Curve Fitting vs Out-of-Sample Data

Cryptocurrency model optimization process where parameters are adjusted to match historical price patterns precisely, often capturing random noise rather than genuine trading logic, producing false backtest profitability.

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