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We compared use of GLS and RVE for multivariate synthesis of coefficient alpha estimates across studies using random versus non-random different length forms while employing the Spearman-Brown correction. The findings of this research can inform both methodological and applied meta-analysts about how GLS and RVE work for multivariate reliability generalization studies and whether Spearman-Brown’s adjustment can be used for the shortened forms.