This document discusses nonparametric tests based on ranks, including the Wilcoxon signed-rank test for paired samples, the Wilcoxon rank-sum test for two independent samples, the Kruskal-Wallis H test for comparing more than two independent samples, and the Friedman test for comparing treatments across multiple test attempts. Examples are provided to illustrate how to perform each test and interpret the results.