Our previous chapters have primarily focused on models with continuous outcomes. In this chapter we extend some of the previous models presented to consider a variety of modeling situations where categorical variables are present. We first develop several multilevel models with binary, ordinal, multinomial, and counts as the dependent variable. We then consider a multilevel factor model where the observed indicators are categorical (e.g., binary, ordinal).