Discusses several statistical and substantive criteria that can be used to choose between parametric and nonparametric tests. Presents a non-parametric test capable of testing a number of statistical hypotheses using existing computer packages. Provides recommendations encouraging researchers to routinely use nonparametric tests in their data analytic work. (Author)