Power in a randomized between-subjects design can be enhanced by increasing sample size or increasing alpha level. This article compares 2 other methods of increasing power by reducing within-group error. (a) by adding a pretest to the design and using analysis of covariance (ANCOVA) and (b) by increasing the length of the posttest and using analysis of variance (ANOVA)
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Maxwell et al. (1991) studied this question.
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