Overfitting vs Walk-Forward Efficiency

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.

Ratio comparing cryptocurrency trading strategy out-of-sample walk-forward returns to in-sample backtest returns, measuring whether strategy maintains profitability on independent data or represents overfitting.