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On the Interpretation and Use of Mediation: Multiple Perspectives on Mediation Analysis
Mediation analysis has become a very popular approach in psychology, and it is one that is associated with multiple perspectives that are often at odds, often implicitly. Explicitly discussing these perspectives and their motivations, advantages, and disadvantages can help to provide clarity to conv...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2017
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5694788/ https://www.ncbi.nlm.nih.gov/pubmed/29187828 http://dx.doi.org/10.3389/fpsyg.2017.01984 |
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author | Agler, Robert De Boeck, Paul |
author_facet | Agler, Robert De Boeck, Paul |
author_sort | Agler, Robert |
collection | PubMed |
description | Mediation analysis has become a very popular approach in psychology, and it is one that is associated with multiple perspectives that are often at odds, often implicitly. Explicitly discussing these perspectives and their motivations, advantages, and disadvantages can help to provide clarity to conversations and research regarding the use and refinement of mediation models. We discuss five such pairs of perspectives on mediation analysis, their associated advantages and disadvantages, and their implications: with vs. without a mediation hypothesis, specific effects vs. a global model, directness vs. indirectness of causation, effect size vs. null hypothesis testing, and hypothesized vs. alternative explanations. Discussion of the perspectives is facilitated by a small simulation study. Some philosophical and linguistic considerations are briefly discussed, as well as some other perspectives we do not develop here. |
format | Online Article Text |
id | pubmed-5694788 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-56947882017-11-29 On the Interpretation and Use of Mediation: Multiple Perspectives on Mediation Analysis Agler, Robert De Boeck, Paul Front Psychol Psychology Mediation analysis has become a very popular approach in psychology, and it is one that is associated with multiple perspectives that are often at odds, often implicitly. Explicitly discussing these perspectives and their motivations, advantages, and disadvantages can help to provide clarity to conversations and research regarding the use and refinement of mediation models. We discuss five such pairs of perspectives on mediation analysis, their associated advantages and disadvantages, and their implications: with vs. without a mediation hypothesis, specific effects vs. a global model, directness vs. indirectness of causation, effect size vs. null hypothesis testing, and hypothesized vs. alternative explanations. Discussion of the perspectives is facilitated by a small simulation study. Some philosophical and linguistic considerations are briefly discussed, as well as some other perspectives we do not develop here. Frontiers Media S.A. 2017-11-15 /pmc/articles/PMC5694788/ /pubmed/29187828 http://dx.doi.org/10.3389/fpsyg.2017.01984 Text en Copyright © 2017 Agler and De Boeck. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Agler, Robert De Boeck, Paul On the Interpretation and Use of Mediation: Multiple Perspectives on Mediation Analysis |
title | On the Interpretation and Use of Mediation: Multiple Perspectives on Mediation Analysis |
title_full | On the Interpretation and Use of Mediation: Multiple Perspectives on Mediation Analysis |
title_fullStr | On the Interpretation and Use of Mediation: Multiple Perspectives on Mediation Analysis |
title_full_unstemmed | On the Interpretation and Use of Mediation: Multiple Perspectives on Mediation Analysis |
title_short | On the Interpretation and Use of Mediation: Multiple Perspectives on Mediation Analysis |
title_sort | on the interpretation and use of mediation: multiple perspectives on mediation analysis |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5694788/ https://www.ncbi.nlm.nih.gov/pubmed/29187828 http://dx.doi.org/10.3389/fpsyg.2017.01984 |
work_keys_str_mv | AT aglerrobert ontheinterpretationanduseofmediationmultipleperspectivesonmediationanalysis AT deboeckpaul ontheinterpretationanduseofmediationmultipleperspectivesonmediationanalysis |