Experimental psychology

Internal medicine

Neuroscience

Personality

Mathematics

Meta-analysis

Statistics

Meta-regression

Cognition

Cognitive psychology

Psychology

Replicate

Medicine

Social psychology

Social Psychological and Personality Science

A novel meta-regression method, precision-effect test and precision-effect estimate with standard errors (PET-PEESE), predicts and explains recent high-profile failures to replicate in psychology. The central purpose of this article is to identify the limitations of PET-PEESE for application to social/personality psychology. Using typical conditions found in social/personality research, our simulations identify three areas of concern. PET-PEESE performs poorly in research areas where there are only a few studies, all studies use small samples, and where there is very high heterogeneity of results from study to study. Nonetheless, the statistical properties of conventional meta-analysis approaches are much worse than PET-PEESE under these same conditions. Our simulations suggest alterations to conventional research practice and ways to moderate PET-PEESE weaknesses.

Limitations of PET-PEESE and Other Meta-Analysis Methods