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Meta-analysis of academic interventions derived from neuropsychological data
Matthew K Burns1, Shawna Petersen-Brown2, Katherine Haegele1
1Department of Educational, School, and Counseling Psychology, University of Missouri.
Neuropsychological tests show small effects for reading and math interventions. Direct academic skill measures, like reading fluency, yield better results for targeted interventions.
Area of Science:
- Educational Psychology
- Neuroscience
- Intervention Science
Background:
- Scholars suggest neuropsychological tests can inform reading and math interventions.
- The efficacy of using neuropsychological data in intervention design requires empirical validation.
Purpose of the Study:
- To meta-analytically examine the impact of using neuropsychological data in intervention processes.
- To compare the effectiveness of interventions based on cognitive measures versus direct academic skill measures.
Main Methods:
- A systematic electronic search identified 1,126 articles, with 37 meeting inclusion criteria.
- Articles were coded for data application (screening vs. intervention design), group size, and data type (cognitive, reading fluency, phonemic awareness).
- Corrected Hedges' g was computed to quantify effect sizes, with Fail-safe N used to assess robustness.
Main Results:
- Interventions based on cognitive functioning measures showed a small effect size (g = 0.17).
- Interventions targeting reading fluency (g = 0.43) and phonemic/phonological awareness (g = 0.48) demonstrated moderate effect sizes.
- Few studies utilized cognitive measures for intervention design, with most using them for screening.
Conclusions:
- Current evidence does not support using general cognitive measures for developing reading and math interventions.
- Direct measures of academic skills, such as reading fluency, are more effective for skill-by-treatment interaction interventions.
- Future research should focus on interventions directly linked to specific academic skill deficits.
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