Building Better Trading Signals: Lessons from Numerai's Alpha Framework

Most quantitative traders evaluate their signals using simple correlation with future returns. This approach has a fundamental flaw: it doesn't distinguish between genuine predictive power and exposure to known risk factors. A signal might show 15% correlation with returns, but if that correlation comes entirely from loading on small-cap stocks during a…