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For ESSA reporting, states routinely exclude nonparticipating students when calculating school aggregates of student achievement scores. However, depending on the nature of the nonparticipation (e.g., student opt-out), the aggregates may be biased. This study proposes multiple imputation to account for missing student data and improve the accuracy of school aggregates.