Kelly Criterion
Canonical definition, formula, interpretation, and API reference.
Definition
Optimal position sizing from information theory. Uses numerical integration over lognormal distribution for options.
Formula
f* = argmax E[log(1 + f x R)]
Solved via numerical integration over +/-6 sigma with 2000 steps.
Inputs
spotstrikeDTEsigmapremiummu
Output
kelly_fractionhalf_kellyexpected_roiprobability_of_profit
Interpretation
- kelly > 0: positive edge — bet this fraction
- Half-Kelly recommended in practice
- kelly = 0: negative expected value — don't trade
API Reference
Endpoint
GET /v1/pricing/kelly
Tier
Growth+
Response field
sizing.kelly_fraction, half_kelly, analysis.expected_roi, recommendation
Why Kelly Criterion Matters for Trading
TL;DR
Kelly sizes a bet by edge/odds. Full Kelly maximises long-run growth but blows up on volatile trades. Most pros use quarter-Kelly for survivability.
- What it measures
- A position-sizing formula f* = (bp - q) / b for a binary bet, where b is odds, p is win probability, q = 1 - p.
- What it signals
- How much of your bankroll to risk per trade, given an estimated edge.
- Why we measure it
- Undersized winning strategies compound too slowly; oversized winning strategies eventually ruin. Kelly is the mathematical bridge.
- Who uses it
- Systematic traders, professional gamblers, quant PMs, disciplined retail.
How to read Kelly Criterion
Positive edge + disciplined fraction
- Quarter- or half-Kelly sizing
- Long-run geometric growth
- Recoverable drawdowns
- Matches sizing to edge
Good for: edge-backed systematic trading
Full Kelly or negative edge
- Full-Kelly on volatile strategies = ruin
- Negative edge → stop betting
- Overestimated edge = oversized position
- Classic retail blow-up path
Bad for: high-vol strategies, no-edge trades
Near-zero edge
- Kelly says size ~ 0
- Skip the trade
- Don't force conviction
- Disciplined 'no' is the output
Skip
Rules of thumb
- Never full Kelly on real markets. Edge estimates are noisy. Cut to 1/4 or 1/2 Kelly to survive overestimation.
- Kelly scales with edge, not conviction. A 'strong feeling' with no measured edge is not a Kelly input — it's ego.
- Drawdowns follow Kelly size. Half-Kelly cuts max drawdown roughly in half for similar growth.
- Update as edge changes. As markets regime-shift, recompute. A 2022 edge is not a 2026 edge.
- Pair with stop-losses. Kelly assumes your edge is real. Hard stops protect against the times it isn't.