Specifying composites in structural equation modeling

Detalhes bibliográficos
Autor(a) principal: Yu, Xi
Data de Publicação: 2023
Outros Autores: Schuberth, Florian, Henseler, Jörg
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/148024
Resumo: Yu, X., Schuberth, F., & Henseler, J. (2023). Specifying composites in structural equation modeling: A refinement of the Henseler–Ogasawara specification. Statistical Analysis and Data Mining, 16(4), 348 - 357. https://doi.org/10.1002/sam.11608 ---Funding Information: FCT Fundação para a Ciência e a Tecnologia (UIDB/04152/2020)
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spelling Specifying composites in structural equation modelingA refinement of the Henseler–Ogasawara specificationcomposite-based structural equation modelingcompositesemergent variablesexcrescent variablesHenseler–Ogasawara specificationAnalysisInformation SystemsComputer Science ApplicationsYu, X., Schuberth, F., & Henseler, J. (2023). Specifying composites in structural equation modeling: A refinement of the Henseler–Ogasawara specification. Statistical Analysis and Data Mining, 16(4), 348 - 357. https://doi.org/10.1002/sam.11608 ---Funding Information: FCT Fundação para a Ciência e a Tecnologia (UIDB/04152/2020)Structural equation modeling (SEM) plays an important role in business and social science and so do composites, that is, linear combinations of variables. However, existing approaches to integrate composites into structural equation models still have limitations. A major leap forward has been the Henseler–Ogasawara (H–O) specification, which for the first time allows for seamlessly integrating composites into structural equation models. In doing so, it relies on emergent variables, that is, the composite of interest, and one or more orthogonal excrescent variables, that is, composites that have no surplus meaning but just span the remaining space of the emergent variable's components. Although the H–O specification enables researchers to flexibly model composites in SEM, it comes along with several practical problems: (i) The H–O specification is difficult to visualize graphically; (ii) its complexity could create difficulties for analysts, and (iii) at times SEM software packages seem to encounter convergence issues with it. In this paper, we present a refinement of the original H–O specification that addresses these three problems. In this new specification, only two components load on each excrescent variable, whereas the excrescent variables are allowed to covary among themselves. This results in a simpler graphical visualization. Additionally, researchers facing convergence issues of the original H–O specification are provided with an alternative specification. Finally, we illustrate the new specification's application by means of an empirical example and provide guidance on how (standardized) weights including their standard errors can be calculated in the R package lavaan. The corresponding Mplus model syntax is provided in the Supplementary Material.Information Management Research Center (MagIC) - NOVA Information Management SchoolRUNYu, XiSchuberth, FlorianHenseler, Jörg2023-01-23T22:16:07Z2023-08-012023-08-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article10application/pdfapplication/pdfhttp://hdl.handle.net/10362/148024eng1932-1864PURE: 51326829https://doi.org/10.1002/sam.11608info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T05:29:17Zoai:run.unl.pt:10362/148024Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:53:09.526045Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Specifying composites in structural equation modeling
A refinement of the Henseler–Ogasawara specification
title Specifying composites in structural equation modeling
spellingShingle Specifying composites in structural equation modeling
Yu, Xi
composite-based structural equation modeling
composites
emergent variables
excrescent variables
Henseler–Ogasawara specification
Analysis
Information Systems
Computer Science Applications
title_short Specifying composites in structural equation modeling
title_full Specifying composites in structural equation modeling
title_fullStr Specifying composites in structural equation modeling
title_full_unstemmed Specifying composites in structural equation modeling
title_sort Specifying composites in structural equation modeling
author Yu, Xi
author_facet Yu, Xi
Schuberth, Florian
Henseler, Jörg
author_role author
author2 Schuberth, Florian
Henseler, Jörg
author2_role author
author
dc.contributor.none.fl_str_mv Information Management Research Center (MagIC) - NOVA Information Management School
RUN
dc.contributor.author.fl_str_mv Yu, Xi
Schuberth, Florian
Henseler, Jörg
dc.subject.por.fl_str_mv composite-based structural equation modeling
composites
emergent variables
excrescent variables
Henseler–Ogasawara specification
Analysis
Information Systems
Computer Science Applications
topic composite-based structural equation modeling
composites
emergent variables
excrescent variables
Henseler–Ogasawara specification
Analysis
Information Systems
Computer Science Applications
description Yu, X., Schuberth, F., & Henseler, J. (2023). Specifying composites in structural equation modeling: A refinement of the Henseler–Ogasawara specification. Statistical Analysis and Data Mining, 16(4), 348 - 357. https://doi.org/10.1002/sam.11608 ---Funding Information: FCT Fundação para a Ciência e a Tecnologia (UIDB/04152/2020)
publishDate 2023
dc.date.none.fl_str_mv 2023-01-23T22:16:07Z
2023-08-01
2023-08-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10362/148024
url http://hdl.handle.net/10362/148024
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1932-1864
PURE: 51326829
https://doi.org/10.1002/sam.11608
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 10
application/pdf
application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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