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We examine different methods for scoring “I don’t know” (IDK) responses in Likert self-report measures of prior knowledge of a topic relevant to a scenario-based assessment. Our findings indicate IDK responses may be treated as missing or neutral responses though additional information is gained by accounting for IDK response tendencies.