Lookahead Bias vs Overfitting

Lookahead bias is a backtesting error where trading models use information that wouldn't be available at decision time, artificially inflating historical performance and creating false trading signals.

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.