Model Risk vs Overfitting

Risk of catastrophic losses from cryptocurrency trading models producing incorrect predictions due to flawed assumptions, broken relationships, or regime shifts not anticipated during model development.

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.