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Start Over Descriptor "Formative models" Topic network analysis
3 results on '"Formative models"'

1. The Data Generation Mechanism: Relationship Between Constructs and Their Indicators

Author

Raíssa Damasceno Cunha, Cristiane Faiad, Makilim N. Baptista, and Hugo F. Cardoso

Subjects
psychometrics, data analysis, data generation mechanism, reflective models, formative models, network analysis, Psychology, BF1-990
Abstract

Abstract 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.

Published
2023
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2. The Data Generation Mechanism: Relationship Between Constructs and Their Indicators.

Author

Damasceno Cunha, Raíssa, Faiad, Cristiane, Baptista, Makilim N., and Cardoso, Hugo F.

Subjects
*DATA analysis, *CRITICAL analysis, *DECISION making, *STATISTICS, *PARADIGMS (Social sciences), *PSYCHOMETRICS, *SOCIAL sciences
Abstract

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. [ABSTRACT FROM AUTHOR]

Published
2023
Full Text
View/download PDF

3. O Mecanismo de Geração de Dados: Relação entre Construtos e seus Indicadores

Author

Cunha, Raíssa Damasceno, Faiad, Cristiane, Baptista, Makilim N., and Cardoso, Hugo F.

Subjects
psychometrics, mecanismo de geração de dados, reflective models, modelos formativos, análise de redes, data analysis, data generation mechanism, psicometria, formative models, modelos reflexivos, network analysis, análise de dados
Abstract

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. Resumo 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.

Published
2023

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