In this chapter, we illustrate several extensions of themodels discussed in the previous chapters.We refer in particular to item response theory (IRT)models with covariates, to models for multilevel data in which units are collected in separate clusters, to multidimensional IRT models, and to IRT models in the structural equation modeling setting.