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A Simple Statistic for Comparing Moderation of Slopes and Correlations
Given a linear relationship between two continuous random variables X and Y that may be moderated by a third, Z, the extent to which the correlation ρ is (un)moderated by Z is equivalent to the extent to which the regression coefficients β(y) and β(x) are (un)moderated by Z iff the variance ratio [F...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Research Foundation
2012
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3408110/ https://www.ncbi.nlm.nih.gov/pubmed/22866042 http://dx.doi.org/10.3389/fpsyg.2012.00231 |
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author | Smithson, Michael |
author_facet | Smithson, Michael |
author_sort | Smithson, Michael |
collection | PubMed |
description | Given a linear relationship between two continuous random variables X and Y that may be moderated by a third, Z, the extent to which the correlation ρ is (un)moderated by Z is equivalent to the extent to which the regression coefficients β(y) and β(x) are (un)moderated by Z iff the variance ratio [Formula: see text] is constant over the range or states of Z. Otherwise, moderation of slopes and of correlations must diverge. Most of the literature on this issue focuses on tests for heterogeneity of variance in Y, and a test for this ratio has not been investigated. Given that regression coefficients are proportional to ρ via this ratio, accurate tests, and estimations of it would have several uses. This paper presents such a test for both a discrete and continuous moderator and evaluates its Type I error rate and power under unequal sample sizes and departures from normality. It also provides a unified approach to modeling moderated slopes and correlations with categorical moderators via structural equations models. |
format | Online Article Text |
id | pubmed-3408110 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Frontiers Research Foundation |
record_format | MEDLINE/PubMed |
spelling | pubmed-34081102012-08-03 A Simple Statistic for Comparing Moderation of Slopes and Correlations Smithson, Michael Front Psychol Psychology Given a linear relationship between two continuous random variables X and Y that may be moderated by a third, Z, the extent to which the correlation ρ is (un)moderated by Z is equivalent to the extent to which the regression coefficients β(y) and β(x) are (un)moderated by Z iff the variance ratio [Formula: see text] is constant over the range or states of Z. Otherwise, moderation of slopes and of correlations must diverge. Most of the literature on this issue focuses on tests for heterogeneity of variance in Y, and a test for this ratio has not been investigated. Given that regression coefficients are proportional to ρ via this ratio, accurate tests, and estimations of it would have several uses. This paper presents such a test for both a discrete and continuous moderator and evaluates its Type I error rate and power under unequal sample sizes and departures from normality. It also provides a unified approach to modeling moderated slopes and correlations with categorical moderators via structural equations models. Frontiers Research Foundation 2012-07-09 /pmc/articles/PMC3408110/ /pubmed/22866042 http://dx.doi.org/10.3389/fpsyg.2012.00231 Text en Copyright © 2012 Smithson. http://www.frontiersin.org/licenseagreement This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc. |
spellingShingle | Psychology Smithson, Michael A Simple Statistic for Comparing Moderation of Slopes and Correlations |
title | A Simple Statistic for Comparing Moderation of Slopes and Correlations |
title_full | A Simple Statistic for Comparing Moderation of Slopes and Correlations |
title_fullStr | A Simple Statistic for Comparing Moderation of Slopes and Correlations |
title_full_unstemmed | A Simple Statistic for Comparing Moderation of Slopes and Correlations |
title_short | A Simple Statistic for Comparing Moderation of Slopes and Correlations |
title_sort | simple statistic for comparing moderation of slopes and correlations |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3408110/ https://www.ncbi.nlm.nih.gov/pubmed/22866042 http://dx.doi.org/10.3389/fpsyg.2012.00231 |
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