This unit introduces chi-square inference for categorical data. Students learn how to perform goodness-of-fit tests to determine if observed categorical data follow an expected distribution and how to test for homogeneity or association between categorical variables. These non-parametric methods greatly expand the types of data students can analyze inferentially