The Data Generation Mechanism: Relationship Between Constructs and Their Indicators

Detalhes bibliográficos
Autor(a) principal: Damasceno Cunha, Raissa
Data de Publicação: 2023
Outros Autores: Faiad, Cristiane, Nunes Baptista, Makilim, Ferrari Cardoso, Hugo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Psicologia (Universidade de Brasília. Online)
Texto Completo: https://periodicos.unb.br/index.php/revistaptp/article/view/41211
Resumo: The choice of statistical data analysis should be guided by a critical analysis that supports the theoretical relationship between the construct and its indicators. This theoretical article reviews the three main existing psychometric paradigms and their proposals for explaining the relationship between indicators and their constructs. The discussion begins with the standard paradigm that guides the construction and analysis of data in psychology, reflective model. Then, a description of the formative models is performed and finally the Network Analysis as an alternative. The definitions, consequences, and limitations of the use of each measurement model are presented such as a reflection on making decisions about which data generation mechanisms are more appropriate.
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spelling The Data Generation Mechanism: Relationship Between Constructs and Their IndicatorsO Mecanismo de Geração de Dados: Relação entre Construtos e seus IndicadoresPsychometrics, Data analysis, Data generation mechanism, Reflective models, Formative models, Network analysisPsicometria, Análise de dados, Mecanismo de geração de dados, Modelos reflexivos, Modelos formativos, Análise de redesThe choice of statistical data analysis should be guided by a critical analysis that supports the theoretical relationship between the construct and its indicators. This theoretical article reviews the three main existing psychometric paradigms and their proposals for explaining the relationship between indicators and their constructs. The discussion begins with the standard paradigm that guides the construction and analysis of data in psychology, reflective model. Then, a description of the formative models is performed and finally the Network Analysis as an alternative. The definitions, consequences, and limitations of the use of each measurement model are presented such as a reflection on making decisions about which data generation mechanisms are more appropriate.A escolha da análise estatística de dados deveria ser guiada por uma análise crítica que fundamenta a relação teórica entre construto e seus indicadores. Este teórico artigo faz uma revisão dos três principais paradigmas psicométricos e suas propostas de explicação da relação entre os indicadores e seus construtos. A discussão é iniciada com o paradigma padrão que guia a construção e análise de dados na psicologia, os modelos reflexivos. Em seguida, é realizada uma descrição dos modelos formativos e, por fim, a proposta da Análise de Redes como alternativa. São apresentadas as definições, consequências e limitações do uso de cada modelo de medida, bem como uma reflexão na tomada de decisão sobre quais mecanismos de geração de dados são mais apropriados.Instituto de Psicologia - Universidade de Brasília2023-07-03info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://periodicos.unb.br/index.php/revistaptp/article/view/4121110.1590/0102.3772e39nspe08.enPsicologia: Teoria e Pesquisa; Vol. 39 (2023)Psicologia: Teoria e Pesquisa; Vol. 39 (2023)Psicologia: Teoria e Pesquisa; Vol. 39 (2023)Psicologia: Teoria e Pesquisa; v. 39 (2023)1806-34460102-3772reponame:Psicologia (Universidade de Brasília. Online)instname:Universidade de Brasília (UnB)instacron:UNBenghttps://periodicos.unb.br/index.php/revistaptp/article/view/41211/37606Copyright (c) 2023 Raissa Damasceno Cunha, Cristiane Faiad, Makilim Nunes Baptista, Hugo Ferrari Cardosohttp://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessDamasceno Cunha, RaissaFaiad, CristianeNunes Baptista, MakilimFerrari Cardoso, Hugo2023-07-18T14:31:18Zoai:ojs.pkp.sfu.ca:article/41211Revistahttps://periodicos.unb.br/index.php/revistaptp/indexPUBhttps://periodicos.unb.br/index.php/revistaptp/oairevistaptp@gmail.com1806-34460102-3772opendoar:2023-07-18T14:31:18Psicologia (Universidade de Brasília. Online) - Universidade de Brasília (UnB)false
dc.title.none.fl_str_mv The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
O Mecanismo de Geração de Dados: Relação entre Construtos e seus Indicadores
title The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
spellingShingle The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
Damasceno Cunha, Raissa
Psychometrics, Data analysis, Data generation mechanism, Reflective models, Formative models, Network analysis
Psicometria, Análise de dados, Mecanismo de geração de dados, Modelos reflexivos, Modelos formativos, Análise de redes
title_short The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
title_full The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
title_fullStr The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
title_full_unstemmed The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
title_sort The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
author Damasceno Cunha, Raissa
author_facet Damasceno Cunha, Raissa
Faiad, Cristiane
Nunes Baptista, Makilim
Ferrari Cardoso, Hugo
author_role author
author2 Faiad, Cristiane
Nunes Baptista, Makilim
Ferrari Cardoso, Hugo
author2_role author
author
author
dc.contributor.author.fl_str_mv Damasceno Cunha, Raissa
Faiad, Cristiane
Nunes Baptista, Makilim
Ferrari Cardoso, Hugo
dc.subject.por.fl_str_mv Psychometrics, Data analysis, Data generation mechanism, Reflective models, Formative models, Network analysis
Psicometria, Análise de dados, Mecanismo de geração de dados, Modelos reflexivos, Modelos formativos, Análise de redes
topic Psychometrics, Data analysis, Data generation mechanism, Reflective models, Formative models, Network analysis
Psicometria, Análise de dados, Mecanismo de geração de dados, Modelos reflexivos, Modelos formativos, Análise de redes
description The choice of statistical data analysis should be guided by a critical analysis that supports the theoretical relationship between the construct and its indicators. This theoretical article reviews the three main existing psychometric paradigms and their proposals for explaining the relationship between indicators and their constructs. The discussion begins with the standard paradigm that guides the construction and analysis of data in psychology, reflective model. Then, a description of the formative models is performed and finally the Network Analysis as an alternative. The definitions, consequences, and limitations of the use of each measurement model are presented such as a reflection on making decisions about which data generation mechanisms are more appropriate.
publishDate 2023
dc.date.none.fl_str_mv 2023-07-03
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://periodicos.unb.br/index.php/revistaptp/article/view/41211
10.1590/0102.3772e39nspe08.en
url https://periodicos.unb.br/index.php/revistaptp/article/view/41211
identifier_str_mv 10.1590/0102.3772e39nspe08.en
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://periodicos.unb.br/index.php/revistaptp/article/view/41211/37606
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Instituto de Psicologia - Universidade de Brasília
publisher.none.fl_str_mv Instituto de Psicologia - Universidade de Brasília
dc.source.none.fl_str_mv Psicologia: Teoria e Pesquisa; Vol. 39 (2023)
Psicologia: Teoria e Pesquisa; Vol. 39 (2023)
Psicologia: Teoria e Pesquisa; Vol. 39 (2023)
Psicologia: Teoria e Pesquisa; v. 39 (2023)
1806-3446
0102-3772
reponame:Psicologia (Universidade de Brasília. Online)
instname:Universidade de Brasília (UnB)
instacron:UNB
instname_str Universidade de Brasília (UnB)
instacron_str UNB
institution UNB
reponame_str Psicologia (Universidade de Brasília. Online)
collection Psicologia (Universidade de Brasília. Online)
repository.name.fl_str_mv Psicologia (Universidade de Brasília. Online) - Universidade de Brasília (UnB)
repository.mail.fl_str_mv revistaptp@gmail.com
_version_ 1788355268155801600

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