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Risk Management

Kelly Criterion

The Kelly Criterion is a formula used to determine the optimal size of a series of bets in order to maximize logarithmic wealth over time. It considers the probability of winning and the payoff ratio.

The Kelly Criterion is a mathematical formula commonly used in gambling and investing to determine the optimal size of a series of bets or investments. Derived by John L. Kelly, Jr. in 1956, the criterion aims to maximize the expected logarithm of wealth, thereby ensuring the highest potential growth rate of capital over time.

Mathematically, the formula is expressed as:
K = (bp - q) / b
where:
K = fraction of the bankroll to wager,
b = ratio of the net odds received on the wager,
p = probability of winning, and
q = probability of losing (which is 1 - p).
This formula implies that if the expected returns exceed the risks involved, a portion of the capital should be allocated based on the calculated fraction.

For example, if the probability of winning a trade is 60% (p = 0.6) with a payoff of 2-to-1 (b = 2), the optimal bet size would be 20% of the total capital using the Kelly Criterion. However, strict adherence to the criterion can lead to high volatility and potential losses in adverse market conditions; thus, many traders opt for a fractional Kelly approach to mitigate risk. This method allows for a more conservative betting strategy while still aiming for substantial growth.

Related concepts include risk management, bankroll management, and the concept of compounding, all of which are essential for understanding long-term investment strategies.