Overfitting vs Profit Factor

Cryptocurrency trading model optimization to historical data that appears profitable in backtests but fails in live trading because parameters accidentally fit random noise rather than capturing genuine predictive patterns.

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.