We extend results of Wagner [8] and Fomin, Kratsch, and Novelle [6] on monotone partitions of permutations. We show that partitioning a sequence of distinct integers into unimodal subsequences is NP-complete and that a minimum unimodal partition is 3.42-approximable in polynomial time.