1. New recommendations for testing indirect effects in mediational models: The need to report and test component paths
- Author
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Cédric Batailler, Charles M. Judd, Dominique Muller, Vincent Yzerbyt, UCL - SSH/IPSY - Psychological Sciences Research Institute, Université Catholique de Louvain (UCL), Laboratoire Inter-universitaire de Psychologie : Personnalité, Cognition, Changement Social [2016-2019] (LIP-PC2S [2016-2019]), Université Grenoble Alpes [2016-2019] (UGA [2016-2019])-Université Savoie Mont Blanc (USMB [Université de Savoie] [Université de Chambéry]), Université Catholique de Louvain = Catholic University of Louvain (UCL), Laboratoire Inter-universitaire de Psychologie : Personnalité, Cognition, Changement Social (LIP-PC2S ), Université Savoie Mont Blanc (USMB [Université de Savoie] [Université de Chambéry])-Université Grenoble Alpes [2016-2019] (UGA [2016-2019]), and University of Colorado [Boulder]
- Subjects
Mediation (statistics) ,Index (economics) ,Sociology and Political Science ,Social Psychology ,[SHS.PSY]Humanities and Social Sciences/Psychology ,050109 social psychology ,PsycINFO ,Models, Psychological ,050105 experimental psychology ,joint-significance ,Moderated mediation ,Component (UML) ,Humans ,Computer Simulation ,mediation ,0501 psychology and cognitive sciences ,bootstrap ,indirect effects ,ComputingMilieux_MISCELLANEOUS ,05 social sciences ,Reproducibility of Results ,Test (assessment) ,[SCCO.PSYC]Cognitive science/Psychology ,Psychology ,[STAT.ME]Statistics [stat]/Methodology [stat.ME] ,Social psychology ,Cognitive psychology - Abstract
In light of current concerns with replicability and reporting false-positive effects in psychology, we examine Type I errors and power associated with 2 distinct approaches for the assessment of mediation, namely the component approach (testing individual parameter estimates in the model) and the index approach (testing a single mediational index). We conduct simulations that examine both approaches and show that the most commonly used tests under the index approach risk inflated Type I errors compared with the joint-significance test inspired by the component approach. We argue that the tendency to report only a single mediational index is worrisome for this reason and also because it is often accompanied by a failure to critically examine the individual causal paths underlying the mediational model. We recommend testing individual components of the indirect effect to argue for the presence of an indirect effect and then using other recommended procedures to calculate the size of that effect. Beyond simple mediation, we show that our conclusions also apply in cases of within-participant mediation and moderated mediation. We also provide a new R-package that allows for an easy implementation of our recommendations. (PsycINFO Database Record (c) 2018 APA, all rights reserved).
- Published
- 2018