| Literature DB >> 35740760 |
Adrià Muntaner-Mas1,2, Emiliano Mazzoli3, Gavin Abbott3, Myrto F Mavilidi4,5, Aina M Galmes-Panades1,6.
Abstract
Background: Physical activity health benefits are widely known. However, the association between physical activity, physical fitness, executive function, and academic performance need further investigation. Additionally, one of the literature gaps reveals scarce and mixed findings on what mediators of physical activity may affect academic achievement. Purpose: This investigation aims to provide knowledge about the mediation role of physical fitness and executive function in the association of physical activity with academic achievement in a cohort of Spanish schoolchildren using a structural equation modelling approach.Entities:
Keywords: academic performance; cognition; educational achievement; fitness; motor activity
Year: 2022 PMID: 35740760 PMCID: PMC9221993 DOI: 10.3390/children9060823
Source DB: PubMed Journal: Children (Basel) ISSN: 2227-9067
Figure 1Hypothesised model of the relationships between physical activity, fitness, executive function and academic achievement without (A) and with confounding variables (B). Physical Activity Questionnaire for Children (PAQ-C); International Fitness Scale (IFIS); Trial Making Test (TMT); Body Mass Index (BMI). IFIS 1. Overall fitness; IFIS 2. Cardiorespiratory fitness; IFIS 3. Muscular fitness; IFIS 4. Speed-agility; IFIS 5. Flexibility. Grade Point Average (GPA).
Children’s demographic characteristics for the entire sample and divided by sex (n = 130).
| All | Girls | Boys | Sex Comparison | |||||
|---|---|---|---|---|---|---|---|---|
| Characteristics |
| %/M ± SD |
| %/M ± SD |
| %/M ± SD | Statistic | |
|
| ||||||||
| Female | 56 | 43 | ||||||
| Male | 74 | 57 | ||||||
| Age (years) | 130 | 10.69 ± 0.96 | 56 | 10.70 ± 0.95 | 74 | 10.69 ± 0.98 | t = 0.04 | 0.967 |
|
| χ2 = 0.84 | 0.657 | ||||||
| Grade 4 | 51 | 39 | 24 | 43 | 27 | 36 | ||
| Grade 5 | 40 | 31 | 15 | 27 | 25 | 34 | ||
| Grade 6 | 39 | 30 | 17 | 30 | 22 | 30 | ||
|
| χ2 = 0.36 | 0.834 | ||||||
| No university | 56 | 43 | 23 | 41 | 33 | 45 | ||
| University level (one parent) | 45 | 35 | 21 | 38 | 24 | 32 | ||
| University level (both parents) | 29 | 22 | 12 | 21 | 17 | 23 | ||
| Body Mass Index (kg/m2) | 130 | 17.90 ± 2.85 | 56 | 17.66 ± 2.88 | 74 | 18.08 ± 2.83 | t = −0.81 | 0.417 |
| Self-reported physical activity (score range 1–5) | 122 | 2.80 ± 0.57 | 53 | 2.79 ± 0.61 | 69 | 2.82 ± 0.55 | t = −0.30 | 0.768 |
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| IFIS 1. Overall fitness | 130 | 3.90 ± 0.80 | 56 | 3.80 ± 0.82 | 74 | 3.97 ± 0.78 | t = −1.20 | 0.235 |
| IFIS 2. Cardiorespiratory fitness | 130 | 3.77 ± 0.87 | 56 | 3.68 ± 0.83 | 74 | 3.84 ± 0.89 | t = −1.05 | 0.297 |
| IFIS 3. Muscular fitness | 130 | 3.81 ± 0.87 | 56 | 3.77 ± 0.95 | 74 | 3.84 ± 0.81 | t = −0.44 | 0.660 |
| IFIS 4. Speed–agility | 130 | 3.89 ± 0.82 | 56 | 3.82 ± 0.81 | 74 | 3.95 ± 0.83 | t = −0.86 | 0.392 |
| IFIS 5. Flexibility | 130 | 3.28 ± 1.03 | 56 | 3.21 ± 1.09 | 74 | 3.34 ± 0.98 | t = −0.67 | 0.506 |
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| ||||||||
| Trail Making Test (s) | ||||||||
| 1. Visual scanning | 130 | 69.08 ± 7.69 | 56 | 69.29 ± 9.07 | 74 | 68.93 ± 6.51 | t = 0.25 | 0.805 |
| 2. Number sequencing | 130 | 60.11 ± 8.63 | 56 | 61.48 ± 9.27 | 74 | 59.07 ± 8.01 | t = 1.56 | 0.122 |
| 3. Letter sequencing | 130 | 68.90 ± 6.42 | 56 | 69.95 ± 7.01 | 74 | 68.11 ± 5.85 | t = 1.59 | 0.115 |
| 4. Number-letter switching | 130 | 140.58 ± 39.91 | 56 | 147.05 ± 45.40 | 74 | 135.68 ± 34.72 | t = 1.56 | 0.122 |
| 5. Motor speed | 130 | 63.02 ± 9.14 | 56 | 64.66 ± 9.59 | 74 | 61.77 ± 8.64 | t = 1.77 | 0.079 |
| Interference score (i.e., 4 minus 2) | 130 | 80.47 ± 36.52 | 56 | 85.57 ± 40.27 | 74 | 76.61 ± 33.16 | t = 1.35 | 0.179 |
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| Maths | 130 | 6.54 ± 1.41 | 56 | 6.27 ± 1.48 | 74 | 6.74 ± 1.32 | t = –1.92 | 0.057 |
| Spanish Language | 130 | 7.04 ± 1.16 | 56 | 6.86 ± 1.17 | 74 | 7.18 ± 1.15 | t = 1.42 | 0.167 |
| Catalan Language | 130 | 7.17 ± 1.24 | 56 | 7.00 ± 1.33 | 74 | 7.30 ± 1.16 | t = 1.43 | 0.167 |
| PE | 130 | 8.12 ± 1.03 | 56 | 8.13 ± 0.97 | 74 | 8.12 ± 1.07 | t = 1.44 | 0.167 |
| GPA | 130 | 7.22 ± 0.92 | 56 | 7.06 ± 0.95 | 74 | 7.33 ± 0.89 | t = 1.45 | 0.167 |
Note: mean (M); standard deviation (SD); International Fitness Scale (IFIS).; grade point average (GPA). physical education (PE).
Figure 2Final model. Physical Activity Questionnaire for Children (PAQ-C); International Fitness Scale (IFIS); Trial Making Test (TMT). Note that the TMT score was reversed so that a greater value reflected better performance. Body Mass Index (BMI). IFIS 1. Overall fitness; IFIS 2. Cardiorespiratory fitness; IFIS 3. Muscular fitness; IFIS 4. Speed-agility. Significant associations are marked in bold.
Standardised direct and indirect association coefficients of the final model.
| Variables | β | 95% CI | ||
|---|---|---|---|---|
| Direct Associations | ||||
|
| ||||
| Physical activity |
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|
|
|
|
| ||||
| Physical activity | 0.00 | 0.991 | –0.26 | 0.27 |
| Physical fitness |
|
|
|
|
|
| ||||
| Physical activity | 0.12 | 0.350 | –0.13 | 0.37 |
| Physical fitness | –0.10 | 0.395 | –0.34 | 0.13 |
| Executive function |
|
|
|
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| Indirect associations b | ||||
| Physical activity → Fitness → Executive function |
| - |
|
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| Fitness → Executive function → Academic achievement |
| - |
|
|
| Physical activity → Fitness → Executive function → Academic achievement | 0.01 | - | –0.18 | 0.17 |
Statistically significant (p < 0.05) associations are marked in bold. a Note that the Trail Making Test score—used as an indicator of executive functioning—was reversed so that a greater value reflected better performance. b 95% confidence intervals for indirect associations were calculated with asymmetric, bias-corrected bootstrapping (1000 resamples), hence p-values were not reported. Confidence intervals (CI).
Goodness of fit statistics for structural equation models testing the hypothesised association between physical activity, physical fitness, executive functions, and academic achievement (n = 130).
| Model | Method | Obs. | χ2 ( | RMSEA [90% CI] | AIC | BIC | CFI | TLI | CD |
|---|---|---|---|---|---|---|---|---|---|
| Final Model | MLMV | 130 | 47.01 (0.042) | 0.060 [0.012, 0.095] | 4531.90 | 4660.94 | 0.968 | 0.946 | 0.785 |
| ML | 122 | 46.65 (0.046) | 0.062 [0.009, 0.098] | 4260.20 | 4372.36 | 0.967 | 0.944 | 0.792 | |
| Model A | MLMV | 130 | 52.89 (0.068) | 0.053 [0.000, 0.086] | 4454.47 | 4563.43 | 0.970 | 0.957 | 0.740 |
| ML | 122 | 50.83 (0.097) | 0.050 [0.000, 0.085] | 4204.03 | 4310.58 | 0.972 | 0.961 | 0.740 | |
| Model B | MLMV | 130 | 92.34 (0.022) | 0.054 [0.022, 0.080] | 5973.38 | 6168.37 | 0.947 | 0.922 | 0.790 |
| ML | 122 | 93.01 (0.019) | 0.057 [0.024, 0.083] | 5606.99 | 5758.41 | 0.943 | 0.915 | 0.797 |
Maximum Likelihood with Missing Values (MLMV); Maximum Likelihood; Root Mean Squared Error of Approximation (RMSEA); confidence interval (CI); Akaike’s information criterion (AIC); Bayesian information criterion (BIC); Comparative fit index (CFI); Tucker-Lewis index (TLI); coefficient of determination (CD). The preferred model is Final Model using MLMV, which was obtained excluding poor factor loading and including only covariates (sex, BMI) for which there was evidence at the p < 0.2 level of relationship with the main constructs of interest (i.e., physical fitness, executive function, or academic achievement). Model A reflects the hypothesised model without GPA as a factor loading of academic achievement and without potential confounders. Model B reflect the hypothesised model without GPA as a factor loading of academic achievement with all potential confounders included. All models allowed for correlation between indicator variable error terms, where modification indices indicated significantly improved model fit and deemed theoretically appropriate and were conducted using two estimation methods (MLMV or ML).