Why Complex Bitcoin Price Models Often Memorize Market Noise

Bitcoin price forecasting methods range from scarcity-based models linked to halving schedules to on-chain activity analysis and power-law corridor charts. While machine learning systems incorporate macroeconomic data, these complex models often struggle with overfitting, leading them to memorize market noise rather than identifying true predictive signals.