Distractor analyses are routinely conducted in educational assessments with multiple-choice items. In this research report, we focus on three item response models for distractors: (a) the traditional nominal response (NR) model, (b) a combination of a two-parameter logistic model for item scores and a NR model for selections of incorrect distractors, and (c) a model in which the item score satisfies a two-parameter logistic model and distractor selection and proficiency are conditionally independent, given that an incorrect response is selected. Model comparisons involve generalized residuals, information measures, scale scores, and reliability estimates. To illustrate the methodology, a study of an international assessment of proficiency of nonnative speakers of a single target language used to make high-stakes decisions compares the models under study.