Meta-regression models are increasingly utilized to integrate empirical results across studies while controlling for … the potential threats of data-mining and publication bias. We propose extended meta-regression models and evaluate their … prevalent in empirical economics. We can show that the meta-regression models here proposed systematically outperform the prior …