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Win rate confidence interval

The range your true win rate plausibly falls in given your sample, which is embarrassingly wide until you have hundreds of trades.

The standard error of an observed win rate p over n trades is sqrt(p(1-p)/n), and a rough 95% interval is p plus or minus twice that.

Worked: 30 trades with 18 winners gives p = 0.60 and a standard error of sqrt(0.24/30) = 0.089, so the interval runs from roughly 42% to 78%. At 100 trades the same 60% narrows to 50-70%. At 500 trades it is 55.6-64.4%. The width shrinks with the square root of n, which is why doubling confidence costs four times the data.

Apply this before concluding a strategy works. A 60% win rate on 30 trades is compatible with a true rate below the breakeven-win-rate of most payoff structures - meaning the evidence does not yet exclude a losing system. See sample-size-for-edge.

Related: sample-size-for-edge, win-rate, standard-error-of-expectancy, breakeven-win-rate

See it drawn

Original diagrams for the ideas on this page. Illustrative, not real market data.

The spread of outcomes behind an expectancyA histogram of forty trades: a tall block of small losses on the left, a low spread of larger wins on the right, and a line marking the average outcome.NUMBER OF TRADES051024 LOSSES, AVG −$20016 WINS, AVG +$600EXPECTANCY +$120−$400−$200$0+$200+$400+$600+$800PROFIT OR LOSS PER TRADEexpectancy = (40% × $600) − (60% × $200) = +$120 per trade
Expectancy: the average trade. Forty trades sorted by outcome: 24 small losses and 16 larger wins. Weighting each side by how often it happens gives the average result per trade, marked here by the dashed line at +$120.
The win rate needed to break evenA falling curve: the more a winning trade pays relative to the amount risked, the smaller the share of trades that must win to break even.BREAKEVEN WIN RATE0%20%40%60%80%1:11:21:31:41:5REWARD-TO-RISK RATIO1:1 needs 50%1:2 needs 33.3%1:3 needs 25%breakeven win rate = 1 ÷ (1 + reward-to-risk)above the curve, wins more than cover losses
The win rate needed to break even. How often a method must win just to stay level, for each reward-to-risk ratio. At 1:1 half the trades must win, at 1:2 a third, and at 1:3 a quarter, because each win covers more losses.

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