Metrics

Equity curve

How to read the equity curve beyond the final number.

1 min readUpdated Jun 19, 2026

The equity curve plots account balance through the backtest window. The shape carries information the headline metrics don't.

Shapes to look for

Monotone up

Smooth, consistent grind. Healthy. Pair with high trade count and the strategy is plausibly real.

Lumpy / step-function

Long flat stretches punctuated by a few big winners. Often overfit - the strategy works only in specific conditions.

Late pump

Flat for most of the window, hockey-stick at the end. Could be a genuine regime shift the strategy caught, or curve-fitting to recent data. Re-run with a date range ending earlier to test.

Front-loaded

Big move early, flat or declining since. Common after a one-time discovery. Walk-forward analysis exposes this.

Drawdown craters

Sudden vertical drops. Identify the trades and look for stop failures, gap events, or correlation with news.

Together with drawdown

The deepest drawdown on the equity curve = the worst run the strategy had. Ask yourself: would I have kept running through it? If no, the strategy isn't deployable even if expected return is positive.

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