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This paper builds a heterogeneous partial credit model for multi-step problems used with cognitively diagnostic models. It expresses the relationship between the skills and the task outcomes with two Q-matrixes: an outer Q-matrix which describes which skills are needed for any step in the problem and an inner Q-matrix which describes the skills for the completion of each step.