This paper develops methods for assessing the sensitivity of empirical conclusions regard- ing conditional distributions to departures from the missing at random (MAR) assumption. We index the degree of non-ignorable selection governing the missingness process by the max- imal Kolmogorov-Smirnov (KS) distance between the distributions of missing and observed outcomes across all values of the...