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Risk Management· 1 min read

Expectancy: The Only Statistic That Predicts Your Future

How to compute your edge per trade, sample sizes that mean something, and using expectancy to grade changes.

If you could keep only one statistic about your trading, keep expectancy: the average R you earn (or lose) per trade taken. It is your edge, quantified — and it predicts your account's future better than any screenshot of a winning week.

The calculation

Expectancy = (Win% × Average win in R) − (Loss% × Average loss in R). Example: 50% wins, +1.8R average winner, −1R average loser → (0.5×1.8) − (0.5×1.0) = +0.4R per trade. Take 20 such trades a month at 1% risk and the math compounds to roughly +8% monthly before the inevitable variance — which is exactly why the number matters more than any single outcome.

Sample size honesty

Ten trades tell you nothing; luck dominates. Thirty begins to whisper; a hundred speaks clearly. This is why we insist students journal from day one — expectancy only exists inside a maintained journal, and the app computes it automatically from your logged trades.

Trade results measured in R multiples -1R-1R+2R-1R+3R+2R-1R+2.5R Fixed risk per trade → results measured in R. Net here: +5.5R at a 50% win rate.
Expectancy is just this picture, averaged

Using it as an instrument panel

  • Grading changes: altered your entry trigger? Compare expectancy across the 30 trades before and after — feelings lie, the number doesn't.
  • Diagnosing leaks: slice by session, pair, setup, even mood. A trader profitable everywhere except "Friday afternoons" just found free money in the app's AI-coach style breakdowns.
  • Sizing courageously: proven positive expectancy is what earns the right to scale risk; scaling on hope is just bigger gambling.

Negative expectancy with great discipline still loses — the method needs work. Positive expectancy with poor discipline also loses — the trader does. The stat tells you which project you are.

Education only — not financial advice. Trading carries risk of loss; never trade money you cannot afford to lose.

Hafiz Muhammad Tanveer

Hafiz Muhammad Tanveer

Founder & CEO, P4 Provider

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Education only — nothing in this article is financial advice or a recommendation to invest. Trading is risky and your capital may be at risk.