| Literature DB >> 34206172 |
Alberto Quílez-Robres1, Nieves Moyano2, Alejandra Cortés-Pascual3.
Abstract
Academic achievement has been linked to executive functions. However, it is necessary to clarify the different predictive role that executive functions have on general and specific academic achievement and to determine the most predictive executive factor of this academic achievement. The relationship and predictive role between executive functions and their components (initiative, working memory, task monitoring, organization of materials, flexibility, emotional control, inhibition, self-monitoring) with academic achievement are analyzed in this study, both globally and specifically in the areas of Language Arts and Mathematics, in 133 students from 6 to 9 years of age. The relationship obtained in Pearson's correlation analysis does not differ substantially between overall achievement (r = 0.392) and specific achievement (r = 0.361, r = 0.361), but task monitoring (r = 0.531, r = 0.455, r = 0.446) and working memory (r = 0.512, r = 0.475, r = 0.505) had a greater relationship with general and specific achievement. Finally, regression analyses based on correlation results indicate that executive functions predict general academic performance (14.7%) and specific performance (12.3%, 12.2%) for Language Arts and Mathematics, respectively. Furthermore, working memory and task supervision represent 32.5% of general academic performance, 25.5% of performance in Language Arts, and 27.1% of performance in Mathematics. In conclusion, this study yielded exploratory data on the possible executive functions (task supervision and working memory) responsible for good general academic achievements and specific academic achievements in Mathematics and Language Arts.Entities:
Keywords: academic achievement; executive functions; learning; task monitoring; working memory
Mesh:
Year: 2021 PMID: 34206172 PMCID: PMC8295744 DOI: 10.3390/ijerph18136681
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Scheme of indexes and scales of the executive functions according to Gioia et al. Source: own preparation.
Descriptive and correlated statistics of general academic performance, performance in Language Arts, performance in Mathematics, and general executive functions and their components.
|
| SE | σ2 | Statistical Kurtosis | Kurtosis Deviation Error | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 GAA | 7898 | 1034 | 1070 | 0.797 | 0.417 | 1 | |||||||||||
| 2 AAL | 7713 | 1327 | 1762 | 0.589 | 0.417 | 0.88 ** | |||||||||||
| 3 AAM | 7721 | 1377 | 1897 | 0.420 | 0.417 | 0.916 ** | 0.870 ** | ||||||||||
| 4 EF | 89,310 | 17,842 | 318,338 | 0.330 | 0.446 | −0.392 ** | −0.361 ** | −0.361 ** | |||||||||
| 5 Inhibition | 12,275 | 3066 | 9401 | −0.114 | 0.446 | −0.154 | −0.179 | −0.110 | 0.727 ** | ||||||||
| 6 Self-monitoring | 5879 | 2167 | 4698 | 0.460 | 0.446 | −0.080 | −0.083 | −0.056 | 0.601 ** | 0.556 ** | |||||||
| 7 Flexibility | 11,560 | 2905 | 8440 | 0.553 | 0.446 | −0.117 | −0.109 | −0.089 | 0.528 ** | 0.191 * | 0.226 * | ||||||
| 8 Emotional control | 11,603 | 3322 | 11,041 | 1016 | 0.446 | −0.026 | −0.051 | −0.024 | 0.603 ** | 0.621 ** | 0.491 ** | 0.413 ** | |||||
| 9 Initiative | 7465 | 2212 | 4894 | 0.177 | 0.446 | −0.272 ** | −0.230 * | −0.284 ** | 0.710 ** | 0.304 ** | 0.306 ** | 0.373 ** | 0.158 | ||||
| 10 Working memory | 11,396 | 3513 | 12,346 | −0.152 | 0.446 | −0.512 ** | −0.475 ** | −0.505 ** | 0.802 ** | 0.430 ** | 0.332 ** | 0.315 ** | 0.247 ** | 0.685 ** | |||
| 11 Planning | 11,887 | 3229 | 10,431 | −0.354 | 0.446 | −0.402 ** | −0.367 ** | −0.406 ** | 0.830 ** | 0.526 ** | 0.376 ** | 0.274 ** | 0.224 * | 0.703 ** | 0.781 ** | ||
| 12 Task monitoring | 8474 | 2732 | 7469 | −0.444 | 0.446 | −0.531 ** | −0.455 ** | −0.446 ** | 0.702 ** | 0.436 ** | 0.252 ** | 0.230 * | 0.224 * | 0.472 ** | 0.630 ** | 0.632 ** | |
| 13 Organization | 8756 | 2393 | 5730 | 0.793 | 0.447 | −0.329 ** | −0.274 ** | −0.300 ** | 0.712 ** | 0.421 ** | 0.346 ** | 0.301 ** | 0.288 ** | 0.482 ** | 0.546 ** | 0.611 ** | 0.540 ** |
GAA (global academic achievement); AAL (academic achievement in Language and Literature); AAM (academic achievement in Mathematics); EF (executive functions). * p < 0.05; ** p < 0.01.
Linear regression analysis to predict overall academic performance, academic performance in Language Arts, and academic performance in Mathematics across executive functions.
| Adjusted R2 | df | F |
| SE | Β |
|
| ||
|---|---|---|---|---|---|---|---|---|---|
| Model 1 | EF-GAA | 0.147 | 1 | 20,749 | <0.001 | 0.974 | −0.392 *** | −4.55 | <0.001 |
| Model 2 | EF-AAL | 0.123 | 1 | 17,105 | <0.001 | 1.246 | −0.361 *** | −4.136 | <0.001 |
| Model 3 | EF-AAM | 0.122 | 1 | 17,053 | <0.001 | 1.297 | −0.361 *** | −4.130 | <0.001 |
GAA (global academic achievement); AAL (academic achievement in Language and Literature); AAM (academic achievement in Mathematics); EF (executive functions). *** p < 0.001.
Linear regression analysis to predict overall academic performance, academic performance in Language Arts, and academic performance in Mathematics across factors or components of executive functions.
| df | F |
| Adjusted R2 | SE |
|
|
| ||
|---|---|---|---|---|---|---|---|---|---|
| Model | Working memory | 2 | 28,419 | <0.001 | 0.325 | 0.030 | −0.286 ** | −2.874 | 0.005 |
| Model 2 | Working memory | 2 | 20,447 | <0.001 | 0.255 | 0.040 | −0.301 ** | −2.878 | 0.005 |
| Model 3 | Working memory | 2 | 22,181 | <0.001 | 0.271 | 0.041 | −0.362 *** | −3.493 | 0.001 |
GAA (global academic achievement); AAL (academic achievement in Language and Literature); AAM (academic achievement in Mathematics); EF (executive functions). * p < 0.05; ** p < 0.01; *** p < 0.001.