Overview

Sharpe ratio (return / volatility) treats upside and downside equally. Sortino (return / downside_vol) penalizes drawdowns more. Calmar (return / max_drawdown) emphasizes stability. Omega (area above target return / area below) captures full return distribution. Report all four for complete picture.