The document discusses non-parametric statistical tests for comparing distributions that are not normally distributed or that involve ordinal data. It specifically describes the Wilcoxon Rank-Sum test for comparing two independent samples, and provides an example comparing the medians of two emergency room operating rates. It also describes the Kruskal-Wallis test for comparing three or more independent samples, and provides an example comparing the medians of filling times across three machines.