Kelly Criterion (2024)

The mathematical formula for bet sizing frequently used by investors

Written byCFI Team

Published December 10, 2020

Updated May 10, 2023

What is the Kelly Criterion?

Kelly criterion is a mathematical formula for bet sizing, which is frequently used by investors to decide how much money they should allocate to each investment or bet through a predetermined fraction of assets.It is popular because it typically leads to higher wealth in the long run compared to other types of strategies.

Kelly Criterion (1)

Summary

  • Kelly criterion is a mathematical formula for bet sizing, which is frequently used by investors and gamblers to decide how much money they should allocate to each investment or bet through a predetermined fraction of assets.
  • It is popular due to how it typically leads to higher wealth in the long run compared to other types of strategies.
  • It is based on the formula k% = bp–q/b, with p and q equaling the probabilities of winning and losing, respectively.

History of the Kelly Criterion

Kelly criterion was developed in 1956 by an American scientist, John L. Kelly, who worked as a researcher at AT&T’s Bell Labs in New Jersey. Kelly originally developed the formula to help the company with its long-distance telephone signal noise issues.

Later, it was picked up upon by the betting community, who realized its value as an optimal betting system since it would allow gamblers to maximize the size of their earnings.

Although it was reported that Kelly never used his formula for personal gain, it is still quite popular today and is used as a general money management system for investing. One reason behind its popularity is because of how frequently it is used by prominent investors, such as Warren Buffet of Berkshire Hathaway.

Understanding the Kelly Criterion

Investors often face a tough decision when trying to decide how much money to allocate, as staking either too much or too little will result in a large impact either way.

The Kelly criterion is a money-management formula that calculates the optimal amount to ensure the greatest chance of success. The formula is as follows:

Kelly Criterion (2)

Where:

  • K % = The Kelly percentage that is the fraction of the portfolio to bet
  • b = The decimal odds that is always equal to 1
  • p = The probability of winning
  • q = The probability of losing, which is 1 – p

Example

When a dice is thrown, the chance of it landing on a 1, 2, or 3 is 50%, while the same percentage applies to an outcome of 4, 5, or 6.

Now, let us imagine that the dice can rest on a 1, 2, or 3 with a probability of 60%, meaning the probability of it landing on 4, 5, or 6 is 40%. The variables will look as follows:

  • b = 1
  • p = 0.60
  • q = 1 – 0.60 = 0.40

Based on the Kelly criterion, K% = (1 × 0.60 – 0.40) / 1 = 0.20or 20%

The formula is therefore suggesting that 20% of the portfolio be stake 20% of your bankroll. If the dice bias were less, at 53%, the Kelly criterion recommends staking 6%.

In such a case, the Kelly criterion suggests that if one were to go over 20% repeatedly on a low number, there is a high chance one would eventually go broke.

Under-betting less than 20%, on the other hand, would lead to a smaller profit, which means that adhering to the Kelly criterion will maximizethe rate of capital growth for the long-term.

Analysis of the Results

The Kelly criterion results in the K%, which refers to a percentage that represents the size of the portfolio to devote to each investment. Basically, the Kelly percentage provides information on how much one should diversify.

One should not commit more than 20% to 25% of the capital into single equity regardless of what the Kelly criterion says, since diversification itself is important and essential to avoid a large loss in the event a stock fails.

Some investors prefer to bet less than the Kelly percentage due to being risk-averse, which is understandable, as it means that it reduces the impact of possible over-estimation and depleting the bankroll. It is known as Fractional Kelly.

On the other hand, if the Kelly percentage results in a percentage less than 0%, it means that the Kelly criterion is recommending that one walk away and not bet anything at all since the odds do not seem to be in one’s favor based on the formula and mathematical calculation.

Following the Kelly criterion typically results in success due to the formula is based on a simple formula using pure mathematics.

However, factors that can impact the success include accurate inputs of the probabilities of winning and losing, as an incorrect percentage would be detrimental.

In addition to that, there may be unexpected events such as stock market crashes, which would impact all stocks regardless if the Kelly criterion was used or not.

Learn More

Thank you for reading CFI’s guide on Kelly Criterion. The following CFI resources will help further your financial education and advance your career:

Kelly Criterion (2024)

FAQs

What is the Kelly criteria? ›

The Kelly criterion is currently used by gamblers and investors for risk and money management purposes, to determine what percentage of their bankroll/capital should be used in each bet/trade to maximize long-term growth.

What is the Kelly Criterion interpretation? ›

In colloquial terms, the Kelly criterion requires accurate probability values, which isn't always possible for real-world event outcomes. When a gambler overestimates their true probability of winning, the criterion value calculated will diverge from the optimal, increasing the risk of ruin.

What is qualitative Kelly Criterion? ›

The Kelly Criterion is a formula which accepts known probabilities and payoffs as inputs and outputs the proportion of total wealth to bet in order to achieve the maximum growth rate. The left-hand side of the equation, f*, is the percentage of our total wealth that we should put at risk.

What are the assumptions of the Kelly Criterion? ›

The Kelly Criterion considers the probability of winning and losing as well as the potential payoff of each bet. However, the underlying assumption is that the future outcomes will be similar to the historical ones.

How do you use Kelly Criterion in trading? ›

Investors are able to put the Kelly Criterion to use by following five basic steps:
  1. Pull up your last 40-60 trades. ...
  2. Using the results from your past trades calculate 'W', which is the probability of a trade ending as a winner. ...
  3. Also using the same results from past trades calculate 'R', which is the win/loss ratio.

What is the Kelly Criterion growth formula? ›

The Wikipedia article for Kelly Criterion establishes its main formula using the expected geometric growth rate r=(1+fb)p∗(1−fa)q, where f is the fraction of an account (that starts with unit capital) allocated per trade, b is the profit earned by a winning trade as a fraction of capital allocated to it, a is the ...

What is Kelly method? ›

We will discuss the strategy in detail in this chapter. The Kelly criteria is a mathematical technique for sizing bets. Investors typically use it to determine how much capital to devote to each investment or bet through a predefined percentage of their capital.

What is the Kelly Criterion under uncertainty? ›

The Kelly betting criterion ignores uncertainty in the probability of winning the bet and uses an estimated probability. In general, such replacement of population parameters by sample estimates gives poorer out-of-sample than in-sample performance.

What are the good and bad properties of the Kelly criterion? ›

The main advantage of the Kelly criterion, which maximizes the expected value of the logarithm of wealth period by period, is that it maximizes the limiting exponential growth rate of wealth. The main disadvantage of the Kelly criterion is that its suggested wagers may be very large.

Is Kelly criterion the same as mean variance? ›

The Kelly Criterion is Just Mean-Variance Optimization in Disguise. This equation should be very familiar because it is just Markowitz's mean-variance optimization problem with the trader's price of risk, usually written as λ, taking the value of ½. The Kelly criterion for the stock market.

What is the Kelly criterion staking plan? ›

Basically, the Kelly Criterion is a staking system: it's a formula to try to determine the optimal size of each bet. In its simplest form, it tells the punter to stake more when they believe they have a bigger edge.

What is the Kelly Criterion for the edge? ›

The Kelly criterion (**) says to bet in proportion to what our edge is, not what we think our edge is. So if we think our edge is 10%, meaning our edge is more like 2-3%, then we should bet as if our edge is 2-3%. This translates to betting around 20-25% of the Kelly fraction.

What is the Kelly Criterion for trade sizing? ›

The Kelly criterion is a mathematical formula used by traders to determine the optimal position size for a trade. It was developed by John L. Kelly Jr., a researcher at Bell Labs, in the 1950s. The criterion takes into account the probability of winning a trade, the size of the potential payoff, and the trader's edge.

How is the Kelly Criterion formula derived? ›

Deriving the Kelly Criterion

So, after applying a simple logarithm and deriving it, we get that the max growth rate is achieved when x = p/a – q/b, which is super simple! Again, when a = 1, which means that you lose the entire amount of money you bet if you lose, then we get the initial equation given: F = p – q/b.

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