A Review of Applications of the Bayes Factor in Psychological Research

Open Access
Authors
  • D.W. Heck
  • U. Boehm
  • F. Böing-Messing
  • P.-C. Bürkner
  • K. Derks
  • Z. Dienes
  • Q. Fu
  • X. Gu
  • D. Karimova
  • H.A.L. Kiers
  • I. Klugkist
  • R.M. Kuiper
  • M.D. Lee
  • R. Leenders
  • H.J. Leplaa
  • M. Linde
  • A. Ly ORCID logo
  • M. Meijerink-Bosman
  • M. Moerbeek
  • J. Mulder
  • B. Palfi
  • F.D. Schönbrodt
  • J.N. Tendeiro
  • D. van den Bergh ORCID logo
  • C.J. Van Lissa
  • D. van Ravenzwaaij
  • W. Vanpaemel
  • E.-J. Wagenmakers
  • D.R. Williams
  • M. Zondervan-Zwijnenburg
  • H. Hoijtink
Publication date 06-2023
Journal Psychological Methods
Volume | Issue number 28 | 3
Pages (from-to) 558-579
Number of pages 22
Organisations
  • Faculty of Social and Behavioural Sciences (FMG) - Psychology Research Institute (PsyRes)
Abstract

The last 25 years have shown a steady increase in attention for the Bayes factor as a tool for hypothesis evaluation and model selection. The present review highlights the potential of the Bayes factor in psychological research. We discuss six types of applications: Bayesian evaluation of point null, interval, and informative hypotheses, Bayesian evidence synthesis, Bayesian variable selection and model averaging, and Bayesian evaluation of cognitive models. We elaborate what each application entails, give illustrative examples, and provide an overview of key references and software with links to other applications. The article is concluded with a discussion of the opportunities and pitfalls of Bayes factor applications and a sketch of corresponding future research lines.

Document type Review article
Language English
Related publication A review of applications of the Bayes factor in psychological research
Published at https://doi.org/10.31234/osf.io/cu43g https://doi.org/10.1037/met0000454
Published at https://ovidsp.ovid.com/ovidweb.cgi?T=JS&CSC=Y&NEWS=N&PAGE=fulltext&AN=00060744-202306000-00003&LSLINK=80&D=ovft
Other links https://osf.io/k9c5q/ https://www.scopus.com/pages/publications/85130622750
Downloads
Bayes Factor Review v3 (Accepted author manuscript)
00060744-202306000-00003 (Final published version)
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