Are changes in cardiorespiratory fitness resulting from physical activity interventions related to changes in executive function and academic performance in children and adolescents? A systematic review and meta-regression
Tuvey S, Steele J, Horton E, Mayo X, Liguori G, Mann S, Willinger N, Jimenez A · 2019
grade Cmeta-analysisindependentunreplicated
Sample
17 controlled intervention studies reporting pre- and post-intervention cardiorespiratory fitness alongside academic performance and/or executive function
Population
Children and adolescents in school and community physical-activity interventions
Design
Systematic review plus meta-regression of controlled trials, restricted to studies that measured both the putative mediator (cardiorespiratory fitness) and the outcome. This is the design that isolates the causal question the observational fitness-achievement literature cannot answer: does a randomly induced INCREASE in fitness produce an increase in achievement? Graded C because it pools 17 heterogeneous trials of mixed quality and reports estimates after removal of influential studies. Preprint (SportRxiv); no peer-reviewed journal version located.
Key findings
The mechanism fails at the join. Physical activity interventions reliably raise cardiorespiratory fitness (SMD 0.24, 95% CI 0.09 to 0.40) — so the input works on the input. But the same interventions move academic performance 0.11 (95% CI -0.16 to 0.38) and executive function 0.02 (95% CI -0.09 to 0.13), both indistinguishable from zero. Critically, the meta-regression of fitness CHANGE on outcome CHANGE is uninformative for academic performance (beta = -0.04, 95% CI -1.52 to 1.45) and non-significant for executive function (beta = 0.26, 95% CI -0.18 to 0.70). The authors conclude it is "unlikely improvements in CRF from PA interventions are associated with changes in EF or AP." This is the direct experimental refutation of the fitness-as-input model that the large observational fitness-achievement literature assumes.
Genetic confound
The meta-regression uses randomized fitness change, which is the confound-breaking version of the observational fitness-achievement correlation. Given fitness heritability of roughly 55-72%, the contrast between the strong observational association and this null experimental gradient is exactly what passive gene-environment correlation predicts.
Effects
| Outcome | Metric | Value | Measure | Timing | Vs | Horizon | Class |
|---|---|---|---|---|---|---|---|
| Cardiorespiratory fitness (intervention main effect) | SMD | 0.24 (95% CI 0.09 to 0.40) | standardized | end of intervention | business-as-usual | end-of-treatment | health |
| Academic performance (intervention main effect) | SMD | 0.11 (95% CI -0.16 to 0.38) | mixed | end of intervention | business-as-usual | end-of-treatment | domain-skill |
| Executive function (intervention main effect) | SMD | 0.02 (95% CI -0.09 to 0.13) | standardized | end of intervention; lab tasks | business-as-usual | end-of-treatment | far-transfer |
| Fitness change predicting academic-performance change | meta-regression beta | -0.04 (95% CI -1.52 to 1.45) | mixed | change-on-change across trials | none | end-of-treatment | domain-skill |
| Fitness change predicting executive-function change | meta-regression beta | 0.26 (95% CI -0.18 to 0.70) | standardized | change-on-change across trials | none | end-of-treatment | far-transfer |
Cited by
- Physical activity as an input — dose, fitness, and school outcomesno effectconf: mediumgc: low