Story ideas: Get rich quick

Central conclusion Most retail day traders lose money

qualified qualify review qualified (qualify): 2 supporting (2 independent, strongest 0.7), 1 qualifying.

ESMA CFD intervention 2018: EU 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. [partial: retail CFD accounts are leveraged short-term speculation, overlapping with but not the same as day trading]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Supports Brazil day-trader study (Chague et al.) right 70%, direct 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.
• Supports Taiwan day-trader study (Barber et al.) right 70%, direct 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.

• Qualifies ESMA CFD intervention 2018 partly 50%, partial (reviewed) 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.Applicability: retail CFD accounts are leveraged short-term speculation, overlapping with but not the same as day trading

Finding 1 (evidence) Most retail day traders lose money

qualified qualify review qualified (qualify): 2 supporting (2 independent, strongest 0.7), 1 qualifying.

ESMA CFD intervention 2018: EU 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. [partial: retail CFD accounts are leveraged short-term speculation, overlapping with but not the same as day trading]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Supports Brazil day-trader study (Chague et al.) right 70%, direct 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.
• Supports Taiwan day-trader study (Barber et al.) right 70%, direct 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.

• Qualifies ESMA CFD intervention 2018 partly 50%, partial (reviewed) 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.Applicability: retail CFD accounts are leveraged short-term speculation, overlapping with but not the same as day trading

Finding 2 (evidence) A disciplined, proven strategy lets a retail day trader become consistently profitable

qualified qualify review qualified (qualify): no direct support, 2 qualifying.

Taiwan day-trader study (Barber et al.): Profitable 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.

Brazil day-trader study (Chague et al.): Only 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.

"consistently" is stronger than the evidence (strongest support 0).

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies Taiwan day-trader study (Barber et al.) partly 50%, direct 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.
• Qualifies Brazil day-trader study (Chague et al.) partly 50%, direct 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.

Finding 3 (evidence) Retail day traders have no edge trading large-cap stocks against high-frequency algorithms.

qualified qualify review qualified (qualify): no direct support, 1 qualifying.

Brazil day-trader study (Chague et al.): 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. [partial: measured in index futures, not large-cap stocks; the HFT mechanism is the same but the venue differs]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies Brazil day-trader study (Chague et al.) right 50%, partial (reviewed) 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.Applicability: measured in index futures, not large-cap stocks; the HFT mechanism is the same but the venue differs

Finding 4 (evidence) Trading fewer, higher-quality setups beats frequent trading because fees and fatigue erode returns

qualified qualify review qualified (qualify): no direct support, 2 qualifying.

Brazil day-trader study (Chague et al.): The 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. [partial: the verdict note limits its own scope ("though")]

Taiwan day-trader study (Barber et al.): 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.

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies Brazil day-trader study (Chague et al.) partly 40%, partial 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.Applicability: the verdict note limits its own scope ("though")
• Qualifies Taiwan day-trader study (Barber et al.) partly 40%, direct 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.

Central conclusion Most MLM participants earn little or nothing and a substantial share lose money

supported approved supported (approved): 4 supporting (3 independent, strongest 0.65).

• Supports AARP MLM survey 2018 right 65%, direct (reviewed) 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.
• Supports FTC MLM income disclosure report 2024 right 50%, direct 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.
• Supports Taylor, The Case against MLM right 55%, direct 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.
• Supports FTC MLM report summary right 40%, direct 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.

Finding 1 (evidence) Most MLM participants earn little or nothing and a substantial share lose money

supported approved supported (approved): 4 supporting (3 independent, strongest 0.65).

• Supports AARP MLM survey 2018 right 65%, direct (reviewed) 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.
• Supports FTC MLM income disclosure report 2024 right 50%, direct 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.
• Supports Taylor, The Case against MLM right 55%, direct 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.
• Supports FTC MLM report summary right 40%, direct 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.

Finding 2 (evidence) MLM income comes mainly from recruiting and leading a downline, not from selling product to retail customers

qualified qualify review qualified (qualify): 1 supporting (1 independent, strongest 0.5), 1 qualifying.

FTC MLM income disclosure report 2024: The 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.

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Supports Taylor, The Case against MLM right 50%, direct 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.

• Qualifies FTC MLM income disclosure report 2024 partly 30%, direct 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.

Finding 3 (evidence) Recruiting a downline gives MLM participants leverage and scalable income

qualified qualify review qualified (qualify): no direct support, 3 qualifying.

FTC MLM income disclosure report 2024: 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.

Taylor, The Case against MLM: Taylor 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.

AARP MLM survey 2018: 23% 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.

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies FTC MLM income disclosure report 2024 partly 50%, direct 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.
• Qualifies Taylor, The Case against MLM partly 45%, direct 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.
• Qualifies AARP MLM survey 2018 partly 40%, direct 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.

Finding 4 (evidence) Exponential recruiting exhausts the population within a dozen or so cycles, so most MLM participants are structurally at the bottom

qualified qualify review qualified (qualify): no direct support, 3 qualifying.

FTC MLM income disclosure report 2024: 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.

Taylor, The Case against MLM: Taylor 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.

AARP MLM survey 2018: Among 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. [partial: the verdict note limits its own scope ("self-reported")]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies FTC MLM income disclosure report 2024 partly 50%, direct 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.
• Qualifies Taylor, The Case against MLM partly 40%, direct 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.
• Qualifies AARP MLM survey 2018 partly 30%, partial 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.Applicability: the verdict note limits its own scope ("self-reported")

Central conclusion Commission-free brokers sell order flow to market makers, so retail trades still carry a hidden cost.

supported approved supported (approved): 1 supporting (1 independent, strongest 0.65).

• Supports Retail options study (Bryzgalova et al.) right 65%, direct (reviewed) 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.

Finding 1 (evidence) Commission-free brokers sell order flow to market makers, so retail trades still carry a hidden cost.

supported approved supported (approved): 1 supporting (1 independent, strongest 0.65).

• Supports Retail options study (Bryzgalova et al.) right 65%, direct (reviewed) 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.

Finding 2 (evidence) Options have wider spreads and higher trading costs than stocks

supported approved supported (approved): 1 supporting (1 independent, strongest 0.7).

• Supports Retail options study (Bryzgalova et al.) right 70%, direct 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.

Finding 3 (evidence) Commission-free brokerage increased retail trading frequency and volume.

qualified qualify review qualified (qualify): 2 supporting (2 independent, strongest 0.5), 1 qualifying.

eToro crypto retail study (Kogan et al.): After 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. [partial: the verdict note limits its own scope ("narrow")]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Supports Retail options study (Bryzgalova et al.) right 50%, direct 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).
• Supports Brazil day-trader study (Chague et al.) right 40%, direct 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.

• Qualifies eToro crypto retail study (Kogan et al.) wrong 25%, partial 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.Applicability: the verdict note limits its own scope ("narrow")

Central conclusion Most new businesses, including online stores, fail within a few years

qualified qualify review qualified (qualify): no direct support, 2 qualifying.

BLS business survival table: 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.

Taylor, The Case against MLM: Taylor 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. [partial: second-hand SBA and NFIB figures for small businesses generally; nothing on online stores]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies BLS business survival table partly 60%, direct (reviewed) 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.
• Qualifies Taylor, The Case against MLM right 45%, partial (reviewed) 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.Applicability: second-hand SBA and NFIB figures for small businesses generally; nothing on online stores

Finding 1 (evidence) Most new businesses, including online stores, fail within a few years

qualified qualify review qualified (qualify): no direct support, 2 qualifying.

BLS business survival table: 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.

Taylor, The Case against MLM: Taylor 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. [partial: second-hand SBA and NFIB figures for small businesses generally; nothing on online stores]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies BLS business survival table partly 60%, direct (reviewed) 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.
• Qualifies Taylor, The Case against MLM right 45%, partial (reviewed) 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.Applicability: second-hand SBA and NFIB figures for small businesses generally; nothing on online stores

Central conclusion Free seminars exist to upsell attendees into far more expensive seminars

supported approved supported (approved): 1 supporting (1 independent, strongest 0.55).

• Supports FTC Nudge press release right 55%, direct 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.

Finding 1 (evidence) People selling courses about a money-making method earn more from the courses than from the method

qualified qualify review qualified (qualify): no direct support, 1 qualifying.

FTC v. Automators complaint: 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. [partial: one firm's founders, per an FTC complaint, earned from selling the opportunity; it is an instance of the pattern, not a measure of course sellers generally]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies FTC v. Automators complaint partly 30%, partial (reviewed) 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.Applicability: one firm's founders, per an FTC complaint, earned from selling the opportunity; it is an instance of the pattern, not a measure of course sellers generally

Finding 2 (evidence) The typical buyer of a passive-income course ends up net negative: out the course fee plus outsourcing costs, with no income

qualified qualify review qualified (qualify): no direct support, 1 qualifying.

FTC v. Automators complaint: For 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. [partial: the verdict note limits its own scope ("though")]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies FTC v. Automators complaint partly 45%, partial 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.Applicability: the verdict note limits its own scope ("though")

Finding 3 (evidence) Guru income figures are revenue before ad and product costs, and screenshots can be edited

qualified qualify review qualified (qualify): no direct support, 2 qualifying.

FTC v. Automators complaint: 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 MLM income disclosure report 2024: For 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. [partial: the verdict note limits its own scope ("only in")]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies FTC v. Automators complaint partly 45%, direct 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.
• Qualifies FTC MLM income disclosure report 2024 partly 30%, partial 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.Applicability: the verdict note limits its own scope ("only in")

Finding 4 (evidence) A guru's documented profits do not predict the results of students who copy the strategy

qualified qualify review qualified (qualify): no direct support, 1 qualifying.

FTC v. Automators complaint: 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.

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies FTC v. Automators complaint partly 35%, direct 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.

Finding 5 (evidence) Guru pitches push buyers to take on credit-card debt to pay for the course

qualified qualify review qualified (qualify): no direct support, 1 qualifying.

FTC v. Automators complaint: 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. [partial: the verdict note limits its own scope ("rather than")]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies FTC v. Automators complaint partly 45%, partial 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.Applicability: the verdict note limits its own scope ("rather than")

Finding 6 (evidence) Free seminars exist to upsell attendees into far more expensive seminars

supported approved supported (approved): 1 supporting (1 independent, strongest 0.55).

• Supports FTC Nudge press release right 55%, direct 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.

Central conclusion Contrary to the sources that repeat it, the evidence does not support "Network marketing success is a learnable skill rather than luck"

supported qualify review supported (qualify): 1 supporting (1 independent, strongest 0.4), 1 context only.

Context only, Talent vs luck simulation (partly): a generic agent-based simulation of talent versus luck, not a study of network marketing.

Suggestion: The strongest support is weak (0.4); say "one study suggests" or find stronger evidence.

• Supports Taylor, The Case against MLM wrong 40%, direct 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.

• Context Talent vs luck simulation partly 30%, contextual (reviewed) 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.Applicability: a generic agent-based simulation of talent versus luck, not a study of network marketing

• Other FTC MLM income disclosure report 2024 unknown, direct 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.

Finding 1 (evidence) The evidence does not support "Network marketing success is a learnable skill rather than luck"

supported qualify review supported (qualify): 1 supporting (1 independent, strongest 0.4), 1 context only.

Context only, Talent vs luck simulation (partly): a generic agent-based simulation of talent versus luck, not a study of network marketing.

Suggestion: The strongest support is weak (0.4); say "one study suggests" or find stronger evidence.

• Supports Taylor, The Case against MLM wrong 40%, direct 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.

• Context Talent vs luck simulation partly 30%, contextual (reviewed) 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.Applicability: a generic agent-based simulation of talent versus luck, not a study of network marketing

• Other FTC MLM income disclosure report 2024 unknown, direct 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.

Central conclusion The evidence does not support "Leverage lets a small account take large positions while keeping the dollar amount at risk fixed"

supported approved supported (approved): 1 supporting (1 independent, strongest 0.5).

• Supports ESMA CFD intervention 2018 wrong 50%, direct 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.

Finding 1 (evidence) The evidence does not support "Leverage lets a small account take large positions while keeping the dollar amount at risk fixed"

supported approved supported (approved): 1 supporting (1 independent, strongest 0.5).

• Supports ESMA CFD intervention 2018 wrong 50%, direct 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.

Central conclusion Demeaning salaried jobs and college is a sales tactic; both generally improve financial outcomes

qualified qualify review qualified (qualify): no direct support, 1 qualifying.

Who becomes an entrepreneur (Levine & Rubinstein): 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. [partial: the verdict note limits its own scope ("though")]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies Who becomes an entrepreneur (Levine & Rubinstein) partly 35%, partial 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.Applicability: the verdict note limits its own scope ("though")

Finding 1 (evidence) Demeaning salaried jobs and college is a sales tactic; both generally improve financial outcomes

qualified qualify review qualified (qualify): no direct support, 1 qualifying.

Who becomes an entrepreneur (Levine & Rubinstein): 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. [partial: the verdict note limits its own scope ("though")]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies Who becomes an entrepreneur (Levine & Rubinstein) partly 35%, partial 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.Applicability: the verdict note limits its own scope ("though")

Central conclusion Contrary to the sources that repeat it, the evidence does not support "Beginners with no experience can make real money with AI side hustles because the tools do the hard part"

unverified blocked unverified (blocked): no direct support, 1 context only.

The studies on this claim are context only: none decides the sentence as worded.

Context only, FTC v. Automators complaint (wrong): allegations about buyers of one firm's 'AI' stores; it cannot rule out beginners earning from other AI side hustles.

Suggestion: Reframe from "can" to what the base rate shows ("most do not"), which the evidence does decide.

• Context FTC v. Automators complaint wrong 35%, contextual (reviewed) 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.Applicability: allegations about buyers of one firm's 'AI' stores; it cannot rule out beginners earning from other AI side hustles

Finding 1 (evidence) The evidence does not support "Beginners with no experience can make real money with AI side hustles because the tools do the hard part"

unverified blocked unverified (blocked): no direct support, 1 context only.

The studies on this claim are context only: none decides the sentence as worded.

Context only, FTC v. Automators complaint (wrong): allegations about buyers of one firm's 'AI' stores; it cannot rule out beginners earning from other AI side hustles.

Suggestion: Reframe from "can" to what the base rate shows ("most do not"), which the evidence does decide.

• Context FTC v. Automators complaint wrong 35%, contextual (reviewed) 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.Applicability: allegations about buyers of one firm's 'AI' stores; it cannot rule out beginners earning from other AI side hustles

Central conclusion Advice from people who got rich quickly is survivorship bias, like reading out winning lottery numbers

unverified blocked unverified (blocked): no direct support, 1 context only.

The studies on this claim are context only: none decides the sentence as worded.

Context only, Talent vs luck simulation (partly): models why the luckiest look the most talented; it says nothing about advice from people who got rich quickly.

• Context Talent vs luck simulation partly 30%, contextual (reviewed) 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.Applicability: models why the luckiest look the most talented; it says nothing about advice from people who got rich quickly

Finding 1 (evidence) Advice from people who got rich quickly is survivorship bias, like reading out winning lottery numbers

unverified blocked unverified (blocked): no direct support, 1 context only.

The studies on this claim are context only: none decides the sentence as worded.

Context only, Talent vs luck simulation (partly): models why the luckiest look the most talented; it says nothing about advice from people who got rich quickly.

• Context Talent vs luck simulation partly 30%, contextual (reviewed) 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.Applicability: models why the luckiest look the most talented; it says nothing about advice from people who got rich quickly

Finding 2 (evidence) Outsized financial success depends heavily on luck, which observers systematically underestimate.

qualified qualify review qualified (qualify): no direct support, 1 qualifying.

Talent vs luck simulation: Agent-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. [partial: a toy agent-based model, not data on real fortunes; it supports the mechanism, not the measured share of luck]

Suggestion: Add the qualification: the evidence supports a narrower or weaker statement.

• Qualifies Talent vs luck simulation right 40%, partial (reviewed) 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.Applicability: a toy agent-based model, not data on real fortunes; it supports the mechanism, not the measured share of luck

Central conclusion Contrary to the sources that repeat it, the evidence does not support "An experienced day trader can multiply a small account many times over within a month by trading momentum stocks"

unverified blocked unverified (blocked): no direct support, 1 context only.

The studies on this claim are context only: none decides the sentence as worded.

Context only, Brazil day-trader study (Chague et al.) (wrong): a base rate for Brazilian index-futures day traders cannot rule out one momentum-stock trader multiplying an account in a month; it shows how rare large gains were in that population.

Suggestion: Reframe from "can" to what the base rate shows ("most do not"), which the evidence does decide.

• Context Brazil day-trader study (Chague et al.) wrong 50%, contextual (reviewed) 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.Applicability: a base rate for Brazilian index-futures day traders cannot rule out one momentum-stock trader multiplying an account in a month; it shows how rare large gains were in that population

Finding 1 (evidence) The evidence does not support "An experienced day trader can multiply a small account many times over within a month by trading momentum stocks"

unverified blocked unverified (blocked): no direct support, 1 context only.

The studies on this claim are context only: none decides the sentence as worded.

Context only, Brazil day-trader study (Chague et al.) (wrong): a base rate for Brazilian index-futures day traders cannot rule out one momentum-stock trader multiplying an account in a month; it shows how rare large gains were in that population.

Suggestion: Reframe from "can" to what the base rate shows ("most do not"), which the evidence does decide.

• Context Brazil day-trader study (Chague et al.) wrong 50%, contextual (reviewed) 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.Applicability: a base rate for Brazilian index-futures day traders cannot rule out one momentum-stock trader multiplying an account in a month; it shows how rare large gains were in that population

Central conclusion 7 sources claim "Dropshipping needs no upfront inventory because the customer pays before the seller orders from the supplier"; no study in the corpus has checked it.

supported approved supported (approved): no direct support, 7 source statements.

Reports what the sources said, not whether it is true.

• Other Is Dropshipping Worth It in 2026? What to Know sourceYou can test whether customers respond to a product before committing to a large inventory order.
• Other 6 Things That Dropshipping Gurus Do Not Tell You As Beginner sourceyou can sell a product one by one without needing to go to a bulk supplier
• Other Making Money Online is Easy, Actually (Just Copy Me) sourceThis means you don't have to touch inventory, package anything, or deal with supply negotiations.
• Other Is Dropshipping Worth It in 2026? - Shopify sourcedropshippers don’t have to buy any inventory upfront
• Other The UGLY Truth About Dropshipping That No Guru Will Tell You sourceyou can list many products online just to see what sells
• Other How I Made $32,000 in 30 Days Dropshipping With NO MONEY sourceall that you need is just a laptop and Wi-Fi to get started
• Other How to Actually Start Shopify Dropshipping in 2026 sourceYou're just a middleman with a storefront where the money comes in before money goes out.

Finding 1 (belief) 7 sources claim "Dropshipping needs no upfront inventory because the customer pays before the seller orders from the supplier"; no study in the corpus has checked it.

supported approved supported (approved): no direct support, 7 source statements.

Reports what the sources said, not whether it is true.

• Other Is Dropshipping Worth It in 2026? What to Know sourceYou can test whether customers respond to a product before committing to a large inventory order.
• Other 6 Things That Dropshipping Gurus Do Not Tell You As Beginner sourceyou can sell a product one by one without needing to go to a bulk supplier
• Other Making Money Online is Easy, Actually (Just Copy Me) sourceThis means you don't have to touch inventory, package anything, or deal with supply negotiations.
• Other Is Dropshipping Worth It in 2026? - Shopify sourcedropshippers don’t have to buy any inventory upfront
• Other The UGLY Truth About Dropshipping That No Guru Will Tell You sourceyou can list many products online just to see what sells
• Other How I Made $32,000 in 30 Days Dropshipping With NO MONEY sourceall that you need is just a laptop and Wi-Fi to get started
• Other How to Actually Start Shopify Dropshipping in 2026 sourceYou're just a middleman with a storefront where the money comes in before money goes out.

Finding 2 (belief) 6 sources claim "Paid-traffic dropshipping margins collapse as ad costs rise and competitors copy the product"; no study in the corpus has checked it.

supported approved supported (approved): no direct support, 6 source statements.

Reports what the sources said, not whether it is true.

• Other Dropshipping Quietly Died - Here's What Replaced It In 2026 sourcehoping the ad works before the charge backs and the returns eat what's left of the margin
• Other I Tested 5 Claude AI Side Hustles — Only These Actually Made Money sourceThen Meta jacked up the CPMs. Other people started copying me, selling the exact same products, and it became a race to the bottom.
• Other I Tried Shopify Dropshipping For 7 Days (Realistic Results) sourceI also ended up spending around $150 on meta ads
• Other Is Dropshipping Worth It in 2026? - Shopify sourceDropshipping margins are often thinner than they look at first glance.
• Other Is Dropshipping Worth It in 2026? (An Honest Assessment) | Side Hustle School sourceyou can easily spend more on ads than you make in profit
• Other Full Guide to Start Ai Dropshipping in 2026 (MASTER CLASS) sourceI know people who have spent thousands of dollars on ads and have made absolutely nothing.

Finding 3 (belief) 10 sources claim "Low-effort arbitrage pays only for early movers; once a method is widely taught, competition crowds out the returns"; no study in the corpus has checked it.

supported approved supported (approved): no direct support, 10 source statements.

Reports what the sources said, not whether it is true.

• Other The Creator Economy Is a Scam sourceyou were very very much like first line and you probably got like you reaped the benefits of like a new world
• Other The Passive Income Scam sourceyou can bet that there will be thousands of others doing the exact same thing possibly with the exact same product
• Other Contrepreneurs: The Mikkelsen Twins sourcethere was a narrow window of time where Audible’s gates were wide open, but there wasn’t a lot of competition yet
• Other 5 Proven Ways To Make Money With AI (No Experience) sourcewhen everyone can do the same thing, people start competing on price. And normally, that's a race to the bottom
• Other The Truth About "Trading Gurus" From a Hedge Fund Manager sourceif there was something easy out there someone else would grab it
• Other How I make $10,000 a month as a STUDENT (and how you can too) 💸 sourceit's already too late because everyone's doing it. So, your chances of success are slim to none.
• Other How to Make Wealth sourceIf starting a startup were easy, everyone would do it.
• Other The Best AI Side Hustles To Start In 2026 (No Skills) sourcethe market gets flooded with people offering the same copypaste BS
• Other The UGLY Truth About Dropshipping That No Guru Will Tell You sourceyou will face pricing pressure from other competing retailers offering the exact same goods
• Other Why Iman Gadzhi Never Made Anyone Rich sourceHis own students are competing against each other using the exact same scripts, the exact same tactics, the exact same pitch.

Finding 4 (belief) 2 sources claim "Anyone who stays consistent will reach a thousand dollars a day from YouTube automation"; no study in the corpus has checked it.

supported approved supported (approved): no direct support, 2 source statements.

Reports what the sources said, not whether it is true.

• Other F*ck it. Zero to $1,000/Day With Faceless YouTube Automation (Just Copy Me) sourceas long as you stay consistent, you will go easily from zero to a thousand dollars a day
• Other How To Start A YouTube Automation Business in 10 Minutes sourceif 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

Finding 5 (belief) 6 sources claim "Most new YouTube channels earn nothing for months and most starters quit before growth arrives"; no study in the corpus has checked it.

supported approved review supported (approved): no direct support, 6 source statements.

Reports what the sources said, not whether it is true.

Wording differs from the canonical claim; confirm the cited passages support this exact sentence.

• Other How To Start a Faceless YouTube Channel That Makes Money in 2026 (Beginner Tutorial) sourceMost 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.
• Other I Tried Faceless YouTube Automation for 30 Days Realistic Results sourceI made $94 in 30 hours of work. That's about $3 per hour.
• Other How I make $10,000 a month as a STUDENT (and how you can too) 💸 sourceIt's a really long game and the money isn't even guaranteed.
• Other I tried Faceless YouTube Automation for 200 days sourcewe've spent upwards of 7 to 10K and made back less than a fifth of that
• Other The Best AI Side Hustles To Start In 2026 (No Skills) sourceit's very slow to monetize and most people quit before they make any money here
• Other How To Start A YouTube Automation Business in 10 Minutes sourcemost people fail when it comes to this type of business for three reasons the first is from burnout