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(Hedges and Olkin (1985) recommend that if theory suggests the existence of moderators, a moderator analysis should be conducted even if the homogeneity test is not signi cant. However, those using their methods typically ignore this recommendation.) Hence the meta-analyst will often conclude that the studies being examined are homogenous when they are not; that is, the metaanalyst will conclude that the value of x y or x y is the same in all the studies included in the meta-analysis when, in fact, these parameters actually vary across studies. A major problem here is that under these circumstances, the xed effects model of meta-analysis is then used in almost all cases. Unlike random effects meta-analysis models, xed effects models assume zero between-study variability in x y or x y in computing the standard error of the r or d, resulting in underestimates of the relevant standard errors of the mean. This in turn results in con dence intervals around the r or d that are erroneously narrow sometimes by large amounts. This creates an erroneous impression that the meta-analysis ndings are much more precise than in fact they really are. This problem also results in Type I biases in all signi cance tests conducted r or d, and these biases are often quite large (Hunter & Schmidt, 2000). As a result of this problem, the National Research Council (1992) report on data integration recommended that xed effects models be replaced by random effects models, which do not suffer from this problem. We have also made that recommendation (Hunter & Schmidt, 2000). However, the majority of published meta-analyses using the Rosenthal-Rubin methods and the Hedges-Olkin methods have used their xed effects models. For example, most of the meta-analyses that have appeared in Psychological Bulletin are xed effects meta-analysis. Most of these analyses employ the Hedges and Olkin (1985) xed effect meta-analysis model. Both Rosenthal and Rubin and Hedges and Olkin have presented random effects meta-analysis models as well as xed effects methods, but meta-analysts have rarely employed their random effects methods. The Hunter-Schmidt methods, described earlier in this chapter, are all random effects methods. 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