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We show that commonly employed regression or matching\u2010based imputation procedures lead to inconsistent estimates. We offer a consistent and easily implemented two\u2010step estimator, \u201crescaled regression prediction.\u201d We derive the correct asymptotic standard errors for this estimator and demonstrate its relationship to alternative approaches. 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