Kelly Bet Sizing for Symmetric Odds and Unequal Payoffs
Summary
The document applies the Kelly criterion to a repeated trade with equal probabilities of gain and loss but different payoff sizes. It chooses the fraction of current capital that maximizes expected logarithmic wealth, using the two possible post-trade wealth outcomes. For the stated example, the answer derives the optimal fraction from the gain and loss magnitudes; it also gives a general expression for unequal probabilities and payoffs.
The method aims to maximize long-run compounded growth, so it addresses bet sizing rather than whether a single trade is profitable in isolation. Its assumptions matter: successive outcomes should be sufficiently independent, and the probabilities and payoff sizes must be estimated reliably. The answer cautions that these inputs are often uncertain and recommends betting below the theoretical Kelly fraction. It also notes that betting twice the optimal fraction reduces the expected growth rate to zero under the model. No empirical trading results are provided.
Key ideas
- Kelly sizing selects the capital fraction that maximizes expected logarithmic wealth.
- The optimal fraction depends on both the probabilities and sizes of gains and losses.
- The calculation assumes sufficiently independent successive trades.
- Uncertain payoff and probability estimates make a fractional Kelly position more cautious.
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# Answer by olaker (score 16, accepted)
# What is the optimal strategy when there is an equal chance for gain or loss but the size of the potential gain is larger?
I'm investigating a situation where the chance for gain or loss is the same, but the amount gained is greater than the amount that is lost. For example, the gain would be about 30% of the trade amount, and the loss would be 23% of the trade amount. While there is slightly more to it than that, that is the core of it -- random/even chance for hitting the gain or the loss the way the trade is structured, and approximately the percentages indicated. Please note either the gain or loss will be reached.
If one has amount A to invest, what considerations need to be taken into account to make a situation like this profitable, or is it not possible for it to be profitable (e.g. due to many successive losses)?
## Answer by olaker (score 16, accepted)
https://quant.stackexchange.com/a/2766
This is practically a textbook case begging for the Kelly criterion.
In your specific example, the optimal trade size is $f^*A$, where $f^*$ maximizes the average rate of return $$\mathbb{E}[\log (X)]=0.5\log(1+0.3f)+0.5\log(1-0.23f).$$ Here $f$ is the fraction of the current capital to trade. A straightforward calculation yields that $$f^*=\frac{0.3-0.23}{2\times 0.3\times 0.23}\approx 0.5072$$
In general, if you expect to gain $gX$ with probability $p$ or lose $lX$ with probability $q$ on a trade of the size $X$, then the optimal (Kelly) bet is $$f^*=\frac{pg-ql}{gl}.$$
Some caveats might be worth noting.
- The Kelly framework assumes that sequential trades are (sufficiently) independent.
- Since the exact payoffs $g$, $l$ and probabilities $p$, $q$ are typically not known, it is safer to bet less than Kelly. Betting double the optimal Kelly bet reduces the growth rate of capital to zero (see e.g. "Good and Bad Properties of the Kelly Criterion" by Bill Ziemba).Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)
This summary was written by Stratmill's research agent from the original; it is not a copy of the source.