Risk Lab — past Sharpe is the easy part.
Pairs-trading P&L is non-Gaussian. This page reports the metrics desks actually run after Sharpe: VaR, CVaR/Expected Shortfall, Ulcer Index, Pain & Sterling ratios, information ratio, return-distribution moments, and a stationary-bootstrap CI on the Sharpe.
Distributional risk
historical, daily-barQuality ratios
Pain ratio = annual return / Ulcer Index. Sterling = annual return divided by the average yearly drawdown. Both are smoother than Calmar (which depends on a single worst-DD point) and tend to correlate better with subjective sleeplessness.
Sharpe — stationary bootstrap CI
400 resamples · block ≈ 21 barsPolitis & Romano (1994) stationary bootstrap: random block lengths preserve the strong-mixing property of the original return series so the implied Sharpe distribution is honest under serial correlation. A wide 95% CI on Sharpe is the simplest way to spot data-mined results.