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Measurement models for studying child executive functioning: Questioning the status quo.
Marie Camerota1, Michael T Willoughby1, Clancy B Blair2
1RTI International.
Developmental Psychology
|October 26, 2020
Summary
The best way to measure executive functioning (EF) in children is debated. This study shows that using composite models, rather than reflective latent variable models, changes research conclusions about child EF development.
Area of Science:
- Developmental Psychology
- Cognitive Science
- Psychometrics
Background:
- Executive functioning (EF) is a key developmental construct with broad interest.
- Current research predominantly uses reflective latent variable models to measure EF.
- The appropriateness of these reflective models for representing EF in children is questioned.
Purpose of the Study:
- To critically evaluate the prevalent use of reflective latent variable models for child executive functioning.
- To compare reflective latent variable models with alternative composite models for measuring EF.
- To investigate how measurement model choice impacts substantive findings in child EF research.
Main Methods:
- Literature review examining the theoretical basis for reflective versus composite EF models.
- Analysis of longitudinal data from the Family Life Project (N=920) including preschool and first-grade children.
- Comparison of substantive analysis outcomes when EF is modeled as a reflective latent variable versus a composite variable.
Main Results:
- Findings indicate that measurement model specification significantly influences conclusions drawn from EF research.
- The choice between reflective latent variable and composite models leads to divergent interpretations of child executive functioning.
- The study highlights potential limitations of the dominant reflective model approach in developmental research.
Conclusions:
- Reflective latent variable models may not be the most suitable representation for the construct of executive functioning in children.
- Composite models offer a viable alternative that can yield different, potentially more accurate, research findings.
- Recommendations are provided for researchers to consider measurement model implications for robust developmental research on child EF.
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