__Abstract__ A new method is proposed that combines dimension reduction and cluster analysis for categorical data. A … the methods is appraised by means of a simulation study. The results of the joint dimension reduction and clustering … methods are compared with cluster analysis based on the full dimensional data. Our results show that the joint dimension …