Overfitting vs Profit Factor

Overfitting is a backtesting failure mode where a strategy's parameters are tuned so specifically to historical data that the strategy captures past noise rather than genuine tradeable edge.

Profit factor is a backtesting performance metric calculated as gross profit divided by gross loss, expressing how much money a strategy earns for every unit of capital it loses across all trades.