Statistical criteria for inclusion were that each article needed to report sufficient data for us to calculate a correlation coefficient. Correlation coefficients were found in the literature in one of four ways. First, authors could provide an actual correlation coefficient in the article. Authors could also provide standardized betas in a univariate regression model, which are equal to correlation coefficients in this form. Third, authors could provide unadjusted odds ratios that could be converted to a correlation coefficient with the formula suggested by Digby (1983) : (OR3/4 −1)/(OR3/4 + 1), where OR = odds ratio. Finally, authors could provide sufficient data for us to calculate standardized mean differences, which we could convert to correlation coefficients using the Comprehensive Meta-Analysis software (Borenstein, Hedges, Higgins, & Roth-stein, 2005 ). For us to calculate a standardized mean difference, articles needed to provide the following: means, standard deviations, and sample sizes for both high-discrimination and low-discrimination groups; means for each group, along with a total sample size and paired-groups t value; means and sample sizes for the high-discrimination and low-discrimination groups, along with an independent-groups t value; or the standardized mean difference itself, along with the lower limit, upper limit, confidence level, and effect direction. All effects used within the meta-analytic portion of this review are zero-order.
Articles that met all other criteria but did not provide sufficient data for us to calculate a zero-order correlation coefficient were included in the review portion of this research only. A total of 78 articles did not contain appropriate data or did not present sufficient data for meta-analysis.