Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autor principal: Smithson, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2012
Materias:
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
_version_ 1782239422180229120
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
work_keys_str_mv AT smithsonmichael asimplestatisticforcomparingmoderationofslopesandcorrelations
AT smithsonmichael simplestatisticforcomparingmoderationofslopesandcorrelations