Trade Mathematics

Kelly Criterion

A mathematical formula that calculates the optimal position size based on your edge — and why it produces specific, surprising results when applied to binary options' fixed payout structure.

Definition

The Kelly Criterion is a formula developed by mathematician John L. Kelly Jr. in 1956 at Bell Labs, originally for telephone signal noise problems and later applied to gambling and investing by figures including Ed Thorp. It calculates the optimal fraction of a bankroll to stake on each bet to maximise long-run growth rate.

The formula: f* = (b × p − q) / b

Where: f* = fraction of bankroll to stake; b = net odds received on the bet (profit if you win, as a fraction of stake); p = probability of winning; q = probability of losing (1 − p).

Kelly's insight was that betting more than the optimal fraction reduces long-run growth rate — sometimes dramatically. Betting the full Kelly fraction maximises geometric growth but produces large drawdowns. Most practitioners use "half Kelly" (0.5 × f*) to reduce volatility.

How It Affects Binary Options Traders

When applied to binary options, the Kelly Criterion produces a critical, counterintuitive result. At a typical 80% payout rate, b = 0.80 (you win $80 per $100 staked). Let's calculate f* for various win rates:

At p = 55% win rate: f* = (0.80 × 0.55 − 0.45) / 0.80 = (0.44 − 0.45) / 0.80 = −0.0125 → Negative! This means Kelly says: do not bet. A 55% win rate at 80% payout is below the mathematical edge threshold.

At p = 58% win rate: f* = (0.80 × 0.58 − 0.42) / 0.80 = (0.464 − 0.42) / 0.80 = 0.044 / 0.80 = 5.5% of bankroll per trade.

At p = 65% win rate: f* = (0.80 × 0.65 − 0.35) / 0.80 = (0.52 − 0.35) / 0.80 = 0.17 / 0.80 = 21% of bankroll per trade.

The practical lesson: at realistic win rates of 55–60%, Kelly recommends risking 0–7% of bankroll per trade, not the 10–20% many retail binary traders use. Using half-Kelly is even more conservative: 0–3.5% per trade. This is why professional position sizing is far smaller than most retail traders instinctively select.

⚠ Warning sign in your trading

You're staking 10%+ of your bankroll per trade without a documented win rate above 65% — Kelly says this is mathematically destructive.

Key Facts

Formula
f* = (b×p − q) / b
At 55% win, 80% payout
Kelly = negative (don't bet)
At 58% win, 80% payout
Kelly = 5.5% of bankroll
At 65% win, 80% payout
Kelly = 21% of bankroll

Practical Tips to Overcome It

  • Track your win rate over at least 50 trades before applying Kelly. The formula requires accurate input — a guessed win rate produces a meaningless output.
  • Use half-Kelly (multiply f* by 0.5) to reduce drawdown volatility. Full Kelly is theoretically optimal but practically nerve-wracking.
  • If Kelly produces a negative number, stop trading that asset/setup with real money and paper-trade to verify your edge first.
  • Recalculate Kelly quarterly as your win rate data accumulates. Your edge may improve (or deteriorate) over time.
  • Never stake more than 3% of bankroll per trade during early stages even if Kelly says more — variance is high in small samples.

Frequently Asked Questions

Why does Kelly produce a negative number at a 55% win rate with 80% payout?
Because 55% is below the mathematical breakeven for 80% payout (which is 55.6%). Kelly correctly identifies that there is no positive edge to exploit at this win rate. A negative Kelly output is a mathematical proof that your strategy is losing money in expectation. The correct response is to not trade this strategy, not to ignore the result.
Is Kelly Criterion practical for everyday binary options trading?
It's most useful as a sizing framework and edge-validator. Traders rarely apply it trade-by-trade, but they should use it to: (1) verify they have positive expected value before risking real money, (2) set their maximum trade size as a function of proven win rate, and (3) challenge their intuition about 'how much to risk' with math.
What's the difference between Kelly Criterion and flat betting?
Flat betting stakes the same amount every trade. Kelly stakes proportionally to your measured edge — larger when edge is high, smaller when edge is low. For most retail binary traders with win rates of 55–65%, Kelly stakes are actually similar to or smaller than a sensible flat bet (1–3% of bankroll). Where they differ is at high win rates: Kelly scales up aggressively at 70%+, while flat betting stays the same.

Want to master your trading psychology and build real discipline?

Read Our Articles