Every factual sentence carries assertions checked against the recorded evidence: references must resolve, figures and quotations must be in the cited passage, arithmetic must reproduce, and an independent reviewer must approve the wording. Automated validation says whether the narration is ready for human editorial review; it does not establish truth.
Open a sentence to see its assertions, their status and the passages behind them. Sentences without a marker make no factual claim.
verified s01.a Riley Coleman's video on growing a small futures account says it is about "showing you what's possible if you follow a disciplined, consistent strategy".
supported (approved): no direct support, 2 qualifying, 1 source statement.
info wording: Wording differs from the canonical claim; the reviewer confirms the passages entail it.
verified s04.a Ross Cameron tells beginners to "learn a strategy that is proven profitable by someone else even if there's no guarantee it'll work for you".
supported (approved): no direct support, 2 qualifying, 1 source statement.
info wording: Wording differs from the canonical claim; the reviewer confirms the passages entail it.
verified s05.a RP Profits says "The strategy is real. The math is real, and there's people using it right now to make money."
supported (approved): no direct support, 2 qualifying, 1 source statement.
info wording: Wording differs from the canonical claim; the reviewer confirms the passages entail it.
verified s06.a The Warrior Trading blog says "Trading is risky, and most day traders lose money."
supported (approved): no direct support, 1 qualifying, 1 source statement.
info wording: Wording differs from the canonical claim; the reviewer confirms the passages entail it.
verified s08.a The Brazil study observes individuals who began to day trade between 2013 and 2015 in the Brazilian equity futures market.
qualified (qualify): 1 supporting (1 independent, strongest 0.7), 1 qualifying.
warning needs-qualification: 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] Add the qualification: the evidence supports a narrower…
verified s08.b The Brazil day-trader study computed the net profit of each new day trader, grouped by the number of days they day traded.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s09.a In the Brazil study, 29.8% of those who day traded for one day obtained a positive net profit, and the proportion of successful day traders decreases monotonically with the number of days traded.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s10.a The Brazil study's authors liken the falling proportion of successful day traders to casino roulette, where the proportion of successful players decreases with the number of rounds played.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s11.a In the Brazil study, 97% of the 1,551 individuals who day traded for more than 300 days lost money net of exchange and brokerage fees.
qualified (qualify): 1 supporting (1 independent, strongest 0.7), 1 qualifying.
warning needs-qualification: 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] Add the qualification: the evidence supports a narrower…
verified s11.b Only 47 of the 1,551 persistent day traders in the Brazil study profited net of fees.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s12.a Only 17 of the 1,551 earned more than the Brazilian minimum wage, and the individual who earned the most earned US$310 per day on average.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s13.a The individuals in the Brazil study who earned more than a bank teller's initial salary did so with great volatility; the standard deviation of their daily profit ranged from US$632 to US$3,308.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s15.a The Brazil study finds no evidence of learning among persistent day traders.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s27.a In the Taiwan study of individual investors who day traded from 1992 to 2006, the vast majority of day traders are unprofitable.
qualified (qualify): 1 supporting (1 independent, strongest 0.7), 1 qualifying.
warning needs-qualification: 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] Add the qualification: the evidence supports a narrower…
warning missing-qualification (review): The 7 and 23.9 basis points are abnormal returns: the intercept of a regression against a value-weighted Taiwan market index (barber-odean L452-L458), weighted by the money invested. "They lost 7 basis points a day" reads as a raw loss on their accounts; it is a shortfall relative to simply holding the market.
verified s16.a In the Taiwan study, day traders lose 7 basis points a day on average before costs, and trading costs more than triple the losses to 23.9 basis points per day.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s18.a In the Taiwan study, profitable traders with more than 40 days of day trading experience in the last year earn more than enough to cover their transaction costs.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s19.a In the Taiwan study, predictably profitable traders constitute less than 3% of all day traders on an average day.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. "all" is stronger than the evidence (strongest support 0). Add the qualification: the evidence supports a narrower or weaker statement.
warning overgeneralization (review): In context Cameron explains why his own accuracy fell when he traded large caps against HFT algorithms; he is not explaining why the traders in the Brazil and Taiwan studies lost. "Names one reason the rest struggle" gives his remark a scope it does not have.
verified s20.a Ross Cameron says "when you trade against the high frequency trading algorithms, trading large caps, you really don't have a good edge".
supported (approved): no direct support, 1 qualifying, 1 source statement.
info wording: Wording differs from the canonical claim; the reviewer confirms the passages entail it.
verified s21.a In the Brazil study, individuals' average loss is 19% higher when the fraction of deals by high-frequency traders increases by 10%.
qualified (qualify): no direct support, 1 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
info needs-human (review): "So yes:" answers the title question (do most lose), but the viewer last heard s02, which asks "how many ... actually end up ahead?"; a yes does not answer a how-many question.
verified s22.a In the Brazil study 97% of those who day traded more than 300 days lost money net of fees, and the share with a positive net profit fell with the number of days traded.
qualified (qualify): 1 supporting (1 independent, strongest 0.7), 3 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
verified s22.b In the Taiwan study the vast majority of day traders are unprofitable.
qualified (qualify): 1 supporting (1 independent, strongest 0.7), 1 qualifying.
warning needs-qualification: 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] Add the qualification: the evidence supports a narrower…
verified s23.a In the Taiwan study an extensive history of profitability is a strong predictor of future profitability, but very few traders are predictably profitable.
qualified (qualify): no direct support, 2 qualifying.
warning needs-qualification: 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. Add the qualification: the evidence supports a narrower or weaker statement.
24 scenes, 4:24 at 150 words per minute including pauses. Narration is copied from the script; every chart value and on-screen citation is checked against a passage.
1. sc01 · 0:00 to 0:11 typography
On YouTube, Riley Coleman films himself growing a tiny futures account, and says the point is "showing you what's possible if you follow a disciplined, consistent strategy".
Visual. Quote card: the quoted words only, 'disciplined, consistent strategy' held in accent colour as it is spoken.
On screen. "showing you what's possible if you follow a disciplined, consistent strategy"
Cite. Riley Coleman, YouTube
2. sc02 · 0:11 to 0:19 typography
If discipline is what it takes, how many of the people who try actually end up ahead?
Visual. The question types on in large type; 'end up ahead' held a beat in accent colour.
On screen. How many of the people who try actually end up ahead?
3. sc03 · 0:19 to 0:23 typography
Researchers in Brazil and Taiwan counted, and they counted the winners too.
Visual. A single title line: 'Brazil and Taiwan', 'counted' punching in under it.
On screen. Researchers in Brazil and Taiwan counted
4. sc04 · 0:23 to 0:34 typography
Ross Cameron of Warrior Trading tells beginners to "learn a strategy that is proven profitable by someone else even if there's no guarantee it'll work for you".
Visual. Quote card: quoted words only; 'no guarantee it'll work for you' dims slightly as it is spoken.
On screen. "learn a strategy that is proven profitable by someone else even if there's no guarantee it'll work for you"
Cite. Ross Cameron, Warrior Trading
5. sc05 · 0:34 to 0:44 typography
Another channel, RP Profits, is blunter: "The strategy is real. The math is real, and there's people using it right now to make money."
Visual. Quote card: quoted words only, 'The math is real' held in accent colour.
On screen. "The strategy is real. The math is real, and there's people using it right now to make money."
Cite. RP Profits, YouTube
6. sc06 · 0:44 to 0:52 typography
Yet the Warrior Trading blog itself carries the line "Trading is risky, and most day traders lose money."
Visual. Quote card: quoted words only; 'most day traders lose money' turns amber as it is spoken.
On screen. "Trading is risky, and most day traders lose money."
Cite. Warrior Trading blog
7. sc07 · 0:52 to 1:06 document-excerpt
The Brazilian study followed people who began day trading in the country's equity futures market between 2013 and 2015, and sorted them by how many days they kept at it.
Visual. The study's abstract, the line about who it observed highlighted.
8. sc08 · 1:06 to 1:16 data-chart
Of those who tried it for a single day, 29.8 percent made a net profit, and the share fell at every step after that.
Visual. Horizontal bars, one per group by days traded, top to bottom from one day to more than 300; the first bar lands on '29.8 percent', the rest shrink in sequence on 'fell at every step'.
| one day | 29.8% | 29.8 | percent | Brazil day-trader study (Chague et al.), lines 162-L178 |
| 2 to 50 days | 15.5% | 15.5 | percent | Brazil day-trader study (Chague et al.), lines 162-L178 |
| 51 to 100 days | 8.9% | 8.9 | percent | Brazil day-trader study (Chague et al.), lines 162-L178 |
| 101 to 200 days | 6.8% | 6.8 | percent | Brazil day-trader study (Chague et al.), lines 162-L178 |
| 201 to 300 days | 5.4% | 5.4 | percent | Brazil day-trader study (Chague et al.), lines 162-L178 |
| more than 300 days | 3.0% | 3 | percent | Brazil day-trader study (Chague et al.), lines 162-L178 |
Cite. Chague et al., new day traders in Brazil by days traded
9. sc09 · 1:16 to 1:23 document-excerpt
The authors compare it to roulette, where the more rounds people play, the fewer come out ahead.
Visual. The study passage with the roulette comparison highlighted.
10. sc10 · 1:23 to 1:35 data-chart
Of the 1,551 who kept going for more than 300 days, 97 percent lost money after fees, and only 47 came out ahead.
Visual. Three tiles build one by one as spoken: 1,551 who kept going, 97% lost after fees, 47 came out ahead.
| kept going | 1,551 | 1551 | count | Brazil day-trader study (Chague et al.), lines 394-L404 |
| lost money after fees | 97% | 97 | percent | Brazil day-trader study (Chague et al.), lines 394-L404 |
| came out ahead | 47 | 47 | count | Brazil day-trader study (Chague et al.), lines 219-L229 |
11. sc11 · 1:35 to 1:43 data-chart
Only 17 earned more than Brazil's minimum wage, and the single best averaged 310 dollars a day.
Visual. Two tiles: 17 above minimum wage, then $310 a day for the single best.
| earned more than minimum wage | 17 | 17 | count | Brazil day-trader study (Chague et al.), lines 219-L229 |
| best trader's average per day | US$ 310 | 310 | usd | Brazil day-trader study (Chague et al.), lines 219-L229 |
12. sc12 · 1:43 to 1:54 data-chart
And the handful who beat a bank teller's starting pay got there on a roller coaster, their daily results swinging by hundreds to thousands of dollars.
Visual. Two tiles for the range of daily swings among the eight who beat a bank teller's pay: lowest and highest standard deviation.
| smallest swing | US$ 632 | 632 | usd | Brazil day-trader study (Chague et al.), lines 219-L229 |
| largest swing | US$ 3,308 | 3308 | usd | Brazil day-trader study (Chague et al.), lines 219-L229 |
13. sc13 · 1:54 to 1:59 typography
Did the ones who stayed at least get better with practice?
Visual. The question types on.
On screen. Did the ones who stayed get better with practice?
14. sc14 · 1:59 to 2:03 document-excerpt
The study found no evidence that they learned.
Visual. The abstract with the no-learning finding highlighted.
15. sc15 · 2:03 to 2:13 document-excerpt
A second study, of individual investors who day traded in Taiwan from 1992 to 2006, found the vast majority of them unprofitable.
Visual. The Taiwan study abstract, 'the vast majority of day traders are unprofitable' highlighted.
16. sc16 · 2:13 to 2:27 data-chart
Taken as a group, they lost 7 basis points a day before costs, where a basis point is a hundredth of a percent, and trading costs more than tripled that loss, to 23.9.
Visual. Two tiles: 7 basis points a day before costs, then 23.9 after costs, the second tile visibly larger.
| before costs | 7 basis points | 7 | count | Taiwan day-trader study (Barber et al.), lines 476-L482 |
| after trading costs | 23.9 basis points | 23.9 | count | Taiwan day-trader study (Barber et al.), lines 476-L482 |
17. sc17 · 2:27 to 2:31 typography
So is anyone reliably good at this?
Visual. The question types on.
On screen. So is anyone reliably good at this?
18. sc18 · 2:31 to 2:44 document-excerpt
A few are: in Taiwan, traders who had already been profitable, with more than 40 days of day trading in the past year, went on to earn more than their trading costs.
Visual. The Taiwan passage, the finding on experienced profitable traders highlighted.
19. sc19 · 2:44 to 2:52 data-chart
But those predictably profitable traders made up less than 3 percent of all day traders on an average day.
Visual. A 10 by 10 waffle; fewer than 3 squares light up in accent colour, the rest stay grey.
| predictably profitable | less than 3% | lt 3 | percent | Taiwan day-trader study (Barber et al.), lines 598-L621 |
20. sc20 · 2:52 to 3:03 typography
Ross Cameron names one reason the rest struggle: "when you trade against the high frequency trading algorithms, trading large caps, you really don't have a good edge".
Visual. Quote card: quoted words only, 'you really don't have a good edge' in accent colour.
On screen. "when you trade against the high frequency trading algorithms, trading large caps, you really don't have a good edge"
Cite. Ross Cameron, Warrior Trading
21. sc21 · 3:03 to 3:17 data-chart
The Brazilian futures data point the same way in a different market: when high-frequency traders' share of deals rose by 10 percent, individuals' average loss was 19 percent higher.
Visual. Two tiles: '+10%' share of deals by high-frequency traders, then '19%' higher average loss for individuals, joined by an arrow.
| rise in high-frequency traders' share of deals | 10% | 10 | percent | Brazil day-trader study (Chague et al.), lines 384-L393 |
| higher average loss for individuals | 19% | 19 | percent | Brazil day-trader study (Chague et al.), lines 384-L393 |
Cite. Chague et al., high-frequency traders and individual losses
22. sc22 · 3:17 to 3:37 typography
So yes: in both studies most people lost, and in Brazil the longer they kept at it, the worse their odds of being ahead. Some people do beat the odds, and in Taiwan the ones who had been winning tended to keep winning, but they were a sliver of everyone who tried.
Visual. Two lines build one per sentence.
On screen. In both studies, most people lost / Some beat the odds, a sliver of everyone who tried
Cite. Chague et al., Brazil day-trader studyBarber et al., Taiwan day-trader study
23. sc23 · 3:37 to 4:02 typography
Both studies looked at other markets and other years than today's American stock market, so they give the odds there, not a law for every market. What these counts can't do is check any one trader's month: a screenshot of a small account turned into a big one is neither confirmed nor ruled out by a tally of everyone who tried.
Visual. Two lines build one per sentence, in a quieter colour.
On screen. Other markets and other years / Neither confirmed nor ruled out: one trader's month
24. sc24 · 4:02 to 4:24 typography
If someone sells you a strategy as consistent, ask for audited results across every account and every month, not the best screenshot. And if you try it anyway, put in only what you can afford to lose, and judge yourself by your results after fees, not by your best day.
Visual. Two lines build one per sentence.
On screen. Ask for audited results across every account and every month / Only what you can afford to lose; judge by results after fees