Using R for item response theory model applications Introduction Unidimensional IRT with dichotomous item responses Unidimensional IRT with polytomous item responses Unidimensional IRT for other applications Multidimensional IRT for simple structure Multidimensional IRT for bifactor structure Limitations and caveat.