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Latent class analysis of reading, decoding, and writing performance using the Academic Performance Test: concurrent
Hugo Cogo-Moreira1, Carolina Alves Ferreira Carvalho, Adriana de Souza Batista Kida
1Department of Psychiatry, Federal University of São Paulo, São Paulo.
Neuropsychiatric Disease and Treatment
|August 29, 2013
Summary
A three-class solution effectively categorizes children
Area of Science:
- Educational Psychology
- Child Development
- Psychometrics
Background:
- The Academic Performance Test (TDE) is used to assess reading and writing skills.
- Understanding distinct performance profiles is crucial for targeted interventions.
- Previous classifications may lack empirical validation.
Purpose of the Study:
- To identify and validate the optimal latent class solution for TDE reading and writing subtests.
- To establish empirically supported categories of academic performance.
Main Methods:
- Item Response Theory (IRT) was used to select high-discriminating items from TDE subtests.
- Latent Class Analysis (LCA) was performed on selected items.
- Solutions were validated using IQ, ADHD, and depression diagnoses.
Main Results:
- A three-class solution emerged as the best fit, identifying groups with good, moderate, and poor performance.
- This classification correlated significantly with estimated IQ and ADHD diagnoses.
- No significant association was found between the latent classes and major depression diagnoses.
Conclusions:
- The three-class solution demonstrates both concurrent and discriminant validity.
- This study provides initial evidence for a valid, empirically derived classification of reading and writing performance.
- The findings support further research into correlates of academic performance using the TDE.
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