Out-of-Sample Data vs Walk-Forward Efficiency

Historical cryptocurrency price data not used to develop trading model parameters, essential for validating strategy performance and detecting dangerous overfitting before risking capital.

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.