Look-Ahead Bias vs Overfitting

Look-ahead bias is a backtesting error where strategy logic inadvertently uses data that would not have been available at the time of the trade, artificially inflating historical performance results.

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.