The Evidence on Teaching

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

OutcomeMetricValueMeasureTimingVsHorizonClass
Cardiorespiratory fitness (intervention main effect)SMD0.24 (95% CI 0.09 to 0.40)standardizedend of interventionbusiness-as-usualend-of-treatmenthealth
Academic performance (intervention main effect)SMD0.11 (95% CI -0.16 to 0.38)mixedend of interventionbusiness-as-usualend-of-treatmentdomain-skill
Executive function (intervention main effect)SMD0.02 (95% CI -0.09 to 0.13)standardizedend of intervention; lab tasksbusiness-as-usualend-of-treatmentfar-transfer
Fitness change predicting academic-performance changemeta-regression beta-0.04 (95% CI -1.52 to 1.45)mixedchange-on-change across trialsnoneend-of-treatmentdomain-skill
Fitness change predicting executive-function changemeta-regression beta0.26 (95% CI -0.18 to 0.70)standardizedchange-on-change across trialsnoneend-of-treatmentfar-transfer

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