Economics of Education Review · 2024 · 24 citations · 97 references
Public HealthBiostatisticsEconomicsCausal InferenceMeta-analysisStatisticsBiasHeterogeneity AssessmentModerator AnalysisPublication BiasSelection BiasStudy SelectionBayesian Heterogeneity ModelingBayesian Publication Bias ModelsEndogeneity CorrectionMeta-analysis BiasMeta-analytic Bias AssessmentPublication Bias DetectionPublication Selection BiasResidual Heterogeneity
Educational outcomes have many determinants, but one that most young people can readily control is choosing whether to work while in school. Sixty-nine studies have estimated the effect, but results vary from large negative to positive estimates. We show that the results are systematically driven by context, publication bias, and treatment of endogeneity. Studies neglecting endogeneity suffer from an upward bias, which is almost fully compensated by publication selection in favor of negative estimates. Overall the literature suggests a negative but economically inconsequential mean effect. The effect is more substantive for decisions to drop out. To derive these results we collect 861 previously reported estimates together with 32 variables reflecting estimation context, use recently developed techniques to correct for publication bias, and employ Bayesian model averaging to assign a pattern to the heterogeneity in the literature.
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Bias in meta-analysis detected by a simple, graphical test
Matthias Egger, George Davey Smith, Martin Schneider et al. · BMJ · 1997 · 56.3K citations
Bayesian Model Selection in Social Research
Adrian E. Raftery · Sociological Methodology · 1995 · 6.9K citations
Computing, Biostatistics, Sociology +17