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Expected Value

Expected value (EV) is the probability-weighted average outcome of a trade, calculated by multiplying each possible payout by its estimated probability and summing the results. A positive EV trade is one where the anticipated return exceeds the cost over the long run.

Updated June 24, 2026Strategy & Analysis
TL;DR
EV tells you whether a trade is worth making on average. If the math says you gain more than you risk on a probability-adjusted basis, the trade has positive EV.

Key Points

The formula is EV = (probability of win x profit) minus (probability of loss x stake), where all probabilities and payouts are in consistent units.
A contract priced at $0.60 that you estimate has a 70% true probability has positive EV: EV = 0.70 x $0.40 minus 0.30 x $0.60 = $0.10 per dollar staked.
Positive EV does not guarantee profit on any individual trade; it describes what happens on average across many similar trades.
Trading fees reduce EV on every trade, so the gross EV must exceed the fee cost for a trade to be net positive.
Consistent positive-EV trading combined with disciplined [[bankroll-management]] is the foundation of long-term profitability in prediction markets.

Calculating EV in Binary Prediction Markets

On a Binary Market, a YES contract resolves to $1.00 or $0.00. If you buy YES at a Contract Price of $0.55 and estimate the true probability at 65%, the EV calculation is: (0.65 x $0.45) minus (0.35 x $0.55) = $0.2925 minus $0.1925 = $0.10 per contract. That $0.10 represents the expected profit per dollar of exposure. Crucially, this calculation depends entirely on the accuracy of your probability estimate. Overestimating the true probability turns a perceived positive-EV trade into a losing one. This is why Calibration of your probability estimates is inseparable from genuine positive-Edge trading. Platforms like Kalshi and Polymarket publish market prices in cents, making EV calculations straightforward once you have a reliable probability estimate.

EV, Edge, and Long-Run Thinking

Expected value is the mathematical language of Edge: positive EV and positive edge describe the same condition from different angles. A single positive-EV trade can still lose, and a single negative-EV trade can still win, which is why evaluating strategy across a portfolio of trades matters more than any individual result. Kelly Criterion connects EV directly to position sizing, recommending larger stakes when EV is high and edge is clear. Value Betting is the practice of systematically seeking and acting on positive-EV opportunities. Monitoring EV over a large sample using Brier Score or win-rate tracking reveals whether your probability estimates are genuinely better than market Implied Probability or whether perceived edge is illusory.

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