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Published online by Cambridge University Press: 01 January 2025
A category where the frequency of responses is zero, either for sampling or structural reasons, will be called a null category. One approach for ordered polytomous item response models is to downcode the categories (i.e., reduce the score of each category above the null category by one), thus altering the relationship between the substantive framework and the scoring scheme for items with null categories. It is discussed why this is often not a good idea, and a method for avoiding the problem is described for the partial credit model while maintaining the integrity of the original response framework. This solution is based on a simple reexpression of the basic parameters of the model.
We are indebted to the editor, associate editor, and three anonymous reviewers for their insightful comments and thorough review of the manuscript. The first author's work was supported by a National Academy of Education Spencer Fellowship.