The document discusses several nonparametric statistical tests that make fewer assumptions than parametric tests about the distribution of data. It covers the Wilcoxon signed-rank test for comparing a sample median to a hypothesized median, the Mann-Whitney U test for comparing two independent sample medians, and the Wilcoxon signed-rank test for comparing paired sample medians. Examples are provided to demonstrate how to perform each test and interpret the results.