The composite direct product model proposed by Browne (1984) is one of the most important models for the analysis of multitrait-multimethod matrices. In this paper the model is extended to attempt to overcome lack-of-fit problems. The usefulness of the proposal is demonstrated by an application to an exemplary MTMM matrix.