Riding a Heater
Advanced Theory
advanced12 min read

The Kelly Criterion: Optimal Bet Sizing for Maximum Growth

The mathematical formula that tells you exactly how much to bet. Used by professional gamblers, hedge funds, and anyone who takes edge seriously.

What is the Kelly Criterion?

The Kelly Criterion is a formula developed by John Kelly at Bell Labs in 1956. It calculates the optimal percentage of your bankroll to wager on a bet with a positive expected value, maximizing long-term growth rate.

The Formula

f = (bp - q) / b**

Where:

  • f* = fraction of bankroll to wager
  • b = net odds received (decimal odds - 1)
  • p = probability of winning
  • q = probability of losing (1 - p)*

Worked Examples

Example 1: Even Money Bet

  • Odds: +100 (even money), b = 1
  • Your edge: 55% win rate, p = 0.55, q = 0.45
  • Kelly = (1 × 0.55 - 0.45) / 1 = 10%
  • Bet 10% of your bankroll

Example 2: Underdog

  • Odds: +200, b = 2
  • Your edge: 40% win rate, p = 0.40, q = 0.60
  • Kelly = (2 × 0.40 - 0.60) / 2 = 10%
  • Bet 10% of your bankroll

Example 3: Favorite

  • Odds: -150, b = 0.667
  • Your edge: 65% win rate, p = 0.65, q = 0.35
  • Kelly = (0.667 × 0.65 - 0.35) / 0.667 = 12.5%
  • Bet 12.5% of your bankroll

Why Full Kelly is Dangerous

Full Kelly maximizes long-term growth but creates enormous volatility:

  • 50% drawdowns are common
  • Requires perfect probability estimates (impossible in practice)
  • Emotionally brutal during losing streaks

Fractional Kelly

Most professionals use fractional Kelly — betting a fraction of the full Kelly recommendation:

FractionGrowth RateDrawdown RiskRecommended For
Full KellyMaximumExtremeNobody in practice
75% Kelly94% of maxHighAggressive pros
50% Kelly75% of maxModerateMost professionals
25% Kelly44% of maxLowConservative/new

Half Kelly is the sweet spot — you sacrifice only 25% of the growth rate while dramatically reducing drawdown risk.

Kelly for Multiple Simultaneous Bets

When you have multiple bets at the same time, the total Kelly allocation should not exceed your comfort level. A simple approach: calculate Kelly for each bet independently, then scale all bets down proportionally if the total exceeds your risk tolerance.

The Bottom Line

The Kelly Criterion is the mathematically optimal bet sizing strategy. But it requires accurate probability estimates and emotional discipline. For most bettors, flat betting at 1-2% of bankroll is a safer and simpler approach that still captures most of the benefit.

Powered by the MIT Triple Stack

Expected Value + Kelly Criterion + Monte Carlo — the same math from MIT and Bell Labs.