How should researchers design panel data experiments? We analytically derive the variance of panel estimators …-world panel data, we demonstrate that failing to account for arbitrary serial correlation ex ante yields experiments that are … powered experiments in both simulated and real data. We discuss the implications of these results, and introduce a new …