The Mathematics of Ruin: The Kelly Criterion

The Mathematics of Ruin: The Kelly Criterion

The only formula that mathematically guarantees optimal wealth growth. Why betting too big is just as dangerous as betting on a loser.

Dec 27, 2025 Code Authority: Team BMT INVESTING > PORTFOLIO ENGINEERING

Executive Summary

  • The Problem: You have a winning edge (e.g., a stock with a 60% chance of winning). If you bet 1% of your capital, you grow too slowly. If you bet 100%, one loss wipes you out. What is the optimal number?
  • The Formula (f*): Kelly Criterion calculates the exact percentage of your bankroll to bet to maximize Compound Growth (CAGR).
    f* = (Odds * Win Probability – Loss Probability) / Odds
    It balances the greed for growth with the fear of ruin.
  • Half-Kelly: In the real world, we don’t know the probabilities perfectly. So, pros use “Half-Kelly” (betting half the optimal amount). This captures 75% of the growth but reduces volatility (risk) by 50%. It is the “sleep well” optimization.

The Variance Drain

If you bet more than the Kelly optimal (“Over-betting”), your long-term return actually decreases due to “Volatility Drag” (mathematical friction), even if you keep winning. Sizing is more important than stock picking. A great pick sized wrong can destroy a portfolio.

Mechanic: The Optimal Bet Size

Maximize G
Geometric Growth
Zero Ruin
Survival Priority
Half-Kelly
Safety Margin
Over-Bet
Wealth Killer

Simulation: Betting on a 60% Win Rate (Coin Flip Bias)

Wealth Outcome after 100 Bets
Bet 1% (Too Small)Slow Growth
Safe but leaves money on table
Bet 20% (Optimal)Maximum Wealth
Highest possible terminal value
Bet 40% (Over-Bet)Bankruptcy Risk
Volatility kills the compound curve
Feature Arithmetic Approach Kelly Approach (Geometric)
Goal Highest Average Return Highest Compound Growth
Risk Handling Ignore variance Penalize variance heavily
Application One-off bets Repeated bets (Investing)

“To make money, you must have an edge. To keep money, you must not bet too much. The Kelly Criterion tells you exactly how much ‘too much’ is.”

Essential Resources

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