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Meta-analyses are generally used to assess the overall effect of a treatment or intervention. In this study, a total of 61 meta-analyses published after 2008 were identified, aims to evaluate the current meta-analytic practices in education. Based on the information reported in methodologies, analysis and results, components that contribute to the extent of heterogeneity in a meta-analysis were summarized and evaluated, the result reveals that these meta-analyses reported well in study characteristics, but lack of full and transparent information in methodologies and heterogeneity variance estimation. Recommendations about reporting in meta-analysis are provided for producing more credible and generalizable inferences.