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Learning path Gold Professional operator

Kelly criterion

Theoretical formula for optimal capital fraction to risk — maximizes logarithmic growth under ideal conditions.

Who this is for — Anyone who wants to link size to measurable edge (win rate + payoff). Theoretical reference — not a direct operational command.

The Kelly criterion estimates the optimal capital fraction to risk for maximizing long-run logarithmic growth. Simplified formula: f = W − (1−W)/R* where W = win rate, R = payoff ratio (avg win / avg loss).

In plain terms — With statistical edge, Kelly says «how much to bet». In practice full Kelly is almost always too aggressive.

Kelly criterion: growth versus Kelly multiple Normalized schematic curve of expected logarithmic growth against the multiple of the estimated Kelly fraction. One times Kelly marks the model optimum, not a universal capital percentage or a return guarantee. Kelly Criterion (Growth vs Kelly Multiple) Kelly fraction multiple (f/f*) Growth 1.0× Kelly Over-betting
Theoretical f* vs practical application. Select a point to explore.

Correct use (risk module)

Step Rule
Estimate W and R on robust sample (≥100 trades)
Calculate f* as baseline, sensitivity on W±2%
Constraints respect daily/weekly stops and max % capital
Output upper ceiling — not default size

High uncertainty → fractional Kelly.


Real limits

  • Assumes stationarity — markets aren't
  • Small-sample estimates → unstable f*
  • Full Kelly → deep drawdowns and unsustainable psychology

Typical mistake — Applying full Kelly on optimistic backtest — live = different parameters, different account.

Example — W=52%, R=1.6 → f* ≈ 23%. Operational limit 2%/trade → use f* as benchmark, real size 1.5% (~1/15 Kelly).

Summary card

  • Input: win rate, payoff ratio, sample size.
  • Alert: sample < 50 trades → don't use Kelly.
  • Next: always fraction in live.

Gold path — Risk control module. Index: Gold path.