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The JASP guidelines for conducting and reporting a Bayesian analysis

Despite the increasing popularity of Bayesian inference in empirical research, few practical guidelines provide detailed recommendations for how to apply Bayesian procedures and interpret the results. Here we offer specific guidelines for four different stages of Bayesian statistical reasoning in a...

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Autores principales: van Doorn, Johnny, van den Bergh, Don, Böhm, Udo, Dablander, Fabian, Derks, Koen, Draws, Tim, Etz, Alexander, Evans, Nathan J., Gronau, Quentin F., Haaf, Julia M., Hinne, Max, Kucharský, Šimon, Ly, Alexander, Marsman, Maarten, Matzke, Dora, Gupta, Akash R. Komarlu Narendra, Sarafoglou, Alexandra, Stefan, Angelika, Voelkel, Jan G., Wagenmakers, Eric-Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8219590/
https://www.ncbi.nlm.nih.gov/pubmed/33037582
http://dx.doi.org/10.3758/s13423-020-01798-5
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author van Doorn, Johnny
van den Bergh, Don
Böhm, Udo
Dablander, Fabian
Derks, Koen
Draws, Tim
Etz, Alexander
Evans, Nathan J.
Gronau, Quentin F.
Haaf, Julia M.
Hinne, Max
Kucharský, Šimon
Ly, Alexander
Marsman, Maarten
Matzke, Dora
Gupta, Akash R. Komarlu Narendra
Sarafoglou, Alexandra
Stefan, Angelika
Voelkel, Jan G.
Wagenmakers, Eric-Jan
author_facet van Doorn, Johnny
van den Bergh, Don
Böhm, Udo
Dablander, Fabian
Derks, Koen
Draws, Tim
Etz, Alexander
Evans, Nathan J.
Gronau, Quentin F.
Haaf, Julia M.
Hinne, Max
Kucharský, Šimon
Ly, Alexander
Marsman, Maarten
Matzke, Dora
Gupta, Akash R. Komarlu Narendra
Sarafoglou, Alexandra
Stefan, Angelika
Voelkel, Jan G.
Wagenmakers, Eric-Jan
author_sort van Doorn, Johnny
collection PubMed
description Despite the increasing popularity of Bayesian inference in empirical research, few practical guidelines provide detailed recommendations for how to apply Bayesian procedures and interpret the results. Here we offer specific guidelines for four different stages of Bayesian statistical reasoning in a research setting: planning the analysis, executing the analysis, interpreting the results, and reporting the results. The guidelines for each stage are illustrated with a running example. Although the guidelines are geared towards analyses performed with the open-source statistical software JASP, most guidelines extend to Bayesian inference in general.
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spelling pubmed-82195902021-06-28 The JASP guidelines for conducting and reporting a Bayesian analysis van Doorn, Johnny van den Bergh, Don Böhm, Udo Dablander, Fabian Derks, Koen Draws, Tim Etz, Alexander Evans, Nathan J. Gronau, Quentin F. Haaf, Julia M. Hinne, Max Kucharský, Šimon Ly, Alexander Marsman, Maarten Matzke, Dora Gupta, Akash R. Komarlu Narendra Sarafoglou, Alexandra Stefan, Angelika Voelkel, Jan G. Wagenmakers, Eric-Jan Psychon Bull Rev Theoretical Review Despite the increasing popularity of Bayesian inference in empirical research, few practical guidelines provide detailed recommendations for how to apply Bayesian procedures and interpret the results. Here we offer specific guidelines for four different stages of Bayesian statistical reasoning in a research setting: planning the analysis, executing the analysis, interpreting the results, and reporting the results. The guidelines for each stage are illustrated with a running example. Although the guidelines are geared towards analyses performed with the open-source statistical software JASP, most guidelines extend to Bayesian inference in general. Springer US 2020-10-09 2021 /pmc/articles/PMC8219590/ /pubmed/33037582 http://dx.doi.org/10.3758/s13423-020-01798-5 Text en © The Author(s) 2020 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Theoretical Review
van Doorn, Johnny
van den Bergh, Don
Böhm, Udo
Dablander, Fabian
Derks, Koen
Draws, Tim
Etz, Alexander
Evans, Nathan J.
Gronau, Quentin F.
Haaf, Julia M.
Hinne, Max
Kucharský, Šimon
Ly, Alexander
Marsman, Maarten
Matzke, Dora
Gupta, Akash R. Komarlu Narendra
Sarafoglou, Alexandra
Stefan, Angelika
Voelkel, Jan G.
Wagenmakers, Eric-Jan
The JASP guidelines for conducting and reporting a Bayesian analysis
title The JASP guidelines for conducting and reporting a Bayesian analysis
title_full The JASP guidelines for conducting and reporting a Bayesian analysis
title_fullStr The JASP guidelines for conducting and reporting a Bayesian analysis
title_full_unstemmed The JASP guidelines for conducting and reporting a Bayesian analysis
title_short The JASP guidelines for conducting and reporting a Bayesian analysis
title_sort jasp guidelines for conducting and reporting a bayesian analysis
topic Theoretical Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8219590/
https://www.ncbi.nlm.nih.gov/pubmed/33037582
http://dx.doi.org/10.3758/s13423-020-01798-5
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