1. Explain that chi-square tests are used for hypothesis testing with nominal variables.

The chi-square test for goodness of fit is used to test hypotheses about whether a distribution of frequencies over two or more categories of a single nominal variable matches an expected distribution. Be sure to explain the meaning of the research hypothesis and the null hypothesis in this situation.