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Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models
In this article, we evaluated the performance of statistical methods in single-group and multi-group analysis approaches for testing group difference in indirect effects and for testing simple indirect effects in each group. We also investigated whether the performance of the methods in the single-g...
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/PMC5425601/ https://www.ncbi.nlm.nih.gov/pubmed/28553248 http://dx.doi.org/10.3389/fpsyg.2017.00747 |
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author | Ryu, Ehri Cheong, Jeewon |
author_facet | Ryu, Ehri Cheong, Jeewon |
author_sort | Ryu, Ehri |
collection | PubMed |
description | In this article, we evaluated the performance of statistical methods in single-group and multi-group analysis approaches for testing group difference in indirect effects and for testing simple indirect effects in each group. We also investigated whether the performance of the methods in the single-group approach was affected when the assumption of equal variance was not satisfied. The assumption was critical for the performance of the two methods in the single-group analysis: the method using a product term for testing the group difference in a single path coefficient, and the Wald test for testing the group difference in the indirect effect. Bootstrap confidence intervals in the single-group approach and all methods in the multi-group approach were not affected by the violation of the assumption. We compared the performance of the methods and provided recommendations. |
format | Online Article Text |
id | pubmed-5425601 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-54256012017-05-26 Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models Ryu, Ehri Cheong, Jeewon Front Psychol Psychology In this article, we evaluated the performance of statistical methods in single-group and multi-group analysis approaches for testing group difference in indirect effects and for testing simple indirect effects in each group. We also investigated whether the performance of the methods in the single-group approach was affected when the assumption of equal variance was not satisfied. The assumption was critical for the performance of the two methods in the single-group analysis: the method using a product term for testing the group difference in a single path coefficient, and the Wald test for testing the group difference in the indirect effect. Bootstrap confidence intervals in the single-group approach and all methods in the multi-group approach were not affected by the violation of the assumption. We compared the performance of the methods and provided recommendations. Frontiers Media S.A. 2017-05-11 /pmc/articles/PMC5425601/ /pubmed/28553248 http://dx.doi.org/10.3389/fpsyg.2017.00747 Text en Copyright © 2017 Ryu and Cheong. 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 Ryu, Ehri Cheong, Jeewon Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models |
title | Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models |
title_full | Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models |
title_fullStr | Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models |
title_full_unstemmed | Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models |
title_short | Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models |
title_sort | comparing indirect effects in different groups in single-group and multi-group structural equation models |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5425601/ https://www.ncbi.nlm.nih.gov/pubmed/28553248 http://dx.doi.org/10.3389/fpsyg.2017.00747 |
work_keys_str_mv | AT ryuehri comparingindirecteffectsindifferentgroupsinsinglegroupandmultigroupstructuralequationmodels AT cheongjeewon comparingindirecteffectsindifferentgroupsinsinglegroupandmultigroupstructuralequationmodels |