Cargando…
Multimethod latent class analysis
Correct and, hence, valid classifications of individuals are of high importance in the social sciences as these classifications are the basis for diagnoses and/or the assignment to a treatment. The via regia to inspect the validity of psychological ratings is the multitrait-multimethod (MTMM) approa...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4584970/ https://www.ncbi.nlm.nih.gov/pubmed/26441714 http://dx.doi.org/10.3389/fpsyg.2015.01332 |
_version_ | 1782392104602828800 |
---|---|
author | Nussbeck, Fridtjof W. Eid, Michael |
author_facet | Nussbeck, Fridtjof W. Eid, Michael |
author_sort | Nussbeck, Fridtjof W. |
collection | PubMed |
description | Correct and, hence, valid classifications of individuals are of high importance in the social sciences as these classifications are the basis for diagnoses and/or the assignment to a treatment. The via regia to inspect the validity of psychological ratings is the multitrait-multimethod (MTMM) approach. First, a latent variable model for the analysis of rater agreement (latent rater agreement model) will be presented that allows for the analysis of convergent validity between different measurement approaches (e.g., raters). Models of rater agreement are transferred to the level of latent variables. Second, the latent rater agreement model will be extended to a more informative MTMM latent class model. This model allows for estimating (i) the convergence of ratings, (ii) method biases in terms of differential latent distributions of raters and differential associations of categorizations within raters (specific rater bias), and (iii) the distinguishability of categories indicating if categories are satisfyingly distinct from each other. Finally, an empirical application is presented to exemplify the interpretation of the MTMM latent class model. |
format | Online Article Text |
id | pubmed-4584970 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-45849702015-10-05 Multimethod latent class analysis Nussbeck, Fridtjof W. Eid, Michael Front Psychol Psychology Correct and, hence, valid classifications of individuals are of high importance in the social sciences as these classifications are the basis for diagnoses and/or the assignment to a treatment. The via regia to inspect the validity of psychological ratings is the multitrait-multimethod (MTMM) approach. First, a latent variable model for the analysis of rater agreement (latent rater agreement model) will be presented that allows for the analysis of convergent validity between different measurement approaches (e.g., raters). Models of rater agreement are transferred to the level of latent variables. Second, the latent rater agreement model will be extended to a more informative MTMM latent class model. This model allows for estimating (i) the convergence of ratings, (ii) method biases in terms of differential latent distributions of raters and differential associations of categorizations within raters (specific rater bias), and (iii) the distinguishability of categories indicating if categories are satisfyingly distinct from each other. Finally, an empirical application is presented to exemplify the interpretation of the MTMM latent class model. Frontiers Media S.A. 2015-09-17 /pmc/articles/PMC4584970/ /pubmed/26441714 http://dx.doi.org/10.3389/fpsyg.2015.01332 Text en Copyright © 2015 Nussbeck and Eid. 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 Nussbeck, Fridtjof W. Eid, Michael Multimethod latent class analysis |
title | Multimethod latent class analysis |
title_full | Multimethod latent class analysis |
title_fullStr | Multimethod latent class analysis |
title_full_unstemmed | Multimethod latent class analysis |
title_short | Multimethod latent class analysis |
title_sort | multimethod latent class analysis |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4584970/ https://www.ncbi.nlm.nih.gov/pubmed/26441714 http://dx.doi.org/10.3389/fpsyg.2015.01332 |
work_keys_str_mv | AT nussbeckfridtjofw multimethodlatentclassanalysis AT eidmichael multimethodlatentclassanalysis |