This paper introduces the concept of a statistical arbitrage opportunity (SAO). In a finite-horizon economy, an SAO is a zero-cost trading strategy for which i) the expected payoff is positive, and ii) the conditional expected payoff in each final state of the economy is nonnegative. Unlike a...