We construct robust empirical Bayes confidence intervals (EBCIs) in a normal means problem. The are centered at the usual linear estimator, but use critical value accounting for shrinkage. Parametric EBCIs that assume distribution (Morris, 1983b) may substantially undercover when this assumption is violated. In contrast, our control coverage regardless of distribution, while remaining close len...
