margin arbitrage desks tempt traders into hidden outsized risks
Leans partly right- Won't Somebody Please Think of The Traders?? (Patrick Boyle)“something about its technicality, about the discipline of making money by buying and selling almost-but-not-quite identical things, that might give people ideas”
- Leans partly right AI guessAn anecdotal pattern across a few rogue-trader cases, not an established finding.
Profitable sports betting comes from exploiting pricing discrepancies between sportsbooks, not sports knowledge
Leans partly rightDocumented long-run edges are mostly price-based such as line shopping and beating the closing line, though some sharp bettors win with their own models.
· denied 0 ·
Profitable sports betting comes from exploiting pricing discrepancies between sportsbooks, not sports knowledge
Leans partly right- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“Good sports betting is not a measure of sports knowledge. It is a measure of pricing knowledge.”
- Leans partly right AI guessArbitrage and closing-line-value approaches are the documented edges, but they are small and short-lived.
- Leans partly right AI guessDocumented long-run edges are mostly price-based such as line shopping and beating the closing line, though some sharp bettors win with their own models.
Arbitrage betting is not risk-free because a voided bet or human error can turn a small locked profit into a large loss
Leans rightVoided legs and palpable-error rules are standard sportsbook terms and are a known arb risk.
· denied 0 ·
Arbitrage betting is not risk-free because a voided bet or human error can turn a small locked profit into a large loss
Leans right- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“You can have one bet voided for any reason, and suddenly your arb that nets 50 bucks could turn into a $500 loss.”
- Leans right AI guessVoided legs and palpable-error rules are standard sportsbook terms and are a known arb risk.
Sportsbooks push expert picks and analysis because they distract bettors from pricing, the only real edge
Leans partly rightA plausible incentive, but the motive is inferred rather than demonstrated.
· denied 0 ·
Sportsbooks push expert picks and analysis because they distract bettors from pricing, the only real edge
Leans partly right- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“sportsbooks want to serve you “smart info” from smart guys with detailed spreadsheets and verifiable data because it ignores pricing”
- Leans partly right AI guessA plausible incentive, but the motive is inferred rather than demonstrated.
The vig on even-money bets takes a sizeable cut of every wager and has been rising
Leans partly rightStandard vig is around 4-5% on -110 lines; some markets are juiced higher, but the extreme figure is not typical.
· denied 0 ·
The vig on even-money bets takes a sizeable cut of every wager and has been rising
Leans partly right- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“a 50/50 coin flip isn’t sold at +100 odds, not even -105 or -110, but -115”
- Leans partly right AI guessStandard vig is around 4-5% on -110 lines; some markets are juiced higher, but the extreme figure is not typical.
Subscription software can flag mispriced lines and reduce advantage betting to minutes a day
Leans partly rightPositive-EV tools do flag soft lines quickly, but sportsbooks limit winning accounts fast, so the edge is short-lived.
· denied 0 ·
Subscription software can flag mispriced lines and reduce advantage betting to minutes a day
Leans partly right- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“You can pay like 75 bucks a month for access to automated software that tells you what you bet on”
- Leans partly right AI guessSuch tools exist and work until accounts are limited, which happens fast.
- Leans partly right AI guessPositive-EV tools do flag soft lines quickly, but sportsbooks limit winning accounts fast, so the edge is short-lived.
Gambling addiction is a strong predictor of financial ruin
Leans rightProblem gambling is associated with bankruptcy, debt, and suicide in the public health literature.
· denied 0 ·
Gambling addiction is a strong predictor of financial ruin
Leans right- What Everyone Gets Wrong About Gambling on Sports (Extranet Shaquille)“falling into a gambling addiction is a strong indicator for financial ruin and early death”
- Leans right AI guessProblem gambling is associated with bankruptcy, debt, and suicide in the public health literature.
- Leans partly right Sports betting household study (NBER) lines 240-244Betting access causes more overdrafts, more credit card debt and overextended borrowers among constrained households, and the authors argue these effects will not self-correct because betting is addictive; addiction is not measured directly and outcomes fall short of ruin.
Debt is good if the asset it buys produces income that covers the payment with surplus, and bad if it funds consumption
UntestableA definitional framing rather than a testable claim.
· denied 0 ·
Debt is good if the asset it buys produces income that covers the payment with surplus, and bad if it funds consumption
Untestable- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“bad debt takes money out of your pocket every month, and good debt puts money into it”
- Untestable AI guessA definitional framing rather than a testable claim.
Credit card minimum payments cost more in interest than the original balance
Leans rightStandard amortization at 20% APR with minimum payments produces this result.
· denied 0 ·
Credit card minimum payments cost more in interest than the original balance
Leans right- Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth (Rich Dad)“takes roughly 23 years to pay off and costs about $7,723 in interest — more than the original balance itself”
- Leans right AI guessStandard amortization at 20% APR with minimum payments produces this result.
A sustained win rate above the sportsbook's implied probability yields profit over many bets despite individual losses
Leans rightAs a conditional statement this is basic expected-value arithmetic; the hard part, which the claim does not deny, is having and keeping such an edge.
· denied 0 ·
A sustained win rate above the sportsbook's implied probability yields profit over many bets despite individual losses
Leans right- How to Make $50 Per Day Betting on Sports (The Math) (LINEMAKER SPORTS)“as long as you have an edge, the long term, you're actually going to turn a profit. It just takes time.”
- Leans right AI guessAs a conditional statement this is basic expected-value arithmetic; the hard part, which the claim does not deny, is having and keeping such an edge.
- Leans partly right AI guessThe arithmetic is correct, but sustaining a true edge against sharp lines is rare and books limit winners.
Player prop markets are priced less sharply than main markets and offer more exploitable edges
Leans rightProps and other low-volume markets are widely documented as less efficient than main lines, though books offset this with low limits and quick restrictions.
· denied 0 ·
Player prop markets are priced less sharply than main markets and offer more exploitable edges
Leans right- How to Make $50 Per Day Betting on Sports (The Math) (LINEMAKER SPORTS)“The profit is at player props.”
- Leans right AI guessProps and other low-volume markets are widely documented as less efficient than main lines, though books offset this with low limits and quick restrictions.
- Leans partly right AI guessDerivative markets are less efficient than main lines, but limits are lower and books restrict prop winners quickly.
Betting as income requires a bankroll of thousands of dollars; small bankrolls only produce trivial profit
Leans partly rightBankroll scales any real edge, but the premise that the edge exists is unproven.
· denied 0 ·
Betting as income requires a bankroll of thousands of dollars; small bankrolls only produce trivial profit
Leans partly right- How to Make $50 Per Day Betting on Sports (The Math) (LINEMAKER SPORTS)“If you don't have no money, then you go into the lottery system”
- Leans partly right AI guessBankroll scales any real edge, but the premise that the edge exists is unproven.
A self-reported bet tracker showing a high win rate proves a betting strategy works
Leans wrongUnaudited trackers can omit bets, and a few months of results are dominated by variance.
· denied 0 ·
A self-reported bet tracker showing a high win rate proves a betting strategy works
Leans wrong- How to Make $50 Per Day Betting on Sports (The Math) (LINEMAKER SPORTS)“there's no way anybody could tell you otherwise because this is tracked every single day”
- Leans wrong AI guessUnaudited trackers can omit bets, and a few months of results are dominated by variance.
Trading gurus commonly present simulated or demo account results as real trading profits
Leans partly rightRegulators require simulated-results disclaimers because the practice is common; prevalence is not measured.
· denied 0 ·
Trading gurus commonly present simulated or demo account results as real trading profits
Leans partly right- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“Simulated just means essentially you're using monopoly money.”
- Leans partly right AI guessRegulators require simulated-results disclaimers because the practice is common; prevalence is not measured.
Unregulated offshore brokers promoted by gurus can take deposits with no recourse
Leans rightRegulator warning lists and enforcement actions document offshore forex broker fraud.
· denied 0 ·
Unregulated offshore brokers promoted by gurus can take deposits with no recourse
Leans right- Youtuber "Proves" People are Lazy with DayTrading (Coffeezilla)“a big part of forex scams are sketchy offshore brokerages where you don't know if it's real or fake money”
- Leans right AI guessRegulator warning lists and enforcement actions document offshore forex broker fraud.
Options spreads let small accounts take positions that would otherwise require far more capital
Leans rightDefined-risk spreads do reduce capital requirements; that is their mechanical purpose.
· denied 0 ·
Options spreads let small accounts take positions that would otherwise require far more capital
Leans right- Top 3 Options Trading Strategies for Small Accounts (SMB Capital)“option strategies are actually very Capital efficient in many cases”
- Leans right AI guessDefined-risk spreads do reduce capital requirements; that is their mechanical purpose.
Selling same-day iron condors collects premium with a defined maximum loss
Leans rightMechanically correct; the maximum loss exceeds the premium and occurs on large moves.
· denied 0 ·
Selling same-day iron condors collects premium with a defined maximum loss
Leans right- Top 3 Options Trading Strategies for Small Accounts (SMB Capital)“your broker would only require you to have seven hundred dollars in your account because that's the worst case scenario loss”
- Leans right AI guessMechanically correct; the maximum loss exceeds the premium and occurs on large moves.
A deep in-the-money LEAPS call can earn more than owning the stock for less cash and less risk
Leans wrongA deep in-the-money call needs less cash, but it adds leverage, time decay and the risk of losing the whole premium, so it is not less risky.
· denied 0 ·
A deep in-the-money LEAPS call can earn more than owning the stock for less cash and less risk
Leans wrong- Top 3 Options Trading Strategies for Small Accounts (SMB Capital)“buying a deep in the money call can yield even more than a simple stock transaction for way less cash and way less risk”
- Leans partly right AI guessFewer dollars at risk, but the whole premium can be lost and buyers pay time value; retail option buyers lose on average.
- Leans wrong AI guessA deep in-the-money call needs less cash, but it adds leverage, time decay and the risk of losing the whole premium, so it is not less risky.
Professional traders use options to cut capital and risk per trade
Leans partly rightProfessionals do use options for capital efficiency and defined risk, but usually hedged and with risk controls retail traders lack.
· denied 0 ·
Professional traders use options to cut capital and risk per trade
Leans partly right- Top 3 Options Trading Strategies for Small Accounts (SMB Capital)“professional options Traders take advantage of this very efficient use of capital constantly”
- Leans partly right AI guessProfessionals use options for defined risk, but typically hedged and with risk controls retail lacks.
- Leans partly right AI guessProfessionals do use options for capital efficiency and defined risk, but usually hedged and with risk controls retail traders lack.
Doubling bets after each loss fails because bankrolls are finite and tables cap bet sizes
Leans rightMartingale ruin under a finite bankroll and bet limits is a textbook result.
· denied 0 ·
Doubling bets after each loss fails because bankrolls are finite and tables cap bet sizes
Leans right- This Fake Guru Teaches You How to Go Broke (Spencer Cornelia)“no one has an unlimited bankroll and the casinos put in table betting limits”
- Leans right AI guessMartingale ruin under a finite bankroll and bet limits is a textbook result.
Long losing streaks are statistically inevitable over enough hands
Leans rightFollows directly from independent near-even bets.
· denied 0 ·
Long losing streaks are statistically inevitable over enough hands
Leans right- This Fake Guru Teaches You How to Go Broke (Spencer Cornelia)“a six game losing streak happens every 64 hands, and a seven game losing streak happens every 128 hands on average”
- Leans right AI guessFollows directly from independent near-even bets.
Ignoring a small house edge like the zero does not make a bet even
Leans rightThe zero pockets are the entire source of the roulette house edge.
· denied 0 ·
Ignoring a small house edge like the zero does not make a bet even
Leans right- This Fake Guru Teaches You How to Go Broke (Spencer Cornelia)“The green zero is one portion of the house's edge.”
- Leans right AI guessThe zero pockets are the entire source of the roulette house edge.
Agency middleman models add little value over hiring the freelancer directly
Leans partly rightSome agencies add strategy and accountability, but a reseller with no delivery skill competes against direct freelancer platforms.
· denied 0 ·
Agency middleman models add little value over hiring the freelancer directly
Leans partly right- Why Iman Gadzhi Never Made Anyone Rich (Blueprint to Billions)“You're literally just the middleman.”
- Leans partly right AI guessSome agencies add strategy and accountability, but a reseller with no delivery skill competes against direct freelancer platforms.
Pyramid schemes pay mainly for recruiting new distributors rather than retail sales to outside customers
Leans rightIn every one of the 350 MLM compensation plans Taylor analysed, rewards were paid primarily for aggressively recruiting a large downline rather than for retailing products to outside customers.
· denied 0 ·
Pyramid schemes pay mainly for recruiting new distributors rather than retail sales to outside customers
Leans right- Multi-Level Marketing Businesses and Pyramid Schemes (Consumer Advice)“Your income would be based mostly on how many people you recruit, not how much product you sell.”
- Leans right AI guessThis is the legal definition regulators use to distinguish pyramid schemes from MLMs.
- Leans right Taylor, The Case against MLM lines 870-877In every one of the 350 MLM compensation plans Taylor analysed, rewards were paid primarily for aggressively recruiting a large downline rather than for retailing products to outside customers.
- Leans right AARP MLM survey 2018 lines 600-606AARP's consumer guidance lists a focus on recruiting rather than selling, with retail sales unrelated to rewards, as the sign an MLM may be a pyramid scheme; a definitional statement rather than evidence.
Individual traders' losses are institutions' gains, because institutions provide liquidity to urgent uninformed orders
Leans partly rightRetail options trades lost $1.14bn while $4.13bn of effective-spread costs became revenue for market makers and exchanges executing retail orders; the liquidity-provision mechanism is asserted rather than tested.
· denied 0 ·
Individual traders' losses are institutions' gains, because institutions provide liquidity to urgent uninformed orders
Leans partly right- The Truth About Day Trading (Ben Felix)“institutions provide liquidity to aggressive but apparently uninformed individual investors”
- Leans right AI guessComplete Taiwan market data show individual losses matched by institutional gains on passive trades.
- Leans partly right Retail options study (Bryzgalova et al.) lines 955-961Retail options trades lost $1.14bn while $4.13bn of effective-spread costs became revenue for market makers and exchanges executing retail orders; the liquidity-provision mechanism is asserted rather than tested.
- Leans partly right Brazil day-trader study (Chague et al.) lines 384-391Greater HFT presence is related to larger individual losses (19% higher average loss per 10-point rise in HFT share), consistent with institutions gaining from retail day traders.
- Leans partly right BIS crypto retail adoption paper lines 930-943A 1% rise in Bitcoin price corresponds to a 42% rise in coins held by sub-1-BTC addresses and a 4% fall in miner holdings, and small holders buy even harder in high-volatility periods, so large holders are the gainers from retail's procyclical buying; the setting is crypto whales, not institutions providing liquidity to stock orders.
As all traders become more skilled, relative edges shrink and luck dominates outcomes
Leans partly rightThe paradox-of-skill argument is well supported in sports and fund management; direct trading evidence is indirect.
· denied 0 ·
As all traders become more skilled, relative edges shrink and luck dominates outcomes
Leans partly right- The Truth About Day Trading (Ben Felix)“as the skill of all traders increases the role of luck and trading outcomes also increases”
- Leans partly right AI guessThe paradox-of-skill argument is well supported in sports and fund management; direct trading evidence is indirect.
Individual investors buy attention-grabbing stocks, which then underperform
Leans rightAttention-driven buying and subsequent underperformance is a replicated finding.
· denied 0 ·
Individual investors buy attention-grabbing stocks, which then underperform
Leans right- The Truth About Day Trading (Ben Felix)“attention-based stock purchases could temporarily inflate a stock's price, leading to disappointing subsequent returns”
- Leans right AI guessAttention-driven buying and subsequent underperformance is a replicated finding.
- Leans partly right Retail options study (Bryzgalova et al.) lines 746-748Retail options share is higher on smaller, higher-volume underlyings, consistent with retail participation in attention-grabbing securities; subsequent underperformance is not examined.
Paying for day trading education worsens prospects because there is no evidence traders learn
Leans partly rightContrary to what brokerage specialists and course providers claim, there is no learning by day trading; expected profit is always negative and does not improve, though the effect of paid education itself is not tested.
· denied 0 ·
Paying for day trading education worsens prospects because there is no evidence traders learn
Leans partly right- The Truth About Day Trading (Ben Felix)“paying someone to teach you how to day trade is only making your prospects worse after costs”
- Leans partly right Brazil day-trader study (Chague et al.) lines 180-190Contrary to what brokerage specialists and course providers claim, there is no learning by day trading; expected profit is always negative and does not improve, though the effect of paid education itself is not tested.
- Leans partly right AI guessThe no-learning finding is from one Brazilian sample; course cost is a certain loss while the benefit is unproven.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 714-721Day traders do learn about their ability in the sense that losers are more likely to quit, but the most experienced still lose money and trading to learn is likened to playing roulette to learn.
Many day traders trade for entertainment or the thrill of gambling rather than expected profit
Leans partly rightAuthors argue persistent losers must be overconfident or derive non-financial utility (entertainment, gambling, impressing others) but cannot test the motives explicitly.
· denied 0 ·
Many day traders trade for entertainment or the thrill of gambling rather than expected profit
Leans partly right- The Truth About Day Trading (Ben Felix)“day traders may day trade for non-financial reasons like entertainment, a taste for gambling or the desire to impress others”
- Leans partly right AI guessSupported by survey and behavioral studies, but motives are mixed.
- Leans partly right Taiwan day-trader study (Barber et al.) lines 678-690Authors argue persistent losers must be overconfident or derive non-financial utility (entertainment, gambling, impressing others) but cannot test the motives explicitly.
Borrowing extra private money to cover the primary loan's fees lets a flipper enter a deal with no cash
Leans partly rightStacking private money on a hard-money loan can cover entry costs, but it piles expensive debt on a thin spread where delays or overruns wipe out the profit.
· denied 0 ·
Borrowing extra private money to cover the primary loan's fees lets a flipper enter a deal with no cash
Leans partly right- How to Flip Houses with 100% Funding (No Money Needed!) (Flipping Mastery TV)“I call the $9,000 that we borrow from private money financing your financing”
- Leans partly right AI guessArithmetically possible but stacks expensive debt against a thin spread; delays or overruns erase the profit.
- Leans partly right AI guessStacking private money on a hard-money loan can cover entry costs, but it piles expensive debt on a thin spread where delays or overruns wipe out the profit.
Giving up most of the profit to lenders is worth it to keep doing deals
UntestableA preference about trade-offs, not a testable claim.
· denied 0 ·
Giving up most of the profit to lenders is worth it to keep doing deals
Untestable- How to Flip Houses with 100% Funding (No Money Needed!) (Flipping Mastery TV)“I'd rather give up half and be doing deals than and not do deals and sit at home”
- Untestable AI guessA preference about trade-offs, not a testable claim.
Needlessly complex payout structures are a sign a scheme is hiding where returns come from
Leans partly rightA reasonable heuristic rather than a tested rule.
· denied 0 ·
Needlessly complex payout structures are a sign a scheme is hiding where returns come from
Leans partly right- Youtuber Accidentally Exposes the Scam He's Promoting (Coffeezilla)“if you ever see a flowchart that seems almost impossibly complicated uh it's Ponzi nonsense”
- Leans partly right AI guessA reasonable heuristic rather than a tested rule.
- Leans partly right Taylor, The Case against MLM lines 2094-2101In the MLM setting Taylor says complex compensation plans obfuscate the income distribution and hide the near-zero odds of profit; supports the heuristic for MLMs only.
Crypto schemes reach young audiences through gaming and streaming influencers
Leans rightInfluencer-promoted tokens targeting young audiences are a documented pattern.
· denied 0 ·
Crypto schemes reach young audiences through gaming and streaming influencers
Leans right- Youtuber Accidentally Exposes the Scam He's Promoting (Coffeezilla)“the target of most crypto scams is gullible people and who's more gullible than kids and teenagers”
- Leans right AI guessInfluencer-promoted tokens targeting young audiences are a documented pattern.
Advertised staking yields far above market rates are paid from new deposits or token inflation, not real revenue
Leans partly rightHigh fixed yields in 2021-22 schemes were funded by emissions and collapsed; some protocols do earn fees.
· denied 0 ·
Advertised staking yields far above market rates are paid from new deposits or token inflation, not real revenue
Leans partly right- Youtuber Accidentally Exposes the Scam He's Promoting (Coffeezilla)“the average user can expect to earn up to 20% on staking rewards”
- Leans partly right AI guessHigh fixed yields in 2021-22 schemes were funded by emissions and collapsed; some protocols do earn fees.
Very few investors sustain returns far above the market for decades
Leans rightPersistence studies find almost no managers or individuals sustain large alpha.
· denied 0 ·
Very few investors sustain returns far above the market for decades
Leans right- What Return Should Investors Reasonably Expect? (The Plain Bagel)“very few people are able to achieve anything above 20 regularly over a 10 to 30 year period”
- Leans right AI guessPersistence studies find almost no managers or individuals sustain large alpha.
Investors boasting high returns usually have short track records that do not predict long-term results
Leans rightShort-window returns are dominated by variance and regime; persistence is rare.
· denied 0 ·
Investors boasting high returns usually have short track records that do not predict long-term results
Leans right- What Return Should Investors Reasonably Expect? (The Plain Bagel)“the people boasting about high returns tend to have short track records that are no longer than just a few years”
- Leans right AI guessShort-window returns are dominated by variance and regime; persistence is rare.
Leverage and options strategies that worked in a long bull market fail in a prolonged downturn
Leans partly rightLeveraged strategies suffer in drawdowns, though some hedged option strategies hold up.
· denied 0 ·
Leverage and options strategies that worked in a long bull market fail in a prolonged downturn
Leans partly right- What Return Should Investors Reasonably Expect? (The Plain Bagel)“trading call options and taking on leverage are unlikely to bode well should we encounter a longer downturn”
- Leans partly right AI guessLeveraged strategies suffer in drawdowns, though some hedged option strategies hold up.
Few businesses reach the scale where the owner can step away and collect passive income
Leans rightMost small businesses are owner-operated with few or no employees.
· denied 0 ·
Few businesses reach the scale where the owner can step away and collect passive income
Leans right- Rich Dad Fraud Dad (Micro)“it's incredibly hard for most businesses to get to the scale where they can offload all operations”
- Leans right AI guessMost small businesses are owner-operated with few or no employees.
The real money in MLM comes from selling books, tapes, and seminar tickets to recruits
Leans partly rightTools-and-training income for top distributors is documented in lawsuits, but its share of total MLM income is not measured.
· denied 0 ·
The real money in MLM comes from selling books, tapes, and seminar tickets to recruits
Leans partly right- Rich Dad Fraud Dad (Micro)“the real money comes from selling books CDs and tickets to seminars that promise the secrets to unlocking wealth”
- Leans partly right AI guessTools-and-training income for top distributors is documented in lawsuits, but its share of total MLM income is not measured.
- Leans partly right FTC MLM income disclosure report 2024 lines 249-258Participant comments cite paid weekly meetings, quarterly conferences, a team audio subscription and personal development books as costs they were told were needed; confirms the sales of tools and events to recruits but not that they are where the real money is.
- Leans partly right Taylor, The Case against MLM lines 311-315Taylor notes top promoters sell training, conferences, books, recordings and 'tools' to their downline, but his payout analysis shows the main money is company commissions concentrated at the top (54% of Nu Skin payout to 114 Blue Diamonds).
Published average day-trader salaries ignore the failure rate and overstate what a typical entrant earns
Leans rightSalary aggregators sample employed or surviving traders only.
· denied 0 ·
Published average day-trader salaries ignore the failure rate and overstate what a typical entrant earns
Leans right- The Real Earnings of a Day Trader (Warrior Trading)“none of these places tell you about the success rate of becoming a successful trader”
- Leans right AI guessSalary aggregators sample employed or surviving traders only.
- Leans partly right Brazil day-trader study (Chague et al.) lines 407-414The full distribution shows the median persistent trader loses US$23 a day and only 0.5% exceed a bank teller's wage, so any average describing earners overstates the typical entrant; published salary figures themselves are not examined.
Viral hits from trends cannot be replicated and do not build a returning audience
Leans rightTrend-driven views churn; retention and returning viewers drive sustained channel revenue.
· denied 0 ·
Viral hits from trends cannot be replicated and do not build a returning audience
Leans right- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“there was no long-term value in going viral the value is in recurring viewers”
- Leans right AI guessTrend-driven views churn; retention and returning viewers drive sustained channel revenue.
Unreliable freelancers who vanish with project assets are a major cost of outsourced content
Leans partly rightA common complaint in outsourced creative work; frequency unmeasured.
· denied 0 ·
Unreliable freelancers who vanish with project assets are a major cost of outsourced content
Leans partly right- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“she had all the video assets so no one else could replicate the work that she did”
- Leans partly right AI guessA common complaint in outsourced creative work; frequency unmeasured.
Gurus inflate how much faceless channels earn in order to sell their programs
Leans partly rightConsistent with earnings-claim patterns regulators have challenged; not measured for this niche.
· denied 0 ·
Gurus inflate how much faceless channels earn in order to sell their programs
Leans partly right- I tried Faceless YouTube Automation for 200 days (Darragh Lucey)“sneaky tricks to make money earned on YouTube much greater than what it actually is”
- Leans partly right AI guessConsistent with earnings-claim patterns regulators have challenged; not measured for this niche.
Trading-education programs promising consistent market-beating profits are deceptive
Leans partly rightDay trading for a living is shown to be virtually impossible, contrary to what brokerage specialists and course providers often claim; the finding falsifies the promise without establishing intent to deceive.
· denied 0 ·
Trading-education programs promising consistent market-beating profits are deceptive
Leans partly right- Operation Income Illusion cracks down on illusory income claims (Federal Trade Commission)“deceptive claims that people would make consistent profits and beat the market”
- Leans right AI guessNo education program can deliver consistent market-beating returns; regulators have won such cases.
- Leans partly right Brazil day-trader study (Chague et al.) lines 486-490Day trading for a living is shown to be virtually impossible, contrary to what brokerage specialists and course providers often claim; the finding falsifies the promise without establishing intent to deceive.
Income-scheme promoters target people under financial stress
Leans rightComplaint data show spikes in income-scam reports during downturns.
· denied 0 ·
Income-scheme promoters target people under financial stress
Leans right- Operation Income Illusion cracks down on illusory income claims (Federal Trade Commission)“promoters shouldn’t exploit consumers’ current financial hardship by targeting them with allegedly bogus money-making representations”
- Leans right AI guessComplaint data show spikes in income-scam reports during downturns.
- Leans partly right AARP MLM survey 2018 lines 309-31956% of participants earned under $35,000 when they joined and 14% had been in significant debt, 9% had lost a job and 13% had moved in the prior six months, but 42% reported no negative life event; shows low-income recruits, not deliberate targeting.
Choosing a business model with high gross margins matters more than the industry
Leans partly rightMargins matter, but execution and demand dominate outcomes.
· denied 0 ·
Choosing a business model with high gross margins matters more than the industry
Leans partly right- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“picking the right model can be the difference between a headwind pushing you backwards or a Tailwind pushing you forward”
- Leans partly right AI guessMargins matter, but execution and demand dominate outcomes.
Chat-based sales and copywriting can earn six figures without calls or funnels
Leans wrongSix-figure closers are the top tail of commission sales, and most people who try remote sales earn far less.
· denied 0 ·
Chat-based sales and copywriting can earn six figures without calls or funnels
Leans wrong- Do THIS to Make $10,000/month as a Beginner (Dan Martell)“I have dozens of friends today that make a million dollars a year in commission selling over chat”
- Leans wrong AI guessSix-figure closers are the top tail of commission sales, and most people who try remote sales earn far less.
- Leans partly right AI guessTop sales performers earn well; anecdotes about friends do not describe typical outcomes.
Airbnb arbitrage pays fixed rent, so its downside is unbounded while co-hosting only shares revenue
Leans rightA fixed lease obligation against variable revenue is the structural risk of the model.
· denied 0 ·
Airbnb arbitrage pays fixed rent, so its downside is unbounded while co-hosting only shares revenue
Leans right- The Truth About Airbnb Arbitrage and What I Do Now Instead (Jeremy Werden)“the double-edged sword is you have more downside. And guys, the downside is real.”
- Leans right AI guessA fixed lease obligation against variable revenue is the structural risk of the model.
Arbitrage units usually peak in their first year or two and then decline while rent keeps rising
Leans partly rightConsistent with rising short-term rental supply after 2022; based on one operator's portfolio.
· denied 0 ·
Arbitrage units usually peak in their first year or two and then decline while rent keeps rising
Leans partly right- The Truth About Airbnb Arbitrage and What I Do Now Instead (Jeremy Werden)“almost all of them did their best the first or second year and then leveled off afterwards. Meanwhile, the rent has only gone up.”
- Leans partly right AI guessConsistent with rising short-term rental supply after 2022; based on one operator's portfolio.
New competing short-term rental supply can turn a profitable unit cash-flow negative
Leans rightRevenue per listing fell in many US markets as supply grew after 2022.
· denied 0 ·
New competing short-term rental supply can turn a profitable unit cash-flow negative
Leans right- The Truth About Airbnb Arbitrage and What I Do Now Instead (Jeremy Werden)“someone literally came down the road and rented an entire 18-unit apartment building”
- Leans right AI guessRevenue per listing fell in many US markets as supply grew after 2022.
An arbitrage business cannot be sold; the only exit is dumping the furniture
Leans rightLease-based operations have no transferable asset beyond furniture and lease assignment.
· denied 0 ·
An arbitrage business cannot be sold; the only exit is dumping the furniture
Leans right- The Truth About Airbnb Arbitrage and What I Do Now Instead (Jeremy Werden)“there has been no legit mergers and acquisitions in the arbitrage space for almost a decade”
- Leans right AI guessLease-based operations have no transferable asset beyond furniture and lease assignment.
Co-hosting for a percentage fee earns a similar margin to arbitrage with far less risk
Leans partly rightManagement fees of 20-30% are standard; arbitrage upside is higher in good markets, downside unbounded.
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Co-hosting for a percentage fee earns a similar margin to arbitrage with far less risk
Leans partly right- The Truth About Airbnb Arbitrage and What I Do Now Instead (Jeremy Werden)“even in a bullish case for arbitrage, I would have just made about the same had I just managed the property without any risk anyways”
- Leans partly right AI guessManagement fees of 20-30% are standard; arbitrage upside is higher in good markets, downside unbounded.
Early-2020s Airbnb arbitrage profits came from low rent and scarce supply that no longer exist
Leans partly rightSupply growth and rent increases since 2022 are documented, though some markets still work.
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Early-2020s Airbnb arbitrage profits came from low rent and scarce supply that no longer exist
Leans partly right- The Truth About Airbnb Arbitrage and What I Do Now Instead (Jeremy Werden)“rent was lower back then. And on average, properties just did better than they are doing today.”
- Leans partly right AI guessSupply growth and rent increases since 2022 are documented, though some markets still work.
Daily-upload finance influencers must invent new rules because the real advice fits on a postcard
UntestableA framing about content incentives.
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Daily-upload finance influencers must invent new rules because the real advice fits on a postcard
Untestable- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“everything you need to know about personal finance should be able to fit on a postcard”
- Untestable AI guessA framing about content incentives.
Dropping out to build your own path works for a few with rare skills and luck, not for most people
Leans partly rightEarnings data show degree holders earn more on average; outliers exist.
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Dropping out to build your own path works for a few with rare skills and luck, not for most people
Leans partly right- The Growing Problem With Personal Finance YouTuber "Influencers" (How Money Works)“which has worked for them, but will not work for most people”
- Leans partly right AI guessEarnings data show degree holders earn more on average; outliers exist.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 981-995Earnings gains from becoming an entrepreneur are confined to high-skill rule-breakers: high-wage, high-illicit individuals gain 27% when they incorporate while low-wage, low-illicit individuals lose about 6%, and those who incorporate were already successful, well-educated salaried workers from higher-income families; the paper says nothing about dropping out, and its entrepreneurs are the best-educated group.
Earning a dollar self-employed is much harder than as an employee, and breaking even can take years
Leans partly rightMost new businesses take years to match a prior salary; many never do.
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Earning a dollar self-employed is much harder than as an employee, and breaking even can take years
Leans partly right- Self Employed: 5 Things I learned that NOBODY tells you (Humphrey Yang)“making a dollar working for yourself is way harder than making a dollar when you're working for somebody else”
- Leans partly right AI guessMost new businesses take years to match a prior salary; many never do.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 442-458After controls the median self-employed earns about 15% less per hour than a comparable salaried worker and the median unincorporated owner about 30% less (the bottom quartile 51% less), while working more hours; but incorporated owners earn more than employees, and the paper does not measure time to break even.
Self-employment needs a multi-year savings runway before it covers living costs
Leans partly rightRunway advice is sensible; the right length varies by business.
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Self-employment needs a multi-year savings runway before it covers living costs
Leans partly right- Self Employed: 5 Things I learned that NOBODY tells you (Humphrey Yang)“always having about two years in savings or three years in savings is even better”
- Leans partly right AI guessRunway advice is sensible; the right length varies by business.
Self-employment is isolating and demands self-directed time management
Leans rightSurveys of the self-employed consistently report isolation and self-discipline as top challenges.
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Self-employment is isolating and demands self-directed time management
Leans right- Self Employed: 5 Things I learned that NOBODY tells you (Humphrey Yang)“being self-employed you kind of have to drive your own schedule and be accountable and that can be really hard for some people”
- Leans right AI guessSurveys of the self-employed consistently report isolation and self-discipline as top challenges.
The self-employed must set aside a large share of income for taxes and buy their own health insurance
Leans rightSelf-employment tax covers both halves of payroll tax and no employer subsidizes insurance.
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The self-employed must set aside a large share of income for taxes and buy their own health insurance
Leans right- Self Employed: 5 Things I learned that NOBODY tells you (Humphrey Yang)“you have to budget for taxes on your own social security taxes can actually make up a large portion of your tax bill”
- Leans right AI guessSelf-employment tax covers both halves of payroll tax and no employer subsidizes insurance.
A solo owner does every job, and constant task-switching is a mental cost
Leans partly rightTask-switching costs are documented in cognitive research; the business effect is anecdotal.
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A solo owner does every job, and constant task-switching is a mental cost
Leans partly right- Self Employed: 5 Things I learned that NOBODY tells you (Humphrey Yang)“there's definitely a tax on your mental state when you're switching consistently from you know one topic to another”
- Leans partly right AI guessTask-switching costs are documented in cognitive research; the business effect is anecdotal.
Done-for-you Amazon automation packages costing tens of thousands rarely return the investment
Probably rightFTC alleges Empire/Automators sold automated-store packages at $10,000-$125,000 plus $15,000-$80,000 working capital, virtually no purchasers earned the advertised income, most lost their entire investment and nearly all stores were suspended; DK Automation's packages (up to $100,000) likewise left few consumers making money.
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Done-for-you Amazon automation packages costing tens of thousands rarely return the investment
Probably right- FTC Takes Action Against Fake Amazon Guru Kevin David for Automation @Coffeezilla (Romer the Roamer)“when you invest 30 000 and you don't get 30 000 back that's a problem”
- Probably right FTC v. Automators complaint lines 121-131FTC alleges Empire/Automators sold automated-store packages at $10,000-$125,000 plus $15,000-$80,000 working capital, virtually no purchasers earned the advertised income, most lost their entire investment and nearly all stores were suspended; DK Automation's packages (up to $100,000) likewise left few consumers making money.
- Leans right AI guessFTC actions and refund orders against automation sellers document widespread losses.
The difficulty of finding profitable deals is the barrier that protects sellers who master it
Leans partly rightSkill barriers exist, but Amazon margins compress as competitors and fees rise.
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The difficulty of finding profitable deals is the barrier that protects sellers who master it
Leans partly right- FTC Takes Action Against Fake Amazon Guru Kevin David for Automation @Coffeezilla (Romer the Roamer)“when you get good at finding good profitable deals nobody else can compete because this shit's hard”
- Leans partly right AI guessSkill barriers exist, but Amazon margins compress as competitors and fees rise.
Overseas-to-doorstep dropshipping depended on a duty exemption for small packages and subsidized shipping that no longer exist
Leans rightDe minimis was suspended in 2025 and subsidized postal rates ended; landed costs rose sharply.
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Overseas-to-doorstep dropshipping depended on a duty exemption for small packages and subsidized shipping that no longer exist
Leans right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“that version was always a house of cards built on a trade policy loophole and low shipping costs that no longer exist”
- Leans right AI guessDe minimis was suspended in 2025 and subsidized postal rates ended; landed costs rose sharply.
Shipping from a domestic warehouse cuts delivery to days and improves reviews at the cost of margin
Leans rightDomestic fulfillment delivers in days; the trade-off is higher unit cost.
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Shipping from a domestic warehouse cuts delivery to days and improves reviews at the cost of margin
Leans right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“The sellers drop shipping from a US warehouse are seeing 3 to 5-day delivery times, and the customer satisfaction is just way better.”
- Leans right AI guessDomestic fulfillment delivers in days; the trade-off is higher unit cost.
Private-labeling a validated product under your own brand raises margins and cuts returns
Leans partly rightBrand owners do report higher margins; the example is one seller's anecdote.
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Private-labeling a validated product under your own brand raises margins and cuts returns
Leans partly right- Dropshipping Quietly Died - Here's What Replaced It In 2026 (MyWifeQuitHerJob Ecommerce Channel)“His margins went from around 15% to over 40% in the same year, and his return rate dropped by more than half”
- Leans partly right AI guessBrand owners do report higher margins; the example is one seller's anecdote.
Gurus adopt obnoxious personas because controversy earns free reach and fills the sales funnel
Leans partly rightPlausible funnel economics; the motive is inferred.
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Gurus adopt obnoxious personas because controversy earns free reach and fills the sales funnel
Leans partly right- Why Finance "Gurus" Want You To Hate Them - How Money Works (How Money Works)“converting just one percent of 5 million viewers is better than converting 50 of 10 000 viewers and it's free”
- Leans partly right AI guessPlausible funnel economics; the motive is inferred.
Outrageous pitches filter the audience down to the most impressionable buyers, like scam emails with typos
Leans partly rightThe typo-filter hypothesis for scam email has research support; the extension to gurus is inference.
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Outrageous pitches filter the audience down to the most impressionable buyers, like scam emails with typos
Leans partly right- Why Finance "Gurus" Want You To Hate Them - How Money Works (How Money Works)“they don't want to waste their time dealing with people who are smart enough to read”
- Leans partly right AI guessThe typo-filter hypothesis for scam email has research support; the extension to gurus is inference.
Investors who outsource decisions to advisors and chase FOMO get talked into get-rich-quick schemes
Leans partly rightFinancial literacy correlates with avoiding fraud in surveys; the matrix itself is unvalidated.
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Investors who outsource decisions to advisors and chase FOMO get talked into get-rich-quick schemes
Leans partly right- Rich Dad Poor Dad Lied To You (Codie Sanchez)“you can sometimes get talked into get rich quick schemes like day trading crypto strategies throwing money into crowdfunding”
- Leans partly right AI guessFinancial literacy correlates with avoiding fraud in surveys; the matrix itself is unvalidated.
Financial freedom comes from financial literacy, tracking net worth, and a strategy rather than employment status
UntestableA framework rather than a measurable claim.
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Financial freedom comes from financial literacy, tracking net worth, and a strategy rather than employment status
Untestable- Rich Dad Poor Dad Lied To You (Codie Sanchez)“we need to think about how to progress in a financial literacy which sounds boring except it makes you a lot of money”
- Untestable AI guessA framework rather than a measurable claim.
Experts with access and trust can earn outsized returns by allocating other people's money
Leans partly rightManagers of other people's money can earn large fees and some deal access exists, but net returns from private deals are not reliably superior and the group is tiny.
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Experts with access and trust can earn outsized returns by allocating other people's money
Leans partly right- Rich Dad Poor Dad Lied To You (Codie Sanchez)“due to your expertise you get unfair access into deals opportunities research insights this means that you get returns that most people don't”
- Leans partly right AI guessPrivate-deal access does exist, but it is a tiny group and returns are not reliably superior.
- Leans partly right AI guessManagers of other people's money can earn large fees and some deal access exists, but net returns from private deals are not reliably superior and the group is tiny.
Money printing transfers wealth from savers and wage earners to debtors
Leans partly rightUnexpected inflation does favor fixed-rate borrowers, but real wages and asset returns vary; 'get rich' overstates it.
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Money printing transfers wealth from savers and wage earners to debtors
Leans partly right- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“when you print savers get creamed and people who work for money get creamed. When they print debtors get rich.”
- Leans partly right AI guessUnexpected inflation does favor fixed-rate borrowers, but real wages and asset returns vary; 'get rich' overstates it.
Entrepreneurs and real estate investors can legally pay zero tax while high earners pay most of theirs
Leans wrongDepreciation and exchanges can defer real-estate tax, but paying zero tax is an edge case, not the norm for entrepreneurs.
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Entrepreneurs and real estate investors can legally pay zero tax while high earners pay most of theirs
Leans wrong- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“when I make a million bucks, I keep a million bucks”
- Leans partly right AI guessDepreciation and exchanges defer real-estate tax, but zero tax is an edge case and no employee pays a 75% rate.
- Leans wrong AI guessDepreciation and exchanges can defer real-estate tax, but paying zero tax is an edge case, not the norm for entrepreneurs.
The self-employed pay the highest taxes of all
Leans partly rightSelf-employment tax adds both halves of payroll tax, but deductions offset it; it is not clearly the highest.
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The self-employed pay the highest taxes of all
Leans partly right- RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki (Motiversity)“The self-employed pay the highest taxes of all and nobody tells them that.”
- Leans partly right AI guessSelf-employment tax adds both halves of payroll tax, but deductions offset it; it is not clearly the highest.
Legal online sports betting reduces household savings and investment, especially in financially constrained households
Very likely rightStaggered DiD on 230k households across 26 state legalizations: net brokerage deposits fall 14% overall and about 41% for low-savings households, with 2SLS implying $1 of betting cuts investment by $0.99 on average and $3.07 for low-savings households; effects grow over time and hold under alternative estimators (working paper, not peer-reviewed).
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Legal online sports betting reduces household savings and investment, especially in financially constrained households
Very likely right- Online Sports Betting Is Draining Household Savings (Kellogg Insight)“For every $1 a household spent on betting, it put $2 fewer into investment accounts.”
- Very likely right Sports betting household study (NBER) lines 776-784Staggered DiD on 230k households across 26 state legalizations: net brokerage deposits fall 14% overall and about 41% for low-savings households, with 2SLS implying $1 of betting cuts investment by $0.99 on average and $3.07 for low-savings households; effects grow over time and hold under alternative estimators (working paper, not peer-reviewed).
- Leans right AI guessBank transaction data across staggered legalization show this drop in net investing.
Sports betting access also increases lottery play among households that already overdraw
Probably rightLegalization raises lottery spending, with households that recently overdrew increasing lotto play by about 9% of a standard deviation, while online poker is unaffected; caveat that the data capture only a small subset of lottery purchases.
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Sports betting access also increases lottery play among households that already overdraw
Probably right- Online Sports Betting Is Draining Household Savings (Kellogg Insight)“greater access to sports gambling increased general participation in lottery games, particularly among households that frequently overdraw their bank accounts”
- Probably right Sports betting household study (NBER) lines 878-883Legalization raises lottery spending, with households that recently overdrew increasing lotto play by about 9% of a standard deviation, while online poker is unaffected; caveat that the data capture only a small subset of lottery purchases.
- Leans right AI guessReported in the same household data; suggests gambling access amplifies risk-taking rather than substituting.
The true odds of sports bets are opaque, unlike lotteries and slots, so bettors cannot judge their expected loss
Leans rightSports outcomes have no formulaic probability; the vig hides the expected loss.
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The true odds of sports bets are opaque, unlike lotteries and slots, so bettors cannot judge their expected loss
Leans right- Online Sports Betting Is Draining Household Savings (Kellogg Insight)“many of the “true” odds for a variety of sports bets are unknown, as opposed to the formulaic odds found in other types of gambling”
- Leans right AI guessSports outcomes have no formulaic probability; the vig hides the expected loss.
- Leans partly right Sports betting household study (NBER) lines 952-956The conclusion recommends price transparency for complex bets that consumers find difficult to value accurately, supporting opacity for such bets, but the contrast with lotteries and slots is not examined.
Phone-based betting enables impulsive wagering at any hour
Leans partly rightMobile access drives most volume; the impulsivity link is argued rather than measured here.
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Phone-based betting enables impulsive wagering at any hour
Leans partly right- Online Sports Betting Is Draining Household Savings (Kellogg Insight)“people can place bets by pushing a few buttons on their phone while lying in bed at two in the morning”
- Leans partly right AI guessMobile access drives most volume; the impulsivity link is argued rather than measured here.
- Leans partly right Sports betting household study (NBER) lines 946-950The authors argue the online nature of betting plays a critical role in the harms they find and that frictions such as requiring physical presence could deter impulsive betting, but the study covers online betting only and does not compare it with in-person betting.
A new channel's first videos get almost no views until the algorithm learns who to show them to
Leans rightRecommendation systems need watch data before surfacing a new channel.
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A new channel's first videos get almost no views until the algorithm learns who to show them to
Leans right- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“I knew YouTube needs time to understand your content and find your audience”
- Leans right AI guessRecommendation systems need watch data before surfacing a new channel.
Specific problem-solving titles get far more clicks than generic ones
Leans rightClick-through differences for specific versus generic titles are widely reported by creators.
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Specific problem-solving titles get far more clicks than generic ones
Leans right- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“specific titles like this free AI tool writes better than chat GPT got way more traction”
- Leans right AI guessClick-through differences for specific versus generic titles are widely reported by creators.
Multiple faceless channels can generate five figures a month
Leans wrongMost faceless channels never reach monetization, and five-figure monthly claims come from operators selling courses.
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Multiple faceless channels can generate five figures a month
Leans wrong- I Tried Faceless YouTube Automation for 30 Days Realistic Results (Stickman Matt)“Main channel Matt runs multiple faceless channels that generate 5 figures per month”
- Leans wrong AI guessMost faceless channels never reach monetization, and five-figure monthly claims come from operators selling courses.
- Leans partly right AI guessSome operators reach this; it is self-reported and the speaker is selling a course.
Paid mentorship gives a guru visibility into students' winning products, which can be copied to compete against them
Leans partly rightA documented allegation in this case; prevalence across mentorships is unknown.
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Paid mentorship gives a guru visibility into students' winning products, which can be copied to compete against them
Leans partly right- I Bought A $4,000 Dropshipping Course To Prove Its A Scam (Wesley O'Brien)“He used that to compete directly against them.”
- Leans partly right AI guessA documented allegation in this case; prevalence across mentorships is unknown.
Spending the course fee on test ads teaches more than any course
UntestableAdvice about learning method, not a measurable claim.
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Spending the course fee on test ads teaches more than any course
Untestable- I Bought A $4,000 Dropshipping Course To Prove Its A Scam (Wesley O'Brien)“put that money into your first adsets to get your first sales and the losses will teach you much more than any PDF ever could”
- Untestable AI guessAdvice about learning method, not a measurable claim.
Even profitable day traders rarely earn a living wage from it
Probably rightOf 47 net-profitable persistent day traders, only 17 earned above Brazilian minimum wage (US$16/day) and 8 above a bank teller's starting pay (US$54/day), the latter with daily standard deviations of US$632-3,308.
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Even profitable day traders rarely earn a living wage from it
Probably right- Day Trading - Why You'll Almost Certainly Fail (Coffeezilla)“it is virtually impossible for an individual to day trade for a living”
- Very likely right AI guessThe Brazilian futures study found only the top few percent of persistent day traders earned more than minimum wage.
- Probably right Brazil day-trader study (Chague et al.) lines 407-414Of 47 net-profitable persistent day traders, only 17 earned above Brazilian minimum wage (US$16/day) and 8 above a bank teller's starting pay (US$54/day), the latter with daily standard deviations of US$632-3,308.
Only a small minority of third-party Amazon sellers earn even a modest income
Leans partly rightSeller surveys show many sellers make little, but the share depends on how dormant and part-time accounts are counted.
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Only a small minority of third-party Amazon sellers earn even a modest income
Leans partly right- Day Trading - Why You'll Almost Certainly Fail (Coffeezilla)“only 8% of third-party Amazon sellers make even a fry Cook's income”
- Leans partly right AI guessSeller surveys show many sellers make little, but the share depends on how dormant and part-time accounts are counted.
Most retail crypto buyers who entered during a boom lost money in the following crash
Leans rightAcross 95 countries 73% of crypto-exchange app users first downloaded when Bitcoin was above $20,000 (its Oct 2022 price), and a $100-a-month simulation from first download puts 75-81% of users underwater with a median loss of 48%; returns are simulated from entry timing, not observed account P&L.
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Most retail crypto buyers who entered during a boom lost money in the following crash
Leans right- How Crypto Millionaires Lost Their Fortune (George Kamel)“more than 80 000 Bitcoin investors had their millionaire status revoked due to this crypto market crash”
- Probably right AI guessBIS research found the majority of retail crypto app users who bought between 2015 and 2022 likely lost money because most entered near peaks.
- Leans right BIS crypto retail adoption paper lines 419-451Across 95 countries 73% of crypto-exchange app users first downloaded when Bitcoin was above $20,000 (its Oct 2022 price), and a $100-a-month simulation from first download puts 75-81% of users underwater with a median loss of 48%; returns are simulated from entry timing, not observed account P&L.
- Leans partly right eToro crypto retail study (Kogan et al.) lines 540-545On eToro crypto reached over 85% of dollars invested at the end-2017 price peak, Bitcoin then fell about 65% in Jan-Feb 2018 and investors did not rebalance out, which implies boom entrants sat through the crash, though the paper never measures realized profit or loss.
Seeing other traders' wins makes people take more risk and trade more
Leans rightAn experimental study found this effect and social-trading platform data point the same way, though effect sizes vary.
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Seeing other traders' wins makes people take more risk and trade more
Leans right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“Traders exposed to their top performing peers tend to take more risk trade more overall and be less satisfied with their own results”
- Probably right AI guessAn experimental study found this effect and social-trading platform data point the same way, though effect sizes vary.
Complex multi-leg options strategies lose more for retail traders than simple ones
Leans partly rightOne 2023 study finds this; the result is recent and not yet widely replicated.
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Complex multi-leg options strategies lose more for retail traders than simple ones
Leans partly right- Why You Will (Probably) Lose Money Trading Options (Ben Felix)“retail trades in complex options return netive 16.4% over 3 days on average with losses increasing with complexity”
- Leans partly right AI guessOne 2023 study finds this; the result is recent and not yet widely replicated.
Hustle-culture sellers typically started with family money, income or a supportive spouse rather than hustle
Leans partly rightPlausible and anecdotally common, but no systematic survey of guru backgrounds exists.
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Hustle-culture sellers typically started with family money, income or a supportive spouse rather than hustle
Leans partly right- Hustle Culture Won’t Make You Rich (Wealthtender)“Many of those selling hustle culture already had family money, career success, well-paid jobs, or spouses willing to support them”
- Leans partly right AI guessPlausible and anecdotally common, but no systematic survey of guru backgrounds exists.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 623-630Incorporated entrepreneurs come disproportionately from high-income, well-educated, two-parent families (1979 family income about $87k vs $67k for salaried workers), and a $100k higher family income raises the odds of incorporating by about 60%; this concerns entrepreneurs in general, not hustle-culture sellers specifically.
Successful side hustles rest on a marketable skill, not on hours worked
Leans partly rightSurvey data show professional-services side hustles earn the most, supporting the skill mechanism, though effort still matters.
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Successful side hustles rest on a marketable skill, not on hours worked
Leans partly right- Hustle Culture Won’t Make You Rich (Wealthtender)“those making money from side hustles often simply have a valuable, and marketable skill”
- Probably partly right AI guessSurvey data show professional-services side hustles earn the most, supporting the skill mechanism, though effort still matters.
- Leans partly right Who becomes an entrepreneur (Levine & Rubinstein) lines 981-995The earnings boost from becoming a business owner goes to those with strong labor-market skills combined with rule-breaking tendencies (+27%), while low-skill individuals lose earnings when they incorporate (-6%); yet owners also work ~340 more hours a year, and the study covers full-time businesses, not side hustles.
Retail traders hold losing option positions open after announcements even though volatility has subsided
Leans rightThe study documents a disposition-effect pattern consistent with the broader retail-investor behaviour literature.
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Retail traders hold losing option positions open after announcements even though volatility has subsided
Leans right- How Retail Loses Money in Option Trading | QuantPedia (quantpedia.com)“retail traders appear reluctant to close their option positions following high EAV earnings announcements”
- Probably right AI guessThe study documents a disposition-effect pattern consistent with the broader retail-investor behaviour literature.
Retail traders are drawn to options on firms with heavy media coverage
Leans rightRetail share in options is higher on smaller, higher-volume underlyings and correlates with WallStreetBets mentions and Robinhood ownership, consistent with attention-grabbing names; media coverage per se is not measured.
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Retail traders are drawn to options on firms with heavy media coverage
Leans right- How Retail Loses Money in Option Trading | QuantPedia (quantpedia.com)“retail tends to gravitate towards firms with more media coverage”
- Very likely right AI guessBarber and Odean's attention-driven trading finding is well replicated.
- Leans right Retail options study (Bryzgalova et al.) lines 746-753Retail share in options is higher on smaller, higher-volume underlyings and correlates with WallStreetBets mentions and Robinhood ownership, consistent with attention-grabbing names; media coverage per se is not measured.
High market valuations predict lower future returns but too weakly to time the market profitably
Leans rightAQR's out-of-sample tests show valuation-based timing adds little or negative value after 1958.
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High market valuations predict lower future returns but too weakly to time the market profitably
Leans right- The Truth About Market Timing (What the Data Shows) (Ben Felix)“is not reliable enough to provide any meaningful information for investment decision-making”
- Very likely right AI guessAQR's out-of-sample tests show valuation-based timing adds little or negative value after 1958.
Missing a handful of the best trading days sharply cuts long-run returns
Leans rightArithmetically true for every major index, though missing the worst days would help as much; neither is predictable.
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Missing a handful of the best trading days sharply cuts long-run returns
Leans right- The Truth About Market Timing (What the Data Shows) (Ben Felix)“have to stay in the market if you want to get the market's returns”
- Very likely right AI guessArithmetically true for every major index, though missing the worst days would help as much; neither is predictable.
Lump-sum investing beats dollar-cost averaging most of the time
Leans rightVanguard's 2012 study and later replications find lump sum wins about two-thirds of twelve-month periods.
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Lump-sum investing beats dollar-cost averaging most of the time
Leans right- The Truth About Market Timing (What the Data Shows) (Ben Felix)“lump sum investing beat dollar cost averaging roughly two thirds of the time”
- Very likely right AI guessVanguard's 2012 study and later replications find lump sum wins about two-thirds of twelve-month periods.
No investor has timed the market successfully and consistently
Leans partly rightMutual-fund and newsletter studies find no persistent timing skill, though it is a strong universal claim.
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No investor has timed the market successfully and consistently
Leans partly right- The Truth About Market Timing (What the Data Shows) (Ben Felix)“I do not know of anybody who has done it successfully and consistently”
- Probably partly right AI guessMutual-fund and newsletter studies find no persistent timing skill, though it is a strong universal claim.
Predicting short-term stock market moves is not a learnable expertise because markets lack regular feedback
Leans rightKahneman and Klein's conditions for expertise and forecaster track-record studies support this.
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Predicting short-term stock market moves is not a learnable expertise because markets lack regular feedback
Leans right- The Truth About Market Timing (What the Data Shows) (Ben Felix)“You cannot because the world isn't sufficiently regular for people to learn rules.”
- Probably right AI guessKahneman and Klein's conditions for expertise and forecaster track-record studies support this.
- Leans partly right Brazil day-trader study (Chague et al.) lines 180-190Persistent day traders show no improvement with experience in panel regressions, consistent with short-term trading not being learnable; the feedback mechanism is not tested.
Selling stocks because they look expensive bets against momentum
Leans rightMomentum is one of the most robust return anomalies and valuation signals fire while prices are still rising.
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Selling stocks because they look expensive bets against momentum
Leans right- The Truth About Market Timing (What the Data Shows) (Ben Felix)“Selling them at that point means that you are betting against momentum, which is a well-documented phenomenon.”
- Probably right AI guessMomentum is one of the most robust return anomalies and valuation signals fire while prices are still rising.
Motivational hustle content lifts mood but is not practical advice
UntestableFraming about how to interpret a genre of content.
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Motivational hustle content lifts mood but is not practical advice
Untestable- The One Thing Gary Vaynerchuk Has Wrong | A Story About Survivorship Bias (Spencer Cornelia)“his videos are meant to motivate not to be taken as practical advice”
- Untestable AI guessFraming about how to interpret a genre of content.
Copying already-viral product videos onto an under-served platform reliably produces sales
Leans wrongReposting proven content raises the odds somewhat, but virality is largely luck and competitors copy the same videos, so it does not reliably produce sales.
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Copying already-viral product videos onto an under-served platform reliably produces sales
Leans wrong- How I Made $32,000 in 30 Days Dropshipping With NO MONEY (Cam Vito)“we were just recreating what was working on TI Tik Tok and we just put it on Instagram”
- Leans wrong AI guessReposting proven content raises the odds somewhat, but virality is largely luck and competitors copy the same videos, so it does not reliably produce sales.
- Leans partly right AI guessCross-posting proven content raises the odds but virality stays largely luck-driven and the window closes as competitors copy.
Dropshipping without paid ads yields high profit margins because marketing is the largest cost
Leans partly rightAd spend is usually the largest cost, but organic traffic is unreliable and fees, refunds, chargebacks and labor still cut margins well below the gross figure.
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Dropshipping without paid ads yields high profit margins because marketing is the largest cost
Leans partly right- How I Made $32,000 in 30 Days Dropshipping With NO MONEY (Cam Vito)“marketing is the biggest expense with Drop Shipping”
- Leans partly right AI guessAd spend is the largest line for most stores, but the margin shown omits payment fees, refunds, chargebacks, taxes and labour.
- Leans partly right AI guessAd spend is usually the largest cost, but organic traffic is unreliable and fees, refunds, chargebacks and labor still cut margins well below the gross figure.
Brand-deal and ad-share creator income stops as soon as posting stops
Leans rightPlatform ad revenue tracks views and brand deals are per-campaign; back-catalogue income exists but is small for most.
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Brand-deal and ad-share creator income stops as soon as posting stops
Leans right- Why 96% of Creators Don't Make a Living (BUILT BY FOUNDRY)“Every one of these resets to zero the day a creator stops posting.”
- Probably right AI guessPlatform ad revenue tracks views and brand deals are per-campaign; back-catalogue income exists but is small for most.
Creators who earn a living mostly own a recurring-revenue product rather than relying on brand deals
Leans wrongCreator surveys show brand deals remain the largest income source for most full-time creators, and the claim comes from a vendor.
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Creators who earn a living mostly own a recurring-revenue product rather than relying on brand deals
Leans wrong- Why 96% of Creators Don't Make a Living (BUILT BY FOUNDRY)“The creators who make a real living almost all run a product that charges money every month”
- Leans partly right AI guessSubscriptions and products are a growing share, but surveys still show brand deals dominate top-creator income; this is a vendor pitch.
- Leans wrong AI guessCreator surveys show brand deals remain the largest income source for most full-time creators, and the claim comes from a vendor.
Most creator income comes from brand deals, the most volatile revenue source
Leans partly rightGoldman Sachs estimates about seventy percent from brand deals; the volatility claim is reasonable but not measured.
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Most creator income comes from brand deals, the most volatile revenue source
Leans partly right- Why 96% of Creators Don't Make a Living (BUILT BY FOUNDRY)“brand deals account for roughly 70% of creator revenue”
- Probably partly right AI guessGoldman Sachs estimates about seventy percent from brand deals; the volatility claim is reasonable but not measured.
MLMs provide built-in training and support that ordinary entrepreneurs lack
Leans partly rightTraining exists but is an expense: the FTC lists training materials, conferences and trainings among participant costs, and comments describe paid weekly meetings, $100 conference tickets and required audio subscriptions.
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MLMs provide built-in training and support that ordinary entrepreneurs lack
Leans partly right- 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“you got a whole support system that's not there for a typical entrepreneurial Endeavors”
- Leans partly right AI guessUplines do train recruits, but training, events and tools are often sold at a profit and the support is tied to recruiting.
- Leans partly right FTC MLM income disclosure report 2024 lines 206-212Training exists but is an expense: the FTC lists training materials, conferences and trainings among participant costs, and comments describe paid weekly meetings, $100 conference tickets and required audio subscriptions.
- Leans partly right AI guessUplines do provide training, but the FTC counts training materials and events among participant costs and the support centers on recruiting.
- Leans partly right AARP MLM survey 2018 lines 360-370Training seminars and events are counted among the upfront investments participants must pay for, alongside inventory and marketing materials, and participants also spend time attending them.
- Leans partly right Taylor, The Case against MLM lines 311-315Training and support exist but Taylor records them as paid 'tools', conferences and meetings sold by upline promoters to recruits, i.e. a cost of participation rather than free support.
Duplicating a simple sales system across a team lets an MLM business scale like franchises
Leans wrongUnlike franchises, recruits have no territory or customer base and the chain must grow geometrically to pay the levels above.
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Duplicating a simple sales system across a team lets an MLM business scale like franchises
Leans wrong- 4 Things Successful Network Marketing Professionals Do (Eric Worre - Network Marketing Pro)“think about it like setting up franchises all over the world and you're getting a little percentage of all of that stuff”
- Probably wrong AI guessUnlike franchises, recruits have no territory or customer base and the chain must grow geometrically to pay the levels above.
- Leans wrong Taylor, The Case against MLM lines 1026-1044Taylor cites Commerce Department data that under 4% of franchises fail per year and NFIB data that 39% of small businesses are profitable over their life, against MLM loss rates over 99%; MLMs do not scale like franchises.
Backtesting a strategy on past charts overstates how it performs live
Leans rightLook-ahead bias, overfitting and the absence of execution costs and emotion make backtests systematically optimistic.
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Backtesting a strategy on past charts overstates how it performs live
Leans right- I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“which is called back testing which isn't as difficult as a live market but it's good for practice”
- Very likely right AI guessLook-ahead bias, overfitting and the absence of execution costs and emotion make backtests systematically optimistic.
Day trading for a month teaches useful skills even if it does not make money
UntestableWhether the skills are worth the time is a matter of judgement.
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Day trading for a month teaches useful skills even if it does not make money
Untestable- I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“you can learn a lot of skills by day trading every single day for a month”
- Untestable AI guessWhether the skills are worth the time is a matter of judgement.
Nobody gets rich from a month of day trading
Leans rightEven the best documented traders compound slowly; month-level outcomes for beginners are dominated by noise and losses.
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Nobody gets rich from a month of day trading
Leans right- I Tried Day Trading for 30 Days (Here's What Happened) (leviwithacapon)“can you get rich in a month with day trading no you won't be able to”
- Almost certainly right AI guessEven the best documented traders compound slowly; month-level outcomes for beginners are dominated by noise and losses.
- Leans partly right Brazil day-trader study (Chague et al.) lines 162-170Only 15.5% of those who day traded 2-50 days ended with any positive net profit, and even the best long-run trader averaged US$310 a day; wealth after one month is not measured directly.
Network marketing, direct sales and peer-to-peer marketing are the same recruitment pyramid under different names
Leans partly rightThe terms are used interchangeably by MLMs, though some direct-sales models pay no recruitment-based commissions.
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Network marketing, direct sales and peer-to-peer marketing are the same recruitment pyramid under different names
Leans partly right- Why Making Money In An MLM Is Impossible (Always Marco)“they also call themselves network marketing peer-to-peer marketing direct sales”
- Leans partly right AI guessThe terms are used interchangeably by MLMs, though some direct-sales models pay no recruitment-based commissions.
- Leans partly right Taylor, The Case against MLM lines 2187-2198Taylor treats MLM as a pyramid scheme but explicitly distinguishes it from other direct-sales programs that pay the seller 20-50% commission and focus on end customers, so not all direct selling is the same pyramid.
- Leans partly right AARP MLM survey 2018 lines 68-72AARP defines MLM, or network marketing, as a type of direct selling in which members earn from their own sales and from their direct and indirect recruits' sales, confirming the labels describe one downline model; it treats pyramid schemes as a distinct, illegal subset rather than equating them.
Paying for recruits' event tickets is used to create guilt and reinforce company doctrine
Leans partly rightConsistent with ex-member accounts and high-control-group literature but not systematically measured.
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Paying for recruits' event tickets is used to create guilt and reinforce company doctrine
Leans partly right- Why Making Money In An MLM Is Impossible (Always Marco)“paying for the tickets of your downline is a great way of holding something over their head in the future”
- Leans partly right AI guessConsistent with ex-member accounts and high-control-group literature but not systematically measured.
Retail investors often fail to exercise options optimally, adding to their losses
Probably rightHigher retail trading in a contract strongly predicts the fraction of in-the-money calls left suboptimally unexercised on cum-dividend dates, and the effect grows for the most profitable-to-exercise contracts, pointing to investor mistakes.
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Retail investors often fail to exercise options optimally, adding to their losses
Probably right- How profitable is retail options trading? (Evidence Investor)“Retail investors are less likely to exercise their options optimally, failing to exercise them prior to the ex-dividend date”
- Very likely right AI guessDocumented in several studies of early-exercise behaviour around dividends.
- Probably right Retail options study (Bryzgalova et al.) lines 1275-1283Higher retail trading in a contract strongly predicts the fraction of in-the-money calls left suboptimally unexercised on cum-dividend dates, and the effect grows for the most profitable-to-exercise contracts, pointing to investor mistakes.
Investors accept low expected returns on lottery-like assets because of the small chance of a huge payoff
Leans rightThe skewness or lottery preference is a robust asset-pricing finding across stocks, options and other assets.
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Investors accept low expected returns on lottery-like assets because of the small chance of a huge payoff
Leans right- How profitable is retail options trading? (Evidence Investor)“investors may accept low returns and high volatility because they are attracted to high positive skewness”
- Very likely right AI guessThe skewness or lottery preference is a robust asset-pricing finding across stocks, options and other assets.
- Leans partly right BIS crypto retail adoption paper lines 652-659Crypto adoption responds less to price rises in more risk-averse countries and UK survey evidence cites 'a gamble that could make or lose money' as a main reason for buying, consistent with lottery-style motives, but expected returns are not measured.
Copying the habits of successful people does not work because the unsuccessful share the same habits
Leans rightSelecting on the outcome makes habit correlations uninformative; base-rate failure data for founders and creators bears this out.
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Copying the habits of successful people does not work because the unsuccessful share the same habits
Leans right- Why It's So Hard To Succeed - The Survivorship Bias (animated) (Better Than Yesterday)“have been applying those "5 surprising habits of the successful people", but are not successful.”
- Very likely right AI guessSelecting on the outcome makes habit correlations uninformative; base-rate failure data for founders and creators bears this out.
- Leans partly right Talent vs luck simulation lines 417-426Model: the talent of the most successful agent across 10000 runs is Gaussian with mean 0.667 and sd 0.09, barely above the population mean of 0.6, so top performers are not distinguished by their traits but by luck; habits are not modelled.
Airbnb arbitrage can be started with no money and no property by managing landlords' units for a commission
Leans partly rightCo-hosting for a commission needs little capital, but landlords rarely hand units to strangers without a track record.
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Airbnb arbitrage can be started with no money and no property by managing landlords' units for a commission
Leans partly right- How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! (Shaun Ghavami | Airbnb Coach)“can you launch an airb business with $0 and without having to rent or own a single property”
- Leans partly right AI guessCo-hosting arrangements exist, but landlords rarely accept them from strangers without a track record, and furnishing, insurance and deposits usually cost money.
- Leans partly right AI guessCo-hosting for a commission needs little capital, but landlords rarely hand units to strangers without a track record.
Every city's short-term-rental regulations contain loopholes that allow the business
Leans wrongMany cities restrict short-term rentals to primary residences or ban them outright, which rules out arbitrage entirely.
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Every city's short-term-rental regulations contain loopholes that allow the business
Leans wrong- How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! (Shaun Ghavami | Airbnb Coach)“Airbnb works for any City on planet Earth because there's literally loopholes for every single City”
- Very likely wrong AI guessMany cities restrict short-term rentals to primary residences or ban them outright, which rules out arbitrage entirely.
Furnished rentals that sit unlet for weeks signal landlords who will accept a short-term-rental deal
Leans partly rightA stale listing shows vacancy cost, but willingness also hinges on lease terms, building rules and liability.
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Furnished rentals that sit unlet for weeks signal landlords who will accept a short-term-rental deal
Leans partly right- How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! (Shaun Ghavami | Airbnb Coach)“that means there's a real pain point that needs to be solved”
- Leans partly right AI guessA stale listing shows vacancy cost, but landlord willingness also hinges on lease terms, building rules and liability.
- Leans partly right AI guessA stale listing shows vacancy cost, but willingness also hinges on lease terms, building rules and liability.
A property earns roughly double as a short-term rental what it earns as a long-term rental
Leans wrongGross short-term revenue can beat rent in strong markets, but net of fees, cleaning, vacancy and management the premium is far smaller and often negative.
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A property earns roughly double as a short-term rental what it earns as a long-term rental
Leans wrong- How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! (Shaun Ghavami | Airbnb Coach)“that's way more money than what the landlord can get as a long-term rental”
- Leans partly right AI guessGross short-term revenue can exceed rent in tourist markets, but net of cleaning, platform fees, vacancy, utilities and management the premium is far smaller and often negative.
- Leans wrong AI guessGross short-term revenue can beat rent in strong markets, but net of fees, cleaning, vacancy and management the premium is far smaller and often negative.
The typical side hustle earns a few hundred dollars a month, far below the headline average
Leans rightSurvey data consistently show heavily right-skewed side-hustle earnings with a low median.
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The typical side hustle earns a few hundred dollars a month, far below the headline average
Leans right- Fewer Americans Have a Side Hustle in 2025 - Bankrate (Bankrate)“Side hustlers earn an average of $885 per month, but the median is just $200 per month.”
- Very likely right AI guessSurvey data consistently show heavily right-skewed side-hustle earnings with a low median.
- Leans partly right FTC MLM income disclosure report 2024 lines 1596-1598For MLM specifically the typical participant earns far less than a few hundred a month: the vast majority received $1,000 or less per year (under $84/month) before expenses; MLM is one side-hustle type, so this narrows rather than tests the general claim.
Most side-hustle income goes to living expenses or discretionary spending rather than building wealth
Leans rightBankrate finds only a minority save any of it; consistent with other surveys.
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Most side-hustle income goes to living expenses or discretionary spending rather than building wealth
Leans right- Fewer Americans Have a Side Hustle in 2025 - Bankrate (Bankrate)“More than a third of side hustlers (35%) say they use at least some of the extra income to pay for regular living expenses”
- Probably right AI guessBankrate finds only a minority save any of it; consistent with other surveys.
Side hustling rises when the job market weakens and prices rise
Leans partly rightPlausible and consistent with the survey trend, but it is an analyst's interpretation rather than a tested relationship.
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Side hustling rises when the job market weakens and prices rise
Leans partly right- Fewer Americans Have a Side Hustle in 2025 - Bankrate (Bankrate)“A strong job market and a cooling inflation rate are the biggest reasons why fewer people are side hustling this year”
- Leans partly right AI guessPlausible and consistent with the survey trend, but it is an analyst's interpretation rather than a tested relationship.
A typical side hustle can pay off an average credit-card balance within months
Leans wrongThe figure uses mean side-hustle income; at the median it would take years, not months.
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A typical side hustle can pay off an average credit-card balance within months
Leans wrong- Fewer Americans Have a Side Hustle in 2025 - Bankrate (Bankrate)“The average side hustler could earn enough to pay off the average credit card balance ($6,371, according to TransUnion) in about seven months.”
- Leans partly right AI guessUses the mean; at the median side-hustle income it would take nearly three years.
- Leans wrong AI guessThe figure uses mean side-hustle income; at the median it would take years, not months.
Younger adults are more likely than older ones to have a side hustle
Leans rightConsistent across several independent side-hustle surveys.
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Younger adults are more likely than older ones to have a side hustle
Leans right- Fewer Americans Have a Side Hustle in 2025 - Bankrate (Bankrate)“Younger generations are more likely to have side hustles compared to older generations”
- Very likely right AI guessConsistent across several independent side-hustle surveys.
A large share of side hustlers expect to always need one to make ends meet
Leans rightSurvey finding; a self-reported expectation.
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A large share of side hustlers expect to always need one to make ends meet
Leans right- Fewer Americans Have a Side Hustle in 2025 - Bankrate (Bankrate)“about 3 in 10 side hustlers (29%) think they will always need a side hustle to make ends meet”
- Probably right AI guessSurvey finding; a self-reported expectation.
Trading firms rarely disclose what share of their clients lose money
Leans partly rightEU CFD brokers must publish client loss percentages, typically seventy to eighty percent; US stock and options brokers have no such requirement.
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Trading firms rarely disclose what share of their clients lose money
Leans partly right- Day Trading: Your Dollars at Risk (sec.gov)“If the firm does not know, or will not tell you, think twice about the risks you take in the face of ignorance.”
- Leans partly right AI guessEU CFD brokers must publish client loss percentages, typically seventy to eighty percent; US stock and options brokers have no such requirement.
- Leans partly right ESMA CFD intervention 2018 lines 333-338ESMA had to mandate that each CFD provider publish the percentage of its retail accounts that lost money over the past 12 months, implying such disclosure was not standard; applies to EU CFD providers.
- Leans partly right Brazil day-trader study (Chague et al.) lines 500-503Regulators such as the SEC and CVM provide information about day-trading risks but not the actual odds, and the strong public reaction to the study suggests retail day traders were unaware of them.
Rising shipping, goods and advertising costs are squeezing Amazon seller margins
Leans partly rightVendor survey of self-selected sellers; consistent with Amazon fee increases and ad-cost inflation.
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Rising shipping, goods and advertising costs are squeezing Amazon seller margins
Leans partly right- State of the Amazon Seller 2025 - Jungle Scout (Jungle Scout)“of businesses cite rising costs as a top challenge for selling on Amazon in 2025.”
- Leans partly right AI guessVendor survey of self-selected sellers; consistent with Amazon fee increases and ad-cost inflation.
Established brands see third-party Amazon sellers as a serious competitive threat
Leans partly rightSurvey sentiment; third-party sellers do account for over half of Amazon unit sales.
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Established brands see third-party Amazon sellers as a serious competitive threat
Leans partly right- State of the Amazon Seller 2025 - Jungle Scout (Jungle Scout)“of brands, retailers, and SMBs are worried about 3P sellers on Amazon.”
- Leans partly right AI guessSurvey sentiment; third-party sellers do account for over half of Amazon unit sales.
Amazon sellers are shifting sourcing away from China toward domestic suppliers
Leans partly rightVendor survey; tariff pressure makes it plausible but the base of US sourcing is small.
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Amazon sellers are shifting sourcing away from China toward domestic suppliers
Leans partly right- State of the Amazon Seller 2025 - Jungle Scout (Jungle Scout)“fewer businesses are sourcing from China, while sourcing from the U.S. has nearly doubled.”
- Leans partly right AI guessVendor survey; tariff pressure makes it plausible but the base of US sourcing is small.
Advertising on Amazon has become a required and growing expense for sellers
Leans rightAmazon's advertising revenue has grown faster than its marketplace and organic placement has shrunk.
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Advertising on Amazon has become a required and growing expense for sellers
Leans right- State of the Amazon Seller 2025 - Jungle Scout (Jungle Scout)“say growing advertising expenses are a concern”
- Probably right AI guessAmazon's advertising revenue has grown faster than its marketplace and organic placement has shrunk.
Guru business models depend on customers failing and buying more
Leans partly rightUpsell funnels are documented, but customers who succeed become testimonials, so the incentive is mixed.
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Guru business models depend on customers failing and buying more
Leans partly right- The Sham of Hustle Culture. (themoneymattersletter.substack.com)“The Fake Gurus would never make any money if their clients actually got rich and successful.”
- Leans partly right AI guessUpsell funnels are documented, but customers who succeed become testimonials, so the incentive is mixed.
- Leans partly right FTC Nudge press release lines 44-44The FTC alleges Nudge's seminars were mostly designed to sell additional training rather than help consumers make money, with an escalating ladder to $40,000 packages; shows the upsell dependence, not that failure itself is required.
Reinvesting early side-hustle profits into tools, marketing and outsourcing is what lifts a side hustle into the top tier
Leans partly rightReinvesting is needed to grow, but it cannot fix a business with no demand, and crediting top earners' success to it is survivorship bias.
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Reinvesting early side-hustle profits into tools, marketing and outsourcing is what lifts a side hustle into the top tier
Leans partly right- Making Money Online is Easy, Actually (Just Copy Me) (Mark Tilbury)“As soon as you start making money, put a small portion back into your side hustle.”
- Leans partly right AI guessReinvesting is needed to grow, but it cannot fix a business with no demand, and crediting top earners' success to it is survivorship bias.
Sizing up only after a daily profit cushion and adding to winners makes day-trading results consistent
Leans wrongPosition sizing can reshape the daily P&L pattern but cannot create an edge; the consistency evidence is one trader's own record.
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Sizing up only after a daily profit cushion and adding to winners makes day-trading results consistent
Leans wrong- How I Made $1,000,000 in 51 Days of Day Trading (Full Training) (Ross Cameron - Warrior Trading)“the secret to being able to have only seven red days in the last nine months is adding to winners not to losers”
- Leans wrong AI guessPosition sizing can reshape the daily P&L pattern but cannot create an edge; the consistency evidence is one trader's own record.
Borrowing against a whole life policy lets the full cash value keep compounding while you use the money
Leans partly rightPolicy loans leave cash value in place earning credits, but the loan accrues interest and some insurers cut dividends on borrowed sums, so the net gain is only the spread.
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Borrowing against a whole life policy lets the full cash value keep compounding while you use the money
Leans partly right- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“this is the only vehicle that allows me to take money out and not interrupt that guaranteed interest and the dividends”
- Leans partly right AI guessPolicy loans leave cash value in place earning credits, but the loan accrues interest and some insurers cut dividends on borrowed sums, so the net gain is only the spread.
Borrowing from your policy at a lower rate than its dividend rate earns a spread that grows every year
Leans wrongThe dividend rate is not the policy's net return after insurance costs; long-run cash-value returns are a few percent and loan rates are often similar, so the spread is small or negative.
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Borrowing from your policy at a lower rate than its dividend rate earns a spread that grows every year
Leans wrong- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“if you're earning six and you're paying four you're making a spread and each year your spread goes up”
- Leans wrong AI guessThe dividend rate is not the policy's net return after insurance costs; long-run cash-value returns are a few percent and loan rates are often similar, so the spread is small or negative.
Standard whole life policies pay agents most of the first-year base premium as commission, leaving little early cash value
Leans rightFirst-year whole life commissions commonly run from half to all of the base premium, and early cash values sit far below premiums paid.
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Standard whole life policies pay agents most of the first-year base premium as commission, leaving little early cash value
Leans right- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“so they could make on a 10 000 premium 5 500 or almost 10 000”
- Probably right AI guessFirst-year whole life commissions commonly run from half to all of the base premium, and early cash values sit far below premiums paid.
Directing premiums into paid-up additions riders gives a whole life policy much higher early cash value
Leans rightPaid-up-addition riders carry low commissions and add cash value quickly, which is why high-cash-value designs use them within IRS MEC limits.
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Directing premiums into paid-up additions riders gives a whole life policy much higher early cash value
Leans right- Don’t Start Infinite Banking Until You Understand THIS (Chris Naugle)“that's the money that becomes available to you immediately and that's the money you can use”
- Probably right AI guessPaid-up-addition riders carry low commissions and add cash value quickly, which is why high-cash-value designs use them within IRS MEC limits.
Mass cold messaging on social media reliably recruits MLM distributors if you do enough of it
Leans partly rightVolume outreach yields a trickle of sign-ups at very low conversion, but it is spam that platforms restrict and the recruits rarely earn money.
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Mass cold messaging on social media reliably recruits MLM distributors if you do enough of it
Leans partly right- Network Marketing Recruiting – How To Recruit 10 People In 10 Days (Frazer Brookes)“if it's about 500 you can expect some great things to happen in a 10-day period”
- Leans partly right AI guessVolume outreach yields a trickle of sign-ups at very low conversion, but it is spam that platforms restrict and the recruits rarely earn money.
Spotting under-the-radar small-cap altcoins early lets retail buyers capture ten-fold or greater gains
Leans wrongMost small-cap tokens lose most of their value or die; promoter-picked gems are a lottery where a few big winners hide many losers.
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Spotting under-the-radar small-cap altcoins early lets retail buyers capture ten-fold or greater gains
Leans wrong- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“This could roll into the, you know, hundreds of millions into the billions.”
- Leans wrong AI guessMost small-cap tokens lose most of their value or die; promoter-picked gems are a lottery where a few big winners hide many losers.
Altcoins rally once Bitcoin confirms an uptrend because confidence and risk appetite rotate into them
Leans partly rightAltcoins are highly correlated with Bitcoin and have sometimes rallied after it, but broad alt seasons are irregular and many altcoins keep losing ground to Bitcoin.
· denied 0 ·
Altcoins rally once Bitcoin confirms an uptrend because confidence and risk appetite rotate into them
Leans partly right- 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) (Joe Parys Crypto)“when Bitcoin is confident, a lot of these other altcoins are going to start popping off like crazy”
- Leans partly right AI guessAltcoins are highly correlated with Bitcoin and have sometimes rallied after it, but broad alt seasons are irregular and many altcoins keep losing ground to Bitcoin.
Beginners can earn a steady weekly income from forex within months using a simple strategy
Leans wrongRegulator-mandated broker disclosures show most retail forex and CFD accounts lose money, and few beginners become consistently profitable.
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Beginners can earn a steady weekly income from forex within months using a simple strategy
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“generate anywhere from ,000 to $1,500 a week using my set and forget strategy in the first 3 months”
- Probably wrong AI guessRegulator-mandated broker disclosures show most retail forex and CFD accounts lose money, and few beginners become consistently profitable.
Forex trading is the most profitable business to start because it has no customers, products or operations
Leans wrongMost retail forex accounts lose money per brokers' own disclosures, so as a business it is worse than most, not the best.
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Forex trading is the most profitable business to start because it has no customers, products or operations
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“this is the most profitable industry that you can possibly ever start in”
- Probably wrong AI guessMost retail forex accounts lose money per brokers' own disclosures, so as a business it is worse than most, not the best.
Setting a profit target larger than the stop-loss gives a trader an edge by itself
Leans wrongWider targets are hit less often, so the risk-reward ratio alone does not change expected value; an edge needs entries with predictive power.
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Setting a profit target larger than the stop-loss gives a trader an edge by itself
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“this is something that I realize that this is the edge in the market”
- Probably wrong AI guessWider targets are hit less often, so the risk-reward ratio alone does not change expected value; an edge needs entries with predictive power.
A stop-loss guarantees a trade cannot lose more than the planned amount
Leans wrongStops cap losses in normal conditions, but gaps, slippage and fast markets can fill well beyond the stop.
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A stop-loss guarantees a trade cannot lose more than the planned amount
Leans wrong- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“it is impossible to lose more than that because you have a stop- loss”
- Leans wrong AI guessStops cap losses in normal conditions, but gaps, slippage and fast markets can fill well beyond the stop.
Trading only in the direction of the prevailing trend raises the odds of a winning trade
Leans partly rightTrend-following has modest documented returns in currencies over months, but reading the trend off a chart gives little short-term edge after costs.
· denied 0 ·
Trading only in the direction of the prevailing trend raises the odds of a winning trade
Leans partly right- How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide (fxalexg)“if you know where the market is headed that makes trading a whole lot easier”
- Leans partly right AI guessTrend-following has modest documented returns in currencies over months, but reading the trend off a chart gives little short-term edge after costs.
UGC creators are paid for the content itself, so they can earn without any following
Leans rightUGC deals pay for content and usage rights on brand channels, so follower count matters far less than in influencer deals.
· denied 0 ·
UGC creators are paid for the content itself, so they can earn without any following
Leans right- How I Made $66,000 With UGC (Without Needing ANY Followers) (Thienvu Vo)“brands are not paying for your followers. They're paying for your ability to create high performing authentic content.”
- Probably right AI guessUGC deals pay for content and usage rights on brand channels, so follower count matters far less than in influencer deals.
Personalized cold pitches and repeated follow-ups are how new freelancers land their first clients
Leans partly rightPersonalized outreach and follow-up raise reply rates, but response rates stay low and many first deals come from referrals and platforms.
· denied 0 ·
Personalized cold pitches and repeated follow-ups are how new freelancers land their first clients
Leans partly right- How I Made $66,000 With UGC (Without Needing ANY Followers) (Thienvu Vo)“Most deals happen in follow-up emails, not initial contact.”
- Leans partly right AI guessPersonalized outreach and follow-up raise reply rates, but response rates stay low and many first deals come from referrals and platforms.
Third-party tracking of a signal provider's account makes its performance claims trustworthy
Leans partly rightVerified tracking confirms trades on one account but cannot rule out cherry-picked or demo accounts, and past results do not predict future ones.
· denied 0 ·
Third-party tracking of a signal provider's account makes its performance claims trustworthy
Leans partly right- 5 Best Forex Signals Providers: Make Easy $$$ (Trading Properly)“they are so confident in their signals that they have my FX book tracking them”
- Leans partly right AI guessVerified tracking confirms trades on one account but cannot rule out cherry-picked or demo accounts, and past results do not predict future ones.
Beginners can buy investment real estate with no money of their own
Leans wrongLenders require down payments on investment property; no-money deals depend on partners, sellers or a track record most beginners lack.
· denied 0 ·
Beginners can buy investment real estate with no money of their own
Leans wrong- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“you don't need money to buy a deal trust me you don't”
- Leans wrong AI guessLenders require down payments on investment property; no-money deals depend on partners, sellers or a track record most beginners lack.
Real estate is forgiving enough that even a mistaken purchase still makes money
Leans wrongLeveraged property bought badly can and often does lose money, as foreclosure waves show; early wins in rising markets do not generalize.
· denied 0 ·
Real estate is forgiving enough that even a mistaken purchase still makes money
Leans wrong- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“you could be a little off and still make money on stuff”
- Leans wrong AI guessLeveraged property bought badly can and often does lose money, as foreclosure waves show; early wins in rising markets do not generalize.
Family and friends are the cheapest source of money for a first real estate deal
Leans partly rightFamily loans can cost less than hard money, but they are not free, and a failed deal puts relationships at risk as well as money.
· denied 0 ·
Family and friends are the cheapest source of money for a first real estate deal
Leans partly right- How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone (Grant Cardone)“cheapest money in the world is family and friends”
- Leans partly right AI guessFamily loans can cost less than hard money, but they are not free, and a failed deal puts relationships at risk as well as money.
Buying an established TikTok account is a safe shortcut past creator follower requirements
Leans wrongTikTok's terms bar buying and selling accounts, bought accounts risk bans, and she herself warns many sellers are scams.
· denied 0 ·
Buying an established TikTok account is a safe shortcut past creator follower requirements
Leans wrong- TikTok Shop Affiliate Course (Easiest way to make 10k a month) (Annamaria Prideaux)“A lot of people don't even know that you can buy a perfectly good, organically grown Tik Tok account”
- Probably wrong AI guessTikTok's terms bar buying and selling accounts, bought accounts risk bans, and she herself warns many sellers are scams.
A self-publishing business scales to six figures by publishing more and better books
Leans wrongSelf-published book income is extremely skewed and most titles sell few copies, so volume alone does not reliably reach six figures.
· denied 0 ·
A self-publishing business scales to six figures by publishing more and better books
Leans wrong- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“So scaling is simply doing the process that we just went through more and better, right?”
- Leans wrong AI guessSelf-published book income is extremely skewed and most titles sell few copies, so volume alone does not reliably reach six figures.
A book topic is profitable if competing books on it already sell well on Amazon
Leans partly rightExisting sales show demand, but a new low-review book competes with established titles and most self-published books sell few copies.
· denied 0 ·
A book topic is profitable if competing books on it already sell well on Amazon
Leans partly right- The SIMPLEST Way To Make Money Online With Claude AI In 2026 (Sean Dollwet)“If you do find books that are already selling on the topic, then it's a profitable topic.”
- Leans partly right AI guessExisting sales show demand, but a new low-review book competes with established titles and most self-published books sell few copies.
A beginner can make a steady hundred dollars a day buying options on a small account
Leans wrongMost retail options buyers lose money, and a steady daily income from a few thousand dollars implies returns far beyond any documented sustained performance.
· denied 0 ·
A beginner can make a steady hundred dollars a day buying options on a small account
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“I use daily to make over a hundred dollars a day even when I had a few thousand dollars to my name”
- Probably wrong AI guessMost retail options buyers lose money, and a steady daily income from a few thousand dollars implies returns far beyond any documented sustained performance.
Buying call options just before earnings is a proven way to double money quickly
Leans wrongImplied volatility is bid up before earnings and collapses after the announcement, so pre-earnings option buyers lose on average.
· denied 0 ·
Buying call options just before earnings is a proven way to double money quickly
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“you can actually have a double on your money very short term and this is a very proven strategy”
- Probably wrong AI guessImplied volatility is bid up before earnings and collapses after the announcement, so pre-earnings option buyers lose on average.
In-the-money options with delta above one half have better than even odds of ending in profit
Leans wrongDelta roughly approximates the chance of expiring in the money, not of clearing the premium paid, so the probability of profit is lower than delta.
· denied 0 ·
In-the-money options with delta above one half have better than even odds of ending in profit
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“your chances of ending in the money and actually making a profit is again going to be higher than 50 percent”
- Probably wrong AI guessDelta roughly approximates the chance of expiring in the money, not of clearing the premium paid, so the probability of profit is lower than delta.
Buying calls when a stock shows positive momentum or gaps up is an easy way to make money
Leans wrongShort-term momentum and gap patterns offer at most weak edges that option premiums and spreads absorb; most retail option buyers lose.
· denied 0 ·
Buying calls when a stock shows positive momentum or gaps up is an easy way to make money
Leans wrong- Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) (Invest with Henry)“when you see momentum like this starting you can jump in with a call option and ride the price action higher”
- Probably wrong AI guessShort-term momentum and gap patterns offer at most weak edges that option premiums and spreads absorb; most retail option buyers lose.
Whole life insurance cash value can be accessed through policy loans without the taxes and penalties of retirement accounts
Leans partly rightPolicy loans are generally untaxed and penalty-free, but they accrue interest, early surrender charges apply, and a lapse with loans outstanding can trigger tax.
· denied 0 ·
Whole life insurance cash value can be accessed through policy loans without the taxes and penalties of retirement accounts
Leans partly right- How To Use Whole Life Insurance To GET RICH (Become Your Own Bank) | Wealth Nation (Wealth Nation)“when you access the funds you don't have to pay any penalties the same way that you would with retirement accounts”
- Probably partly right AI guessPolicy loans are generally untaxed and penalty-free, but they accrue interest, early surrender charges apply, and a lapse with loans outstanding can trigger tax.
Whole life cash value is part of the death benefit, so you cannot collect both
Leans rightIn standard whole life the insurer pays the face amount minus outstanding loans; the cash value is not paid on top.
· denied 0 ·
Whole life cash value is part of the death benefit, so you cannot collect both
Leans right- How To Use Whole Life Insurance To GET RICH (Become Your Own Bank) | Wealth Nation (Wealth Nation)“when you pass there aren't two buckets of money at the end of the day it's just one bucket of money”
- Probably right AI guessIn standard whole life the insurer pays the face amount minus outstanding loans; the cash value is not paid on top.
A beginner can build an AI automation agency to a full-time income within a year
Leans wrongAgency success stories are survivors; most new service businesses earn little in their first year and agency-course audiences crowd the same market.
· denied 0 ·
A beginner can build an AI automation agency to a full-time income within a year
Leans wrong- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“delivering for those clients to be able to make 10K a month, about 100K with my agency”
- Leans wrong AI guessAgency success stories are survivors; most new service businesses earn little in their first year and agency-course audiences crowd the same market.
Workflow-automation skills can be learned from free videos in a couple of weeks well enough to sell to businesses
Leans partly rightNo-code tools are quick to learn for simple workflows, but reliable client systems and selling them take longer for most beginners.
· denied 0 ·
Workflow-automation skills can be learned from free videos in a couple of weeks well enough to sell to businesses
Leans partly right- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“I spent about two weeks, I'd say, learning the skill like watching videos on YouTube, which is pretty much all the time that you need”
- Leans partly right AI guessNo-code tools are quick to learn for simple workflows, but reliable client systems and selling them take longer for most beginners.
Asking everyone you know for referrals reliably lands a new service business its first client
Leans partly rightWarm-network referrals are a common source of first clients, but results depend heavily on the network and are not reliable for everyone.
· denied 0 ·
Asking everyone you know for referrals reliably lands a new service business its first client
Leans partly right- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“reach out to everybody that you know and ask them if they know someone cuz most likely you don't know business owners”
- Leans partly right AI guessWarm-network referrals are a common source of first clients, but results depend heavily on the network and are not reliable for everyone.
Working for free for the first clients is the fastest way to start a service business
Leans partly rightFree work can buy testimonials and experience, but it also attracts low-commitment clients and does not reliably convert to paid work.
· denied 0 ·
Working for free for the first clients is the fastest way to start a service business
Leans partly right- How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) (Michele Torti)“working for free for your first few customers is the smartest move that you can do instead of charging”
- Leans partly right AI guessFree work can buy testimonials and experience, but it also attracts low-commitment clients and does not reliably convert to paid work.
A commission closer's income depends more on the offer's lead flow than on sales skill
Leans partly rightCommission scales with qualified call volume, which the offer controls, though skill still sets the close rate.
· denied 0 ·
A commission closer's income depends more on the offer's lead flow than on sales skill
Leans partly right- i tried high ticket sales and made $100k in 90 days (here’s the truth) (Colby Lyman)“a decently skilled sales rep on a great influence of offer will go 10 times further than a great sales rep on a mid”
- Probably partly right AI guessCommission scales with qualified call volume, which the offer controls, though skill still sets the close rate.
Affiliate links layered into existing content add income that runs on autopilot
Leans partly rightAffiliate links earn small commissions passively once content has traffic, but without an audience they earn nothing.
· denied 0 ·
Affiliate links layered into existing content add income that runs on autopilot
Leans partly right- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“once you set it up, it runs on autopilot”
- Leans partly right AI guessAffiliate links earn small commissions passively once content has traffic, but without an audience they earn nothing.
Running a paid online community or membership gives an ordinary creator recurring monthly income
Leans wrongA few large communities earn well, but most paid communities have few members and high churn; the earnings shown are platform outliers.
· denied 0 ·
Running a paid online community or membership gives an ordinary creator recurring monthly income
Leans wrong- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“Communities can be completely free or set up as a paid membership for reoccurring monthly income.”
- Leans wrong AI guessA few large communities earn well, but most paid communities have few members and high churn; the earnings shown are platform outliers.
Buying a course with master resell rights lets a beginner earn immediately by reselling it and keeping all the profit
Leans wrongMaster-resell-rights schemes sell the same course to buyers who mostly earn by recruiting further buyers, so the market saturates; the FTC has acted against such income claims.
· denied 0 ·
Buying a course with master resell rights lets a beginner earn immediately by reselling it and keeping all the profit
Leans wrong- 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) (Wendy Nolan)“you have the license to resell that exact program yourself and keep 100% of the profit”
- Very likely wrong AI guessMaster-resell-rights schemes sell the same course to buyers who mostly earn by recruiting further buyers, so the market saturates; the FTC has acted against such income claims.
TikTok's algorithm can push a single video from a tiny account to millions of views
Leans rightTikTok distributes by interest rather than follower count, so small accounts occasionally go viral, though it is rare.
· denied 0 ·
TikTok's algorithm can push a single video from a tiny account to millions of views
Leans right- TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) (GaryVee)“You make a good piece of content. You post it for some ungodly unknown reason. It gets 9 million views and you just print.”
- Probably right AI guessTikTok distributes by interest rather than follower count, so small accounts occasionally go viral, though it is rare.
Recreating already-trending designs with AI is the easiest way to get print-on-demand sales
Leans partly rightFollowing proven demand helps, but copied trend designs face heavy competition and risk copyright and trademark takedowns.
· denied 0 ·
Recreating already-trending designs with AI is the easiest way to get print-on-demand sales
Leans partly right- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“the easiest approach, take inspiration from one that's already trending and put your own spin on it”
- Leans partly right AI guessFollowing proven demand helps, but copied trend designs face heavy competition and risk copyright and trademark takedowns.
Print-on-demand margins are thin because the printer's base cost takes most of the sale price
Leans rightBase costs on major print-on-demand platforms leave a few dollars per item before fees, ads and refunds.
· denied 0 ·
Print-on-demand margins are thin because the printer's base cost takes most of the sale price
Leans right- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“It costs $17.95 to print, which means I'll profit $8.04. That's a 30.9% profit margin.”
- Probably right AI guessBase costs on major print-on-demand platforms leave a few dollars per item before fees, ads and refunds.
Paid ads only amplify products that already sell; they cannot fix a weak product
Leans rightAd performance follows product appeal and creative; ads on unproven listings mainly burn budget.
· denied 0 ·
Paid ads only amplify products that already sell; they cannot fix a weak product
Leans right- Easiest Way To Start Print On Demand From $0 In 2026 (Jensen Tung)“Ads don't fix a bad product, they amplify a good one.”
- Probably right AI guessAd performance follows product appeal and creative; ads on unproven listings mainly burn budget.
Pinterest works as a free search-driven traffic source for print-on-demand stores
Leans partly rightPinterest can send search traffic to product pins, but results for new accounts are slow and uncertain.
· denied 0 ·
Pinterest works as a free search-driven traffic source for print-on-demand stores
Leans partly right- How to Start Print on Demand With $0 Upfront Investment in 2026 (STEP BY STEP for Beginners) (Money With Mak)“There's a great way to do it for free and that's actually on Pinterest.”
- Leans partly right AI guessPinterest can send search traffic to product pins, but results for new accounts are slow and uncertain.
Matched betting earns a few thousand dollars a month on one set of accounts after several months
Leans wrongMatched betting is low-risk, but bonus supply is finite and accounts get restricted; typical sustained profits are a few hundred a month, not thousands.
· denied 0 ·
Matched betting earns a few thousand dollars a month on one set of accounts after several months
Leans wrong- Making $30k Per Month Matched Betting - How Is This Possible? (The System)“you'll be able to make $2 to $3,000 on average per month once you hit month sort of 8 to 12”
- Leans wrong AI guessMatched betting is low-risk, but bonus supply is finite and accounts get restricted; typical sustained profits are a few hundred a month, not thousands.
Matched betting gives a fixed mathematical edge, so profit keeps growing the longer you do it
Leans partly rightThe promotional edge is real, but bookmakers restrict profitable accounts over time, so returns decline rather than keep growing.
· denied 0 ·
Matched betting gives a fixed mathematical edge, so profit keeps growing the longer you do it
Leans partly right- Making $30k Per Month Matched Betting - How Is This Possible? (The System)“the longer time goes the more money you make with match betting”
- Leans partly right AI guessThe promotional edge is real, but bookmakers restrict profitable accounts over time, so returns decline rather than keep growing.
Scaling matched betting through other people's bookmaker accounts breaks terms and risks confiscated balances
Leans rightBookmaker terms bar betting on accounts not your own, and operators void bets and withhold balances when they detect it.
· denied 0 ·
Scaling matched betting through other people's bookmaker accounts breaks terms and risks confiscated balances
Leans right- Making $30k Per Month Matched Betting - How Is This Possible? (The System)“if you use the wrong bookie you do the wrong thing they will hold your money and you can lose thousands overnight”
- Very likely right AI guessBookmaker terms bar betting on accounts not your own, and operators void bets and withhold balances when they detect it.
Copying the structure of already-converting product videos is the most reliable way to make affiliate content sell
Leans partly rightImitating proven formats raises hit rates somewhat, but saturation and duplicate-content penalties limit the gain.
· denied 0 ·
Copying the structure of already-converting product videos is the most reliable way to make affiliate content sell
Leans partly right- If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“study what is actually selling products and then steal from those videos”
- Leans partly right AI guessImitating proven formats raises hit rates somewhat, but saturation and duplicate-content penalties limit the gain.
Creator videos licensed as paid ads earn creators far more than organic affiliate commission
UnknownPayout figures come from a brand owner recruiting creators; there is no independent data on typical earnings.
· denied 0 ·
Creator videos licensed as paid ads earn creators far more than organic affiliate commission
Unknown- If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This (Brian Blum)“a video earning $500 in organic commission can generate $5,000 or more in Tribe payouts once a brand puts real ad money behind it”
- Unknown AI guessPayout figures come from a brand owner recruiting creators; there is no independent data on typical earnings.
Sales calls that amplify a prospect's pain and imagined future reliably close high-ticket coaching sales
Leans partly rightProblem-focused emotional selling does raise conversion, but closes still depend on qualified demand, and high-pressure tactics draw regulator scrutiny.
· denied 0 ·
Sales calls that amplify a prospect's pain and imagined future reliably close high-ticket coaching sales
Leans partly right- How To Make Your First $10k In High Ticket Sales (Andres Contreras-Grassi)“the difference between the two is what creates the jolt reaction in his brain of like, damn, I need to do something”
- Leans partly right AI guessProblem-focused emotional selling does raise conversion, but closes still depend on qualified demand, and high-pressure tactics draw regulator scrutiny.
Students can earn well freelancing or tutoring a skill they already have on flexible hours
Leans partly rightTutoring and freelance work pay real hourly rates, but platform competition is heavy and income stays tied to hours.
· denied 0 ·
Students can earn well freelancing or tutoring a skill they already have on flexible hours
Leans partly right- How I make $10,000 a month as a STUDENT (and how you can too) 💸 (fayefilms)“Freelancing is about selling a skill that you're good at on your own terms.”
- Leans partly right AI guessTutoring and freelance work pay real hourly rates, but platform competition is heavy and income stays tied to hours.
Raising prices attracts buyers who will pay almost any price to solve their problem, so most sellers should charge premium prices
Leans wrongSome sellers underprice, but demand is price-sensitive for most offers; anecdotes of raised prices selling more are selected cases.
· denied 0 ·
Raising prices attracts buyers who will pay almost any price to solve their problem, so most sellers should charge premium prices
Leans wrong- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“happy as a lark in the park in the dark to pay whatever the price is to solve their problem.”
- Leans wrong AI guessSome sellers underprice, but demand is price-sensitive for most offers; anecdotes of raised prices selling more are selected cases.
Paying for high-ticket coaching returns many times its cost
Leans wrongThe returns cited are selected client testimonials; no independent data shows typical buyers recover high coaching fees.
· denied 0 ·
Paying for high-ticket coaching returns many times its cost
Leans wrong- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“I knew the price I was charging you was worth way was way less than the value that you were going to get.”
- Leans wrong AI guessThe returns cited are selected client testimonials; no independent data shows typical buyers recover high coaching fees.
Sellers must buy premium offers themselves to be able to sell premium offers
UntestableA motivational framing that also serves to sell the speaker's own premium coaching.
· denied 0 ·
Sellers must buy premium offers themselves to be able to sell premium offers
Untestable- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“If you're not a premium buyer, you can't attract premium buyers.”
- Untestable AI guessA motivational framing that also serves to sell the speaker's own premium coaching.
A product's markup over its unit cost is a return comparable to or better than stock-market returns
Leans wrongMarkup ignores overhead, marketing and capital at risk; it is not an annual return on invested capital and cannot be compared to market returns.
· denied 0 ·
A product's markup over its unit cost is a return comparable to or better than stock-market returns
Leans wrong- How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden (Omar Eltakrori)“Every book I sell like at full price I am making a thousand percent return.”
- Very likely wrong AI guessMarkup ignores overhead, marketing and capital at risk; it is not an annual return on invested capital and cannot be compared to market returns.
Unusual options-flow alerts reveal institutional orders that retail day traders can profitably follow
Leans wrongOrder flow carries some information in academic data, but public flow alerts arrive late and noisy, and nothing shows retail traders profit from following them.
· denied 0 ·
Unusual options-flow alerts reveal institutional orders that retail day traders can profitably follow
Leans wrong- How to make $500 a day with this CHEAP options day trading strategy 🚨 (The Traveling Trader)“it also tries to identify what type of order it is whether it's a sweep meaning most likely a large institutional order”
- Leans wrong AI guessOrder flow carries some information in academic data, but public flow alerts arrive late and noisy, and nothing shows retail traders profit from following them.
Short-dated, just-out-of-the-money options are the best day-trading instrument because they are cheap and react most to price moves
Leans wrongRetail option losses are concentrated in short-dated out-of-the-money contracts, where time decay and spreads eat the leverage.
· denied 0 ·
Short-dated, just-out-of-the-money options are the best day-trading instrument because they are cheap and react most to price moves
Leans wrong- How to make $500 a day with this CHEAP options day trading strategy 🚨 (The Traveling Trader)“options usually that expire at the end of the week because they are the cheapest and the ones that are most sensitive to price movements”
- Leans wrong AI guessRetail option losses are concentrated in short-dated out-of-the-money contracts, where time decay and spreads eat the leverage.
An AI automation agency can be built to a million-dollar annual run rate within a month from a small budget
Leans wrongNew service agencies take months or years to sign clients; a month-one seven-figure run rate is far outside any base rate.
· denied 0 ·
An AI automation agency can be built to a million-dollar annual run rate within a month from a small budget
Leans wrong- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“that's why I decided to start this challenge of building a million dollar AI automation agency in 30 days”
- Leans wrong AI guessNew service agencies take months or years to sign clients; a month-one seven-figure run rate is far outside any base rate.
Small businesses will pay thousands of dollars a month for custom AI chatbots and workflow automations
Leans wrongOff-the-shelf chatbot and automation tools cost tens to hundreds a month, so few small businesses pay agency retainers in the thousands for them.
· denied 0 ·
Small businesses will pay thousands of dollars a month for custom AI chatbots and workflow automations
Leans wrong- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“I would need around 20 clients each paying me around four thousand a month”
- Leans wrong AI guessOff-the-shelf chatbot and automation tools cost tens to hundreds a month, so few small businesses pay agency retainers in the thousands for them.
Setting a very short deadline makes work get done faster because work expands to fill the time available
Leans partly rightDeadlines do curb procrastination, but planning-fallacy research shows tight deadlines are routinely missed and can cut quality.
· denied 0 ·
Setting a very short deadline makes work get done faster because work expands to fill the time available
Leans partly right- $1,000,000 AI Automation Agency in 30 days - Day 1 (Mani Kanasani)“the amount of work expands to fill the time available for its completion”
- Leans partly right AI guessDeadlines do curb procrastination, but planning-fallacy research shows tight deadlines are routinely missed and can cut quality.
Paying prop-firm challenge fees is an investment because the first payouts recover the fees lost on blown accounts
Leans wrongMost challenge buyers never get funded or paid, so for the typical buyer the fees are a sunk loss, not tuition that pays back.
· denied 0 ·
Paying prop-firm challenge fees is an investment because the first payouts recover the fees lost on blown accounts
Leans wrong- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“So, just know that you're essentially just paying your tuition, and it will pay off in the long run.”
- Leans wrong AI guessMost challenge buyers never get funded or paid, so for the typical buyer the fees are a sunk loss, not tuition that pays back.
Bracketing a major economic release with buy and sell stop orders can pass a prop-firm evaluation in a single trade
Leans wrongNews spikes cause slippage and whipsaw fills, many firms ban news trading, and the presenter herself calls it gambling.
· denied 0 ·
Bracketing a major economic release with buy and sell stop orders can pass a prop-firm evaluation in a single trade
Leans wrong- How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) (PB Blake)“it is a fun and effective way to pass an account within seconds”
- Leans wrong AI guessNews spikes cause slippage and whipsaw fills, many firms ban news trading, and the presenter herself calls it gambling.
Buying a property subject to the seller's existing mortgage lets an investor acquire it without a new loan or down payment
Leans partly rightSubject-to deals are legal and do happen, but the lender can call the loan under the due-on-sale clause and motivated sellers with assumable equity are scarce.
· denied 0 ·
Buying a property subject to the seller's existing mortgage lets an investor acquire it without a new loan or down payment
Leans partly right- How to Buy Your First Rental Property with No Money (Noelle Randall)“you can buy the property and leave that existing financing in place and then you take over those mortgage payments”
- Leans partly right AI guessSubject-to deals are legal and do happen, but the lender can call the loan under the due-on-sale clause and motivated sellers with assumable equity are scarce.
Holding a rental for a few years while tenants pay the mortgage and then selling it yields a large lump-sum profit
Leans partly rightSale profits depend mostly on local appreciation and selling costs; in flat or falling markets, like the 2009 crash she describes, there is no lump sum.
· denied 0 ·
Holding a rental for a few years while tenants pay the mortgage and then selling it yields a large lump-sum profit
Leans partly right- How to Buy Your First Rental Property with No Money (Noelle Randall)“know that even more importantly you want to be able to sell those bad boys and start getting 6-figure checks.”
- Leans partly right AI guessSale profits depend mostly on local appreciation and selling costs; in flat or falling markets, like the 2009 crash she describes, there is no lump sum.
Real-estate crowdfunding lets an ordinary investor raise other people's money to buy property with none of their own
Leans wrongRaising a fund means securities-law filings, offering costs and a track record investors trust; first-timers rarely raise money this way.
· denied 0 ·
Real-estate crowdfunding lets an ordinary investor raise other people's money to buy property with none of their own
Leans wrong- How to Buy Your First Rental Property with No Money (Noelle Randall)“if you get your own crowd fund, you don't have to spend any money.”
- Leans wrong AI guessRaising a fund means securities-law filings, offering costs and a track record investors trust; first-timers rarely raise money this way.
Trading apps that filter scam and bundled tokens make meme coin trading safe
Leans wrongFilters catch some rug pulls, but most meme coins still collapse toward zero and most traders of them lose money.
· denied 0 ·
Trading apps that filter scam and bundled tokens make meme coin trading safe
Leans wrong- How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) (Luke Giroud)“Overall, it just is a really safe app to use.”
- Leans wrong AI guessFilters catch some rug pulls, but most meme coins still collapse toward zero and most traders of them lose money.
A rising US manufacturing index signals an upcoming altcoin season
Leans wrongThe link rests on a couple of past cycles; with so few data points it has no demonstrated predictive power for altcoin prices.
· denied 0 ·
A rising US manufacturing index signals an upcoming altcoin season
Leans wrong- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“the ISM or the manufacturing index in the USA pushing towards 58, which has historically been the catalyst that has created major altcoin seasons”
- Leans wrong AI guessThe link rests on a couple of past cycles; with so few data points it has no demonstrated predictive power for altcoin prices.
Holding altcoins with conviction through drawdowns is how investors capture bull-market gains
Leans wrongMost altcoins never regain prior highs, so holding through drawdowns usually locks in losses rather than gains.
· denied 0 ·
Holding altcoins with conviction through drawdowns is how investors capture bull-market gains
Leans wrong- Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 (The House Of Crypto)“The only way you're going to gain here is to buy into good coins with high conviction”
- Leans wrong AI guessMost altcoins never regain prior highs, so holding through drawdowns usually locks in losses rather than gains.
Staying out of the range between pre-market and prior-day highs and lows avoids most losing day trades
UnknownNo independent test of this filter exists; the support is the seller's own picked backtest days.
· denied 0 ·
Staying out of the range between pre-market and prior-day highs and lows avoids most losing day trades
Unknown- My Options Strategy Is Boring, But It Makes Me $500K/Month (Kay Capitals)“Inside the NTZ is where beginners get destroyed.”
- Unknown AI guessNo independent test of this filter exists; the support is the seller's own picked backtest days.
Institutions deliberately sweep retail stop-loss clusters at obvious levels, so trading the reversal after a sweep is a reliable edge
Leans wrongStops do cluster at round and recent levels, but no independent evidence shows retail traders profit from fading these sweeps.
· denied 0 ·
Institutions deliberately sweep retail stop-loss clusters at obvious levels, so trading the reversal after a sweep is a reliable edge
Leans wrong- If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) (RP Profits)“they engineer price to sweep these levels, collecting all that liquidity, and then they reverse it.”
- Leans wrong AI guessStops do cluster at round and recent levels, but no independent evidence shows retail traders profit from fading these sweeps.
A stay-at-home parent can earn meaningful income selling digital printables on Etsy working only during nap times
Leans wrongMost Etsy shops earn very little, and digital printables are flooded with resold templates, so one seller's results don't carry over to most parents.
· denied 0 ·
A stay-at-home parent can earn meaningful income selling digital printables on Etsy working only during nap times
Leans wrong- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“I've been able to make over $27,000 selling digital products as a stay-at-home mom.”
- Leans wrong AI guessMost Etsy shops earn very little, and digital printables are flooded with resold templates, so one seller's results don't carry over to most parents.
Listing products with high search volume and low competition, optimized for marketplace search, brings sales without ads or social media
Leans partly rightMarketplace search does drive organic sales, but keyword-tool competition scores are rough and the low-competition gaps fill quickly.
· denied 0 ·
Listing products with high search volume and low competition, optimized for marketplace search, brings sales without ads or social media
Leans partly right- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“optimize your listings for search engine optimization and you won't have to rely on ads or social media to make sales”
- Leans partly right AI guessMarketplace search does drive organic sales, but keyword-tool competition scores are rough and the low-competition gaps fill quickly.
Private-label-rights templates let sellers list new digital products quickly without creating them from scratch
Leans rightPLR templates do cut creation time, though the same templates go to many sellers, so the listings are hard to tell apart.
· denied 0 ·
Private-label-rights templates let sellers list new digital products quickly without creating them from scratch
Leans right- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“do not create your products from scratch if you do not have to. Use templates and make the process so much easier”
- Leans right AI guessPLR templates do cut creation time, though the same templates go to many sellers, so the listings are hard to tell apart.
Online marketplace sales peak in the fourth-quarter holiday season
Leans rightUS retail and e-commerce sales follow a well-documented seasonal peak from October through December.
· denied 0 ·
Online marketplace sales peak in the fourth-quarter holiday season
Leans right- Selling digital products changed my life! (5 steps to get started in 2026) (LaCresha Sims)“we tend to make a lot more money during October, November, and December”
- Leans right AI guessUS retail and e-commerce sales follow a well-documented seasonal peak from October through December.
Low-content books timed to holidays can earn hundreds of dollars a day even with poor reviews
Leans wrongThe figures are tool estimates for a handful of top sellers; most low-content books sell few or no copies in a crowded category.
· denied 0 ·
Low-content books timed to holidays can earn hundreds of dollars a day even with poor reviews
Leans wrong- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“books with a two star average rating is making hundreds of dollars a day”
- Leans wrong AI guessThe figures are tool estimates for a handful of top sellers; most low-content books sell few or no copies in a crowded category.
Publishing books for a different holiday each season keeps print-on-demand income steady through the year
Leans partly rightStacking seasonal titles smooths income somewhat, but each holiday spike is short and competitive and the fourth quarter still dominates.
· denied 0 ·
Publishing books for a different holiday each season keeps print-on-demand income steady through the year
Leans partly right- I Found The EASIEST Way to Make Money with Amazon KDP (Sean Dollwet)“you do that enough times of the year and your income will be fairly steady throughout the year”
- Leans partly right AI guessStacking seasonal titles smooths income somewhat, but each holiday spike is short and competitive and the fourth quarter still dominates.
Following the right crypto influencer lets an investor get rich without relying on luck
Leans wrongInfluencer coin picks show no persistent skill, and many promoted tokens underperform after the promotion.
· denied 0 ·
Following the right crypto influencer lets an investor get rich without relying on luck
Leans wrong- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“Get rich in crypto without getting lucky. This is totally possible if you follow the right people.”
- Leans wrong AI guessInfluencer coin picks show no persistent skill, and many promoted tokens underperform after the promotion.
Audience engagement with a crypto video pushes up the prices of the coins it promotes
Leans wrongInfluencer attention can move tiny coins briefly, but it has no lasting effect on large caps like the ones listed, and the bumps tend to reverse.
· denied 0 ·
Audience engagement with a crypto video pushes up the prices of the coins it promotes
Leans wrong- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“The more people who watch, share, and engage with this video, the higher these coins go.”
- Leans wrong AI guessInfluencer attention can move tiny coins briefly, but it has no lasting effect on large caps like the ones listed, and the bumps tend to reverse.
A partnership with a major asset manager makes a crypto token a good investment
Leans wrongPartnerships rarely send value to a token's holders, and the news is usually priced in by the time it is announced.
· denied 0 ·
A partnership with a major asset manager makes a crypto token a good investment
Leans wrong- Top 8 Crypto Coins To Go ALL IN October 2026 (Altcoin Daily)“BlackRock is teaming up with Ondo to bring portfolios on chain. Like this is a reason to be bullish on Ondo.”
- Leans wrong AI guessPartnerships rarely send value to a token's holders, and the news is usually priced in by the time it is announced.
Videos and posts
Score: −1 mostly wrong, 0 mixed, 1 mostly right, 2 right, from the verdicts on the claims each source makes. Novelty adds up, for each claim a source gets right or correctly refutes, the verdict's confidence divided by how many sources take the same stance; 1 is about one unique, well-supported point.
| Score | Source | Novelty | Verdict |
|---|---|---|---|
| +2 | Line Goes Up – The Problem With NFTs | 4.25 | new and sound |
| +2 | The Shockingly Simple Math Behind Early Retirement | 3.59 | new and sound |
| +2 | Multilevel Marketing: Last Week Tonight with John Oliver (HBO) | 3.42 | new and sound |
| +2 | Prediction Markets: Last Week Tonight with John Oliver (HBO) | 3.35 | new and sound |
| +2 | These Gurus Taught Me Mortgage Fraud | 3.30 | new and sound |
| +2 | Contrepreneurs: The Mikkelsen Twins | 3.06 | new and sound |
| +2 | The Truth About "Trading Gurus" From a Hedge Fund Manager | 2.96 | new and sound |
| +2 | The Truth About Market Timing (What the Data Shows) | 2.83 | new and sound |
| +2 | Investing STILL Won't Make You Rich (Probably) | 2.75 | new and sound |
| +2 | What Everyone Gets Wrong About Gambling on Sports | 2.75 | new and sound |
| +2 | The Truth About Day Trading | 2.67 | new and sound |
| +2 | The Psychology of Money | 2.66 | new and sound |
| +2 | “Crypto, MLMs—I keep falling for get-rich-quick schemes” | 2.63 | new and sound |
| +2 | Online Sports Betting Is Draining Household Savings | 2.60 | new and sound |
| +2 | The Creator Economy Is a Scam | 2.51 | new and sound |
| +2 | The Truth About Airbnb Arbitrage and What I Do Now Instead | 2.38 | new and sound |
| +2 | Ex-Hedge Fund Manager Patrick Boyle Talks Retail Trading, Fake Gurus and Bubbles | 2.30 | new and sound |
| +2 | The Passive Income Scam | 2.20 | new and sound |
| +2 | How profitable is retail options trading? | 2.06 | new and sound |
| +2 | Why You Will (Probably) Lose Money Trading Options | 2.05 | new and sound |
| +2 | The Exact Playbook to Go from $0 to Your First $100,000 | 2.02 | new and sound |
| +2 | Dropshipping Quietly Died - Here's What Replaced It In 2026 | 1.90 | new and sound |
| +2 | This Fake Guru Teaches You How to Go Broke | 1.85 | new and sound |
| +2 | I Tried Day Trading for 30 Days (Here's What Happened) | 1.84 | new and sound |
| +2 | What Return Should Investors Reasonably Expect? | 1.83 | new and sound |
| +2 | How Retail Loses Money in Option Trading | QuantPedia | 1.79 | new and sound |
| +2 | The UGLY Truth About Dropshipping That No Guru Will Tell You | 1.79 | new and sound |
| +2 | Youtuber Accidentally Exposes the Scam He's Promoting | 1.77 | new and sound |
| +2 | I Tried Faceless YouTube for 3 Years: Here's the Reality | 1.72 | new and sound |
| +2 | How Crypto Millionaires Lost Their Fortune | 1.67 | new and sound |
| +2 | Won't Somebody Please Think of The Traders?? | 1.65 | new and sound |
| +2 | How Does Leverage Affect Trading Returns? The Kelly Criterion | Coffeezilla Follow-up | 1.62 | new and sound |
| +2 | Operation Income Illusion cracks down on illusory income claims | 1.60 | new and sound |
| +2 | Day Trading - Why You'll Almost Certainly Fail | 1.54 | new and sound |
| +2 | "9-5 JOBS ARE A SCAM, SO IS COLLEGE" - Swag Academy | 1.54 | new and sound |
| +2 | The Best AI Side Hustles To Start In 2026 (No Skills) | 1.48 | new and sound |
| +2 | Youtuber "Proves" People are Lazy with DayTrading | 1.44 | new and sound |
| +2 | 7 Ways To Make $100 Passive Income Per Day | 1.41 | new and sound |
| +2 | Rich Dad Fraud Dad | 1.40 | new and sound |
| +2 | Is Dropshipping Worth It in 2026? - Shopify | 1.35 | new and sound |
| +2 | Why The Online Guru Scam is Worse Than You Thought | 1.34 | new and sound |
| +2 | Is Dropshipping Worth It in 2026? What to Know | 1.22 | new and sound |
| +2 | Diary Of A CEO Is Making You Less Successful - Barry's Economics | 1.20 | new and sound |
| +2 | Tony Robbins and Dean Graziosi FAKE GURU Course | 1.11 | new and sound |
| +2 | Multi-Level Marketing Businesses and Pyramid Schemes | 1.08 | new and sound |
| +2 | Why Day Trading Is The Biggest Scam Ever | 1.02 | new and sound |
| +2 | The Real Earnings of a Day Trader | 1.01 | new and sound |
| +2 | Are Paid Dropshipping Courses Worth It in 2026? | 0.96 | mixed |
| +2 | Why Iman Gadzhi Never Made Anyone Rich | 0.92 | mixed |
| +2 | The Growing Problem With Personal Finance YouTuber "Influencers" | 0.89 | mixed |
| +2 | Hustle Culture Won’t Make You Rich | 0.83 | mixed |
| +2 | Creator Courses: Selling Dreams as Products | 0.80 | mixed |
| +2 | Day Trading: Your Dollars at Risk | 0.78 | mixed |
| +2 | How to Start Print on Demand With $0 Upfront Investment in 2026 (STEP BY STEP for Beginners) | 0.74 | mixed |
| +2 | Why You Should Stop Listening to Get-Rich-Quick “Gurus” | 0.68 | mixed |
| +2 | Dropshippers Get Rich by Making You Feel Poor | 0.67 | mixed |
| +2 | 6 Things That Dropshipping Gurus Do Not Tell You As Beginner | 0.64 | mixed |
| +2 | Why It's So Hard To Succeed - The Survivorship Bias (animated) | 0.62 | mixed |
| +2 | I Tried Shopify Dropshipping For 7 Days (Realistic Results) | 0.59 | mixed |
| +2 | I Tried Day Trading with No Experience | 0.57 | mixed |
| +2 | The Sham of Hustle Culture. | 0.56 | mixed |
| +2 | My December 2014 Monthly Income Report | 0.50 | mixed |
| +2 | I Tried Day Trading for 1 Week (Complete Beginner) | 0.43 | mixed |
| +2 | I Bought A $4,000 Dropshipping Course To Prove Its A Scam | 0.37 | mixed |
| +2 | THIS ⚠️ is why day traders LOSE money | 0.33 | mixed |
| +2 | The One Thing Gary Vaynerchuk Has Wrong | A Story About Survivorship Bias | 0.29 | mixed |
| +1 | Beginners Guide To Amazon FBA In 2026 | 2.98 | new and sound |
| +1 | How to Make Wealth | 2.76 | new and sound |
| +1 | Real Estate Wholesaling for Beginners with NO MONEY [Step By Step] | 2.25 | new and sound |
| +1 | Fewer Americans Have a Side Hustle in 2025 - Bankrate | 2.25 | new and sound |
| +1 | The Only 25 Ways to Make Money in 2026 | 2.02 | new and sound |
| +1 | I Got Rich With Sports Betting When I Applied These 7 Habits | 1.97 | new and sound |
| +1 | Prediction Markets Are a Scam With a Chart | 1.93 | new and sound |
| +1 | How to Get Rich | 1.86 | new and sound |
| +1 | Don’t Start an Airbnb Arbitrage business before watching this | 1.80 | new and sound |
| +1 | I tried Faceless YouTube Automation for 200 days | 1.77 | new and sound |
| +1 | Self Employed: 5 Things I learned that NOBODY tells you | 1.77 | new and sound |
| +1 | How I Make $68K/Month Investing in Stocks (Just Copy Me) | 1.75 | new and sound |
| +1 | Is Amazon FBA Still Worth Starting In 2026? TRUTH Revealed! | 1.67 | new and sound |
| +1 | How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) | 1.65 | new and sound |
| +1 | Easiest Way To Start Print On Demand From $0 In 2026 | 1.63 | new and sound |
| +1 | How To Get Rich In MLM And Direct Sales | 1.62 | new and sound |
| +1 | How to Actually Start Shopify Dropshipping in 2026 | 1.58 | new and sound |
| +1 | Selling digital products changed my life! (5 steps to get started in 2026) | 1.57 | new and sound |
| +1 | How to Make $50 Per Day Betting on Sports (The Math) | 1.52 | new and sound |
| +1 | I Tried Faceless YouTube Automation for 30 Days Realistic Results | 1.48 | new and sound |
| +1 | How I built 6 Income Sources That Generate $59,750 Per Month | 1.43 | new and sound |
| +1 | I Tried Dropshipping For a Week (RAW RESULTS) | 1.41 | new and sound |
| +1 | The Only 14 Ways to Make Money with AI in 2026 | 1.33 | new and sound |
| +1 | Making $30k Per Month Matched Betting - How Is This Possible? | 1.29 | new and sound |
| +1 | State of the Amazon Seller 2025 - Jungle Scout | 1.25 | new and sound |
| +1 | Why Finance "Gurus" Want You To Hate Them - How Money Works | 1.15 | new and sound |
| +1 | FTC Takes Action Against Fake Amazon Guru Kevin David for Automation @Coffeezilla | 1.14 | new and sound |
| +1 | Beginners Guide To Dropshipping In 2026 | 1.08 | new and sound |
| +1 | Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School | 1.07 | new and sound |
| +1 | Growing a $2k Account to $65,662.04 in 30 Days (My Day Trading Strategy) | 1.03 | new and sound |
| +1 | Why 96% of Creators Don't Make a Living | 1.01 | new and sound |
| +1 | How to Flip Houses with 100% Funding (No Money Needed!) | 1.01 | new and sound |
| +1 | Why Making Money In An MLM Is Impossible | 0.96 | mixed |
| +1 | How To Start A YouTube Automation Business in 10 Minutes | 0.95 | mixed |
| +1 | How I Built an AI Agency from $0 to $100K in 12 Months (Full Roadmap) | 0.93 | mixed |
| +1 | My Plan to Make Millions in Crypto This Cycle (And Keep It) | 0.91 | mixed |
| +1 | I made my first million at 19 years old, here's how.. | 0.81 | mixed |
| +1 | How To Day Trade Using Only $50 | 0.80 | mixed |
| +1 | How I Made $66,000 With UGC (Without Needing ANY Followers) | 0.79 | mixed |
| +1 | Making Money Online is Easy, Actually (Just Copy Me) | 0.74 | mixed |
| +1 | How I make $10,000 a month as a STUDENT (and how you can too) 💸 | 0.69 | mixed |
| +1 | How To Start Wholesale Real Estate With $0 In 2026 | 0.68 | mixed |
| +1 | Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) | 0.58 | mixed |
| +1 | How To Start Day Trading As A Beginner In 2026 (FULL GUIDE) | 0.52 | mixed |
| +1 | How To Start Day Trading in 2026 (full training) | 0.49 | mixed |
| +1 | Network Marketing Recruiting: How I Recruited 10 People in 10 Days | 0.48 | mixed |
| +1 | The Wealth-Destroying Behavior of Retail Option Trading | 0.31 | mixed |
| 0 | Don’t Start Infinite Banking Until You Understand THIS | 1.54 | mixed |
| 0 | How To Actually Build A $10K/Month Business (15 Lessons) | 1.44 | mixed |
| 0 | 7 Passive Income Ideas for 2026 (Up to $1,000/Day) | 1.38 | mixed |
| 0 | the crypto strategy im using to make millions again. | 1.32 | mixed |
| 0 | How To Set Up A $2,500/Mo Airbnb In 84 Days [9 STEPS] | 1.25 | mixed |
| 0 | 5 Proven Ways To Make Money With AI (No Experience) | 1.22 | mixed |
| 0 | Top 3 Options Trading Strategies for Small Accounts | 1.20 | mixed |
| 0 | They’re Lying To You About Debt... Here's How To Get Rich | Robert Kiyosaki | 1.11 | mixed |
| 0 | 7 Passive Income Ideas - How I Make $2,000+ Per Day! | 1.07 | mixed |
| 0 | Passive Income Expert: How To Make $10k Per Month In 90 Days! | 1.06 | mixed |
| 0 | I Tested 5 Claude AI Side Hustles — Only These Actually Made Money | 0.95 | mixed |
| 0 | F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) | 0.94 | mixed |
| 0 | How To Use Whole Life Insurance To GET RICH (Become Your Own Bank) | Wealth Nation | 0.88 | mixed |
| 0 | I Tried Dropshipping For 14 Days (Realistic Results) | 0.81 | mixed |
| 0 | Good Debt vs. Bad Debt: How the Rich Use Leverage to Build Wealth | 0.75 | mixed |
| 0 | How To Make $500/Day Trading Memecoins In 2026 (EASY BEGINNERS GUIDE) | 0.73 | mixed |
| 0 | The SIMPLEST Way To Make Money Online With Claude AI In 2026 | 0.72 | mixed |
| 0 | How to Buy Your First Rental Property with No Money | 0.70 | mixed |
| 0 | RICH VS POOR MINDSET | An Eye Opening Interview with Robert Kiyosaki | 0.69 | mixed |
| 0 | i tried high ticket sales and made $100k in 90 days (here’s the truth) | 0.57 | mixed |
| 0 | Do THIS to Make $10,000/month as a Beginner | 0.56 | mixed |
| 0 | Ranking Top 40 Highest Potential Crypto Altcoins 2026/2027 | 0.55 | mixed |
| 0 | I Tried AI Dropshipping For 7 Days, Here's How You Can Copy Me | 0.54 | mixed |
| 0 | TikTok Shop Affiliate Is a Gold Rush (You Don’t Need Followers) | 0.54 | mixed |
| 0 | How to Get Started in Real Estate with NO Money 💰💰💰 - Grant Cardone | 0.54 | mixed |
| 0 | How To Make Your First Million Dollars (Charge A Premium!) ft. Myron Golden | 0.47 | mixed |
| 0 | 4 Things Successful Network Marketing Professionals Do | 0.44 | mixed |
| 0 | How I Made $1,000,000 in 51 Days of Day Trading (Full Training) | 0.44 | mixed |
| 0 | Network Marketing Recruiting – How To Recruit 10 People In 10 Days | 0.38 | mixed |
| 0 | How I Made $32,000 in 30 Days Dropshipping With NO MONEY | 0.36 | mixed |
| 0 | Give Me 19 Minutes, and You’ll Become a Recruiting Machine | 0.33 | mixed |
| 0 | 11 Lazy Ways To Make Money With AI (No Experience) | 0.32 | mixed |
| 0 | If I Wanted to Make $1,000/Day Trading, I'd Do This (Just Copy Me) | 0.26 | mixed |
| 0 | My Options Strategy Is Boring, But It Makes Me $500K/Month | 0.23 | mixed |
| 0 | I Turned $50 Into $3,754 In 21 Days Trading Futures | 0.19 | mixed |
| -1 | 5 Easy Passive Income Streams for Beginners Over 50 (Work From Home) | 0.42 | mostly wrong |
| -1 | How To Trade Prop Firms in 2026 (Pass & Get Paid EVERY Time) | 0.42 | mostly wrong |
| -1 | If I Had to Make $1000/Day With TikTok Shop Affiliate, I'd Do This | 0.38 | mostly wrong |
| -1 | Rich Dad Poor Dad Lied To You | 0.38 | mostly wrong |
| -1 | TikTok Shop Affiliate Course (Easiest way to make 10k a month) | 0.36 | mostly wrong |
| -1 | How To Make Your First $10k In High Ticket Sales | 0.33 | mostly wrong |
| -1 | How to Start Forex Trading for Beginners Step by Step in 2025 | Full Guide | 0.32 | mostly wrong |
| -1 | How To Make Money On Airbnb WITHOUT Renting or Owning in 2026! | 0.30 | mostly wrong |
| -1 | 7 Claude AI Side Hustles That Pay $200+ a Day (Beginner Friendly) | 0.28 | mostly wrong |
| -1 | How to Make $500 a Day with Forex Trading (3 simple steps) | 0.27 | mostly wrong |
| -1 | The First Step For Network Marketing Success | 0.25 | mostly wrong |
| -1 | Options Trading in 7 Minutes (How to Make $100 DAY As A Beginner) | 0.24 | mostly wrong |
| -1 | $1,000,000 AI Automation Agency in 30 days - Day 1 | 0.23 | mostly wrong |
| -1 | How to make $500 a day with this CHEAP options day trading strategy 🚨 | 0.22 | mostly wrong |
| -1 | Go From $0 To $500 A Day Trading On Webull (EXACT METHOD) | 0.22 | mostly wrong |
| -1 | 🔥THESE 10-100X ALTCOINS GEMS ARE STILL *UNDER THE RADAR?!* (TIME SENSITIVE!!) | 0.20 | mostly wrong |
| -1 | 5 Best Forex Signals Providers: Make Easy $$$ | 0.20 | mostly wrong |
| -1 | I Found The EASIEST Way to Make Money with Amazon KDP | 0.17 | mostly wrong |
| -1 | How to make $5k / month creating content WITHOUT followers | 0.13 | mostly wrong |
| -1 | Top 8 Crypto Coins To Go ALL IN October 2026 | 0.10 | mostly wrong |
| -1 | How To Start Day Trading As A Beginner In 2025 [Full Tutorial] | 0.10 | mostly wrong |
| -1 | ULTIMATE Guide to Pass Prop Firm Challenge (FUNDED INSTANTLY) | 0.08 | mostly wrong |
| -1 | $31 to $25,000 in 3 days (How I Passed My Funded Challenge FAST) | 0.03 | mostly wrong |
What the studies changed
Each claim first got an AI guess, then was checked against the studies. Listed: claims where a study pointed a different way. An AI guess counts for at most 50% confidence; a study at least that confident replaces it, a weaker one is shown as context. Biggest changes first.
Verdict changed by a study (18)
- Beginners with no experience can make real money with AI side hustles because the tools do the hard part. (said by 6)
AI guess: Leans partly right · Study: Leans wrong
Empire/Automators claimed 'AI machine learning' would maximise store revenues for hands-off buyers; the FTC alleges virtually all purchasers failed to earn the advertised income and most lost their entire investment. (FTC v. Automators complaint) - An experienced day trader can multiply a small account many times over within a month by trading momentum stocks. (said by 4)
AI guess: Leans partly right · Study: Leans wrong
Among 1,551 persistent futures day traders the single best earned US$310 a day on average with a daily standard deviation of US$2,560, and only 0.5% beat a bank teller's wage; nobody shows multiplying an account in a month, though the setting is Brazilian index futures rather than momentum stocks. (Brazil day-trader study (Chague et al.)) - Network marketing success is a learnable skill rather than luck (said by 4)
AI guess: Leans partly right · Study: Leans wrong
The UK Amway judgment quoted by Taylor found the thin top of the income 'candlestick' was those who had been IBOs longest (since 1979), while recent joiners and many long-term IBOs formed the base; position in the chain, not skill, drives outcomes. (Taylor, The Case against MLM) - Recruiting a downline gives MLM participants leverage and scalable income (said by 4)
AI guess: Probably wrong · Study: Leans partly right
Downline-based commissions and rank bonuses exist, but the rank tables show over 90% of participants in the lowest cohort averaging under $100 while six-figure incomes belong to hundredths of a percent; the leverage is real only for a tiny fraction. (FTC MLM income disclosure report 2024) - Leverage lets a small account take large positions while keeping the dollar amount at risk fixed (said by 2)
AI guess: Leans partly right · Study: Leans wrong
ESMA: leverage increases possible losses as well as gains, raises the probability of a larger loss more than of a larger gain for retail clients, and makes positions vulnerable to margin calls on small moves; the amount at risk is not fixed. (ESMA CFD intervention 2018) - Starting a business with no money is a competitive advantage because well-funded founders lose imagination and discipline (said by 1)
AI guess: Leans partly right · Study: Leans wrong
Family income is a powerful predictor of becoming an incorporated entrepreneur: a $100,000 higher 1979 family income is associated with an almost 60% higher probability of incorporation after controlling for ability, traits and education, which the authors read as credit constraints materially hindering entrepreneurship; the paper tests entry rather than founder discipline, but points the opposite way to the claim. (Who becomes an entrepreneur (Levine & Rubinstein)) - Retail day traders have no edge trading large-cap stocks against high-frequency algorithms. (said by 4)
AI guess: Leans partly right · Study: Leans right
Individuals' average daily loss is 19% higher when the HFT share of deals rises 10 points, and the authors conclude it is virtually impossible to compete with HFTs; the venue is index futures rather than large-cap stocks. (Brazil day-trader study (Chague et al.)) - Most new businesses, including online stores, fail within a few years (said by 4)
AI guess: Very likely right · Study: Probably partly right
Of US private establishments opened in the year to March 2015, 79.6% survived one year, 61.4% three years, 50.2% five years and 34.7% ten years (other cohorts are similar), so about half close within five years and two-thirds within ten; 'most fail within a few years' overstates it, establishment exits include sales and relocations rather than only failures, and there is no online-store breakdown. (BLS business survival table) - Frequent trading incurs higher transaction costs and short-term tax rates than long-term investing. (said by 3)
AI guess: Almost certainly right · Study: Leans partly right
Trading costs more than triple day traders' losses, from 7 bps gross to 23.9 bps net per day; the tax-rate part of the claim is not examined. (Taiwan day-trader study (Barber et al.)) - Becoming consistently profitable at day trading takes years, so keep a day job meanwhile (said by 3)
AI guess: Very likely right · Study: Leans partly right
Panel regressions on 1,551 traders with 300+ trading days find no learning: expected profit stays negative and does not improve with time, so keeping a day job is supported but years of practice do not reliably bring profitability. (Brazil day-trader study (Chague et al.)) - Most retail options trades lose money, with losses far larger than on stock trades (said by 3)
AI guess: Very likely right · Study: Leans partly right
Retail (wholesaler-executed) options trades lost $1.14bn in aggregate over Nov 2019-Jun 2021 at a 10-day horizon, before $4.13bn of spread costs, concentrated in sub-week at-the-money calls; measured in aggregate, not per trade, and not compared with stock trades. (Retail options study (Bryzgalova et al.)) - Retail options trading has grown many-fold since commission-free trading apps appeared (said by 3)
AI guess: Very likely right · Study: Leans partly right
Dollar volume of retail-origin (SLAN) and small option trades grew 143% and 224% between Nov 2019 and Jul 2021; strong growth but the data start in 2019 so growth since 2015 is not measured. (Retail options study (Bryzgalova et al.)) - Legalising online betting in a jurisdiction lowers household credit scores and raises bankruptcies and delinquencies (said by 2)
AI guess: Probably right · Study: Leans partly right
The paper measures balance sheets, not credit scores or bankruptcies: after legalization low-savings households carry about $368 (8%) more credit card debt, lose available credit and more often max out cards, and the authors cite a concurrent credit-bureau study (Hollenbeck et al. 2024) finding worse credit health, bankruptcy and delinquency among lower-income households. (Sports betting household study (NBER)) - Commission-free brokers sell order flow to market makers, so retail trades still carry a hidden cost. (said by 2)
AI guess: Probably partly right · Study: Probably right
Zero-commission brokers are paid for order flow by wholesalers, and the true trading cost (12.3% average quoted spread on the weekly options retail prefers) is masked by zero commissions; indirect spread costs of $4.13bn dwarf $0.8bn of direct commissions. (Retail options study (Bryzgalova et al.)) - Exponential recruiting exhausts the population within a dozen or so cycles, so most MLM participants are structurally at the bottom (said by 2)
AI guess: Almost certainly right · Study: Leans partly right
In nearly every rank-based disclosure the vast majority of participants sit in the two or three lowest ranks (one example: 92.37% in the bottom rank averaging $41.69, top ranks fractions of a percent), confirming most are structurally at the bottom; the report does not test the exponential-exhaustion arithmetic. (FTC MLM income disclosure report 2024) - Speculative booms draw in young inexperienced traders who mistake the boom for insight. (said by 1)
AI guess: Probably partly right · Study: Leans right
A 1% rise in Bitcoin price is followed by about a 1% rise in daily active crypto-app users (causal per the Kazakhstan price-shock event study), 40% of users are men under 35 vs 26% of the population, and young men are 1.5-3x more price-sensitive than older men or women, consistent with feedback trading; the paper infers but does not measure that entrants mistake the boom for insight. (BIS crypto retail adoption paper) - Individual traders' losses are institutions' gains, because institutions provide liquidity to urgent uninformed orders (said by 1)
AI guess: Leans right · Study: Leans partly right
Retail options trades lost $1.14bn while $4.13bn of effective-spread costs became revenue for market makers and exchanges executing retail orders; the liquidity-provision mechanism is asserted rather than tested. (Retail options study (Bryzgalova et al.)) - Trading-education programs promising consistent market-beating profits are deceptive (said by 1)
AI guess: Leans right · Study: Leans partly right
Day trading for a living is shown to be virtually impossible, contrary to what brokerage specialists and course providers often claim; the finding falsifies the promise without establishing intent to deceive. (Brazil day-trader study (Chague et al.))
49 more where a study disagreed but was less confident, so the AI guess stands
- Making money is a learnable skill, not luck; a skilled person could rebuild wealth from nothing within a decade (said by 1)
AI guess: Leans wrong · Study: Leans partly right
In the model skill raises the odds but is far from sufficient: medium-high talent is often necessary, yet the most talented agents (T > 0.8) are the top performer in only 3% of runs and only about a third of highly talented agents end above their starting capital, contradicting the skill-not-luck framing; rebuilding wealth in a decade is not modelled. (Talent vs luck simulation) - Starting or joining a startup is the most reliable way to get rich by compressing a career's work into a few years. (said by 1)
AI guess: Leans wrong · Study: Leans partly right
Incorporated entrepreneurship offers fat-tailed upside (a 90th-percentile entrepreneur earns 30% more than his own earnings as a 90th-percentile employee) with bounded downside since those who quit return to salaried work at their old wage, but only ~0.8% of salaried workers incorporate a year, the gains concentrate in high-skill rule-breakers, and the paper measures hourly earnings, not getting rich; nothing supports 'most reliable'. (Who becomes an entrepreneur (Levine & Rubinstein)) - People selling courses about a money-making method earn more from the courses than from the method (said by 25)
AI guess: Very likely right · Study: Leans partly right
Over $7 million of consumer payments flowed through Empire's shell companies to the three founders, who falsely claimed to be 8-figure Amazon entrepreneurs; their documented income came from selling the opportunity. (FTC v. Automators complaint) - Advice from people who got rich quickly is survivorship bias, like reading out winning lottery numbers (said by 15)
AI guess: Probably right · Study: Leans partly right
Modelling result: because talent is judged a posteriori from reached success, the evaluation switches cause and effect and rates the luckiest as the most talented, which is the survivorship mechanism, though the paper does not address advice or speed of enrichment. (Talent vs luck simulation) - Genuinely passive income is rare and only becomes possible after years of active, unglamorous income (said by 6)
AI guess: Probably right · Study: Leans partly right
Automators sold 'completely passive' mailbox-money stores at $35,000-$65,000 and, per the FTC, most purchasers did not recoup their investment; supports that promised passive income rarely materialises, not the 'years of active income' mechanism. (FTC v. Automators complaint) - Guru income figures are revenue before ad and product costs, and screenshots can be edited (said by 6)
AI guess: Very likely right · Study: Leans partly right
Empire touted gross sales figures ('$50k in sales', '$200k in one month') while, per the FTC, clients with gross sales still lost significant sums after subtracting fees, Amazon fees, inventory, refunds, loan interest and operating costs; nothing on edited screenshots. (FTC v. Automators complaint) - Trading fewer, higher-quality setups beats frequent trading because fees and fatigue erode returns (said by 6)
AI guess: Very likely right · Study: Leans partly right
Fees turn a 7 bps gross daily loss into 23.9 bps net, showing transaction costs erode frequent traders' returns; fatigue and setup quality are not measured. (Taiwan day-trader study (Barber et al.)) - Leverage magnifies losses as much as gains, so debt taken at the wrong time can set you back years (said by 5)
AI guess: Leans right · Study: Leans partly right
In leveraged CFDs ESMA finds leverage increases possible losses as it increases possible profit, and for retail investors raises the probability of a larger loss more; the claim's debt-timing context is not covered. (ESMA CFD intervention 2018) - A guru's documented profits do not predict the results of students who copy the strategy (said by 4)
AI guess: Almost certainly right · Study: Leans partly right
Automators' own fine print concedes the founder's results are not typical because he is an experienced ecommerce seller and that it does not track customers' typical results; the FTC says its testimonials are atypical and most clients lose. (FTC v. Automators complaint) - Guru pitches push buyers to take on credit-card debt to pay for the course (said by 4)
AI guess: Very likely right · Study: Leans partly right
Empire had purchasers open business credit cards or loans for $15,000-$80,000 of working capital on top of the package fee, and many were left with credit-card debt they could not repay; the debt financed inventory rather than the course fee itself. (FTC v. Automators complaint) - Demeaning salaried jobs and college is a sales tactic; both generally improve financial outcomes (said by 4)
AI guess: Probably right · Study: Leans partly right
The highest-earning business owners are the best educated: 46% of incorporated self-employed hold a college degree versus 32% of salaried workers, while the unincorporated (who earn ~30% less than employees) are less educated than salaried workers, and entrepreneurs are drawn from the comparatively high-paid, high-educated salaried workers; consistent with college and salaried success improving outcomes, though the paper does not test the sales-tactic part. (Who becomes an entrepreneur (Levine & Rubinstein)) - Retail AI trading bots do not beat the market (said by 4)
AI guess: Leans right · Study: Leans partly right
The FTC alleged few consumers ever made money from DK Automation's schemes, which included its crypto trading bot; an enforcement allegation, not a performance measurement. (FTC DK Automation press release) - Crypto prices are driven by speculation and hype rather than underlying cash flows or fundamentals (said by 3)
AI guess: Probably right · Study: Leans partly right
Retail entry is driven by the Bitcoin price itself (safe-haven, distrust and macro explanations fall short) and a panel VAR shows a one-s.d. jump in app users lifts the Bitcoin price by about 6 points within a month, supporting a speculative feedback loop; the paper describes the system as self-referential but does not directly test cash-flow fundamentals. (BIS crypto retail adoption paper) - Dropshipping is a real business needing marketing and operations skills, not an easy money method (said by 3)
AI guess: Very likely right · Study: Leans partly right
Automators' coaching pitched dropshipping as risk-free because inventory is bought as needed; the FTC calls that deceptive given the routine store suspensions and terminations, supporting that it is not easy money. (FTC v. Automators complaint) - Affiliate commissions bias online reviews of courses toward positive ratings (said by 3)
AI guess: Very likely right · Study: Leans partly right
Empire paid an affiliate over $1.5 million in commissions to post sales results and tout his success on social media even though his own Empire-managed store was unprofitable and suspended; paid promotion, not reviews as such. (FTC v. Automators complaint) - Households that repeatedly chase get-rich-quick schemes end up with more debt rather than more wealth (said by 2)
AI guess: Probably right · Study: Leans partly right
In the sports-betting setting only: constrained households that gain betting access raise credit card balances, lose available credit, cut card payments and overdraw more, so they become more indebted rather than merely reallocating funds. (Sports betting household study (NBER)) - Commission-only sales pays for results not hours, so income is uncapped but can be zero for months (said by 2)
AI guess: Very likely right · Study: Leans partly right
In MLM commission-only selling, the share of participants receiving no payments at all exceeded 50% in 17 of the 27 disclosures that give the figure (range 3.6% to 90%), confirming that income can be zero; the uncapped upside is seen only in fractions of a percent. (FTC MLM income disclosure report 2024) - Traders who never withdraw gains watch paper fortunes evaporate (said by 2)
AI guess: Leans right · Study: Leans partly right
eToro retail investors do not rebalance out of crypto after price rises or falls, even in the top return quintile, and kept the same hold-through strategy after Bitcoin's 65% crash in early 2018; documents the not-taking-profits behaviour, not the resulting P&L. (eToro crypto retail study (Kogan et al.)) - Influencers are paid to promote trading and crypto schemes to their audiences without clear disclosure (said by 2)
AI guess: Leans right · Study: Leans partly right
An Empire affiliate was paid $1.5 million to promote the scheme on social media with false success claims; an ecommerce rather than trading or crypto scheme, and disclosure is not addressed. (FTC v. Automators complaint) - Course sellers do not track or publish what fraction of their students make money (said by 2)
AI guess: Leans right · Study: Leans partly right
The FTC alleges Automators does not track the results of its coaching clients while advertising specific student earnings; one documented instance of a general claim. (FTC v. Automators complaint) - There are no get-rich-quick schemes; whoever sells one is getting rich off the buyer (said by 1)
AI guess: Probably right · Study: Leans partly right
Nudge took over $400 million in revenue from 2014-2017 selling house-flipping training while more than 95% of attendees paid more than they netted; one scheme illustrating the seller profiting at buyers' expense. (FTC Nudge press release) - Entrepreneurship is often more of a prison than a 9-to-5 in its early years; the freedom narrative is oversold (said by 1)
AI guess: Probably right · Study: Leans partly right
Incorporated self-employed work about 340 more hours a year than comparable full-time, full-year salaried workers (144 more within-person after fixed effects) and the unincorporated also work more than they did as employees, so self-employment brings a material jump in hours rather than freedom; the paper does not single out the early years. (Who becomes an entrepreneur (Levine & Rubinstein)) - Prediction-market exchanges are structurally fairer than sportsbooks because the platform is not the counterparty and does not limit winners (said by 1)
AI guess: Probably right · Study: Leans partly right
Only the sportsbook half is supported: the paper notes sportsbooks limit or cut off winning bettors; it says nothing about prediction-market exchanges. (Sports betting household study (NBER)) - Anyone selling an AI trading bot is really selling a course, because a genuinely profitable bot would never be sold cheaply (said by 1)
AI guess: Very likely right · Study: Leans partly right
DK Automation charged thousands for a 'secret passive income crypto trading bot' said to generate profits while you sleep; the FTC alleged the earnings claims were deceptive, supporting that such bot sales are a pitch rather than a working edge. (FTC DK Automation press release) - Course and MLM sellers target stay-at-home mothers seeking flexible income. (said by 1)
AI guess: Probably right · Study: Leans partly right
Only 16% of participants were stay-at-home parents when they joined; 40% were full-time employees seeking extra income, 12% students and 11% part-timers, so stay-at-home mothers are one target group, not the main one (60% of participants were women). (AARP MLM survey 2018) - Quitting a job to trade costs lost wages and career progress on top of trading losses. (said by 1)
AI guess: Very likely right · Study: Leans partly right
Only 8 of 1,551 persistent day traders (0.5%) earned more than a bank teller's starting salary, so for nearly all, trading income would not replace the wage given up. (Brazil day-trader study (Chague et al.)) - Even a world-class return on a small account earns less than a salary, so trading a small account as a primary income is a mistake. (said by 1)
AI guess: Very likely right · Study: Leans partly right
99.5% of persistent day traders earned less than a bank teller; the top eight beat that wage only with daily profit standard deviations of US$632-3,308, and account size is not examined. (Brazil day-trader study (Chague et al.)) - Dropshipping and marketplace reselling is ordinary retail competing with giants on thin margins. (said by 1)
AI guess: Probably right · Study: Leans partly right
Empire's model bought items from other retailers after a sale and resold them on Amazon 'for a small profit taking advantage of the price difference'; confirms thin margins for this arbitrage-dropship variant only. (FTC v. Automators complaint) - Startup payoffs are so skewed that the mean is large but the median is roughly zero. (said by 1)
AI guess: Very likely right · Study: Leans partly right
Entrepreneur earnings are right-skewed: incorporated owners' mean residual hourly earnings are 48% above salaried workers versus 28% at the median (18% vs 6% within-person), but the median is clearly positive, not zero; the paper measures owners' hourly earnings, not startup equity payoffs. (Who becomes an entrepreneur (Levine & Rubinstein)) - Big upside always comes with a real possibility of loss; a job that feels safe cannot make you rich. (said by 1)
AI guess: Probably right · Study: Leans partly right
Incorporated self-employment has fat tails both ways (the 10th-percentile incorporated earns 10% less than his own earnings as a bottom-decile employee, the 90th-percentile 30% more), but the downside is bounded because failed entrepreneurs return to salaried work at essentially their old wage; the paper does not test whether a salaried job can make one rich. (Who becomes an entrepreneur (Levine & Rubinstein)) - Crypto positions can go to zero; it is a high-risk market where the upside does not come without the downside (said by 1)
AI guess: Very likely right · Study: Leans partly right
Multiple boom-bust cycles left a simulated median retail entrant down 48% and 75-81% of users with losses, while a few made large gains; demonstrates severe downside, not positions going to zero. (BIS crypto retail adoption paper) - MLM product margins are too thin for a distributor to build a large business on them (said by 1)
AI guess: Probably partly right · Study: Leans right
Taylor notes MLM front-line distributors get usually under 10% commission on product sales versus 20-50% in ordinary direct sales, so recruiting a downline is vital to any significant income. (Taylor, The Case against MLM) - MLM compensation plans are deliberately convoluted, obscuring how money is actually made (said by 1)
AI guess: Probably partly right · Study: Leans right
Taylor states the income distribution has been obfuscated by complex compensation plans that are difficult to compare, and that company earnings statistics are laden with obfuscation apparently to avoid revealing the odds; intent is his inference. (Taylor, The Case against MLM) - MLM buyback policies for unsold inventory are partial or require the distributor to resign (said by 1)
AI guess: Probably right · Study: Leans partly right
One quoted disclosure refunds the initial order 100% only if the distributor resigns within 30 days and later orders at 90% only on resignation within a year with unopened product; a single example, but it matches the pattern claimed. (FTC MLM income disclosure report 2024) - Regulators rarely bring pyramid-scheme cases against MLMs because the industry is opaque and politically connected (said by 1)
AI guess: Very likely right · Study: Leans partly right
Taylor reports the FTC admitted prosecuting only 14 MLM companies in ten years and that the DSA lobby got MLM exempted from the Business Opportunity Rule; he also attributes the inaction to victims seldom filing complaints rather than only opacity and political connections. (Taylor, The Case against MLM) - Successful people cannot see their own luck and retroactively construct a merit narrative (said by 1)
AI guess: Leans partly right · Study: Leans right
Introduction summarises Taleb, Frank and Watts: luck's role is almost always underestimated by successful people because randomness is subtle and narratives of inevitable success are easy to construct (narrative fallacy, hindsight bias); literature review, not a result of the paper. (Talent vs luck simulation) - NFT flipping and crypto trading lose money for most participants (said by 1)
AI guess: Very likely right · Study: Leans partly right
Simulation from app-download timing finds 75-81% of retail crypto users likely lost money (median -48% on $900 invested) with only a few making large gains; supports the crypto half of the claim, says nothing about NFT flipping. (BIS crypto retail adoption paper) - Retail arbitrage and wholesale on Amazon are low-margin, labor-intensive and get cut out by suppliers (said by 1)
AI guess: Probably right · Study: Leans partly right
The complaint describes online arbitrage as reselling for a small profit on the price difference, and the stores were mostly suspended; nothing on suppliers cutting sellers out. (FTC v. Automators complaint) - Chasing losses emotionally is exactly what betting platforms profit from (said by 1)
AI guess: Leans right · Study: Leans partly right
Deposits grow substantially over time and the authors attribute part of that growth to addiction and increased tolerance for losses, but loss-chasing itself is not measured. (Sports betting household study (NBER)) - Gambling addiction is a strong predictor of financial ruin (said by 1)
AI guess: Leans right · Study: Leans partly right
Betting access causes more overdrafts, more credit card debt and overextended borrowers among constrained households, and the authors argue these effects will not self-correct because betting is addictive; addiction is not measured directly and outcomes fall short of ruin. (Sports betting household study (NBER)) - Individual investors buy attention-grabbing stocks, which then underperform (said by 1)
AI guess: Leans right · Study: Leans partly right
Retail options share is higher on smaller, higher-volume underlyings, consistent with retail participation in attention-grabbing securities; subsequent underperformance is not examined. (Retail options study (Bryzgalova et al.)) - Published average day-trader salaries ignore the failure rate and overstate what a typical entrant earns (said by 1)
AI guess: Leans right · Study: Leans partly right
The full distribution shows the median persistent trader loses US$23 a day and only 0.5% exceed a bank teller's wage, so any average describing earners overstates the typical entrant; published salary figures themselves are not examined. (Brazil day-trader study (Chague et al.)) - Income-scheme promoters target people under financial stress (said by 1)
AI guess: Leans right · Study: Leans partly right
56% of participants earned under $35,000 when they joined and 14% had been in significant debt, 9% had lost a job and 13% had moved in the prior six months, but 42% reported no negative life event; shows low-income recruits, not deliberate targeting. (AARP MLM survey 2018) - The true odds of sports bets are opaque, unlike lotteries and slots, so bettors cannot judge their expected loss (said by 1)
AI guess: Leans right · Study: Leans partly right
The conclusion recommends price transparency for complex bets that consumers find difficult to value accurately, supporting opacity for such bets, but the contrast with lotteries and slots is not examined. (Sports betting household study (NBER)) - Predicting short-term stock market moves is not a learnable expertise because markets lack regular feedback (said by 1)
AI guess: Probably right · Study: Leans partly right
Persistent day traders show no improvement with experience in panel regressions, consistent with short-term trading not being learnable; the feedback mechanism is not tested. (Brazil day-trader study (Chague et al.)) - Nobody gets rich from a month of day trading (said by 1)
AI guess: Almost certainly right · Study: Leans partly right
Only 15.5% of those who day traded 2-50 days ended with any positive net profit, and even the best long-run trader averaged US$310 a day; wealth after one month is not measured directly. (Brazil day-trader study (Chague et al.)) - Investors accept low expected returns on lottery-like assets because of the small chance of a huge payoff (said by 1)
AI guess: Very likely right · Study: Leans partly right
Crypto adoption responds less to price rises in more risk-averse countries and UK survey evidence cites 'a gamble that could make or lose money' as a main reason for buying, consistent with lottery-style motives, but expected returns are not measured. (BIS crypto retail adoption paper) - Copying the habits of successful people does not work because the unsuccessful share the same habits (said by 1)
AI guess: Very likely right · Study: Leans partly right
Model: the talent of the most successful agent across 10000 runs is Gaussian with mean 0.667 and sd 0.09, barely above the population mean of 0.6, so top performers are not distinguished by their traits but by luck; habits are not modelled. (Talent vs luck simulation) - The typical side hustle earns a few hundred dollars a month, far below the headline average (said by 1)
AI guess: Very likely right · Study: Leans partly right
For MLM specifically the typical participant earns far less than a few hundred a month: the vast majority received $1,000 or less per year (under $84/month) before expenses; MLM is one side-hustle type, so this narrows rather than tests the general claim. (FTC MLM income disclosure report 2024)