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Updated: May 9, 2025

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Published on: January 20, 2023
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Evidence that Phenotypic g is Both Formative and Reflective From Four Large Genetically-Informative Samples
Michael A Woodley Of Menie1, Mateo Peñaherrera-Aguirre2, John G R Fuerst3
1Independent Researcher, London, UK.
Summary
General intelligence (g) is both a reflective and formative construct. New research indicates g influences subtest performance and is also shaped by it, suggesting a dual nature.
Area of Science:
- Psychology
- Behavioral Genetics
- Psychometrics
Background:
- The nature of general intelligence (g) is debated: is it a latent cause or an aggregate summary?
- Biometric structural equation models (SEMs) have previously favored a reflective g model.
- Understanding g's construct type is crucial for interpreting genetic and environmental influences.
Purpose of the Study:
- To test whether general intelligence (g) is a reflective or formative construct.
- To compare common pathway, independent pathways, and merged SEMs using genetically informed data.
- To investigate the dual reflective and formative nature of g.
Main Methods:
- Analysis of four large, genetically informed datasets (US and UK).
- Confirmatory Factor Analysis (CFA) to test three competing SEMs: common pathway, independent pathways, and merged.
- Estimation of genetic g using polygenic scores for educational attainment and cognitive abilities.
Main Results:
- The merged model, incorporating both direct and indirect paths, showed the best fit across all datasets.
- Phenotypic g mediated 31% to 81% of genetic g's effects on subtests.
- Evidence supports g functioning as both a reflective and formative construct.
Conclusions:
- General intelligence (g) is best understood as having both reflective and formative properties.
- The merged model provides a more comprehensive framework for understanding g's complex nature.
- Findings advance the psychometric and genetic understanding of general intelligence.
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