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Rapid responding can be a sign of non-thoughtful responding. Several approaches have been put forward that can have value in different situations. Using grade 9-12 personal learning assessments, NAEP, and ACT data, we show that treating rapid response as incorrect improves the reliability for all three of these assessments.