Overfitting vs Walk-Forward Validation

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.

Walk-forward validation is a backtesting discipline that tests a strategy on out-of-sample historical data never used during development, verifying that its edge generalises beyond the period it was designed on.