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This study systematically examined how the magnitude and type of typical randomization problems affected applied research and evaluation results. Secondary data from a randomized, national early childhood study were used to examine the manipulated effects of threats to randomization on selected child developmental outcomes. The goal was to increase understanding of the differential effects of randomization disruption and the potential utility of subsequent post-randomization statistical adjustment techniques in ameliorating such effects.