Why your best-performing strategy is probably worse than it looks

When traders select strategies by in-sample performance, they unknowingly pick winners inflated by luck. This paper compares six statistical methods to debias that selection effect, testing them across different portfolio sizes and return distributions. James Stein shrinkage works best, cutting estimation error roughly in half compared to raw estimates—crucial when ranking trading teams or choosing which strategies to deploy.