This paper presents a new decision diagram (DD), called MODD, for multiple output binary and multiple-valued functions. This DD is canonic and can be made minimal with respect to a given variable order. Unlike other reported DDs, our approach can represent arbitrary combination of bits at the word-level. The preliminary results show that our representation can result in considerable memory saving.