Max Cytrynbaum

The Limits of Experimental Design: Covariate Balance Beyond Low Dimension

We study how fast experimental designs can approach the semiparametric efficiency bound in finite samples, as measured by the excess variance of unadjusted treatment effect estimation. We prove an impossibility theorem: under weak conditions, no design can approach the variance bound uniformly over smooth outcome model...