under what conditions variables in addition to the one of interest, covariate data, tighten these bounds and how to … optimally incorporate that information. In particular, covariate data are unable to sharpen inference without imposing some … parameters that respect stochastic dominance, the necessary and sufficient conditions for covariate data to sharpen inference are …