The edge metric

Profit Factor Explained — Gross Wins ÷ Gross Losses

Profit factor strips a strategy down to its essence: for every dollar you lose, how many do you make back? It's the cleanest sanity check on a backtest.

The formula

Profit factor = sum of all winning trades ÷ absolute value of sum of all losing trades. A profit factor of 2.0 means the strategy made $2 for every $1 it lost.

What is a 'good' profit factor?

Below 1.0: losing strategy. 1.0–1.5: marginal — costs (fees, slippage) will likely eat the edge. 1.5–2.0: solid. Above 2.0: excellent, but watch for sample-size issues — 5 lucky trades can inflate the number.

Why it complements Sharpe

Sharpe penalizes volatility evenly, including the upside. Profit factor only cares about win-vs-loss dollars, so it rewards positive skew (small frequent losses, occasional large wins) — the shape many trend-following strategies actually have.

Put this into practice

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