General Ability Level Moderates Cognitive–Achievement Relations for Mathematics

Spearman’s Law of Diminishing Returns (SLODR) suggests general intelligence would be a stronger predictor of academic skills at lower general ability levels, and broad cognitive abilities would be stronger predictors of academic skills at higher general ability levels. Few studies have examined how...

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Main Authors: Christopher R. Niileksela, Jacob Robbins, Daniel B. Hajovsky
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Journal of Intelligence
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Online Access:https://www.mdpi.com/2079-3200/13/6/65
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author Christopher R. Niileksela
Jacob Robbins
Daniel B. Hajovsky
author_facet Christopher R. Niileksela
Jacob Robbins
Daniel B. Hajovsky
author_sort Christopher R. Niileksela
collection DOAJ
description Spearman’s Law of Diminishing Returns (SLODR) suggests general intelligence would be a stronger predictor of academic skills at lower general ability levels, and broad cognitive abilities would be stronger predictors of academic skills at higher general ability levels. Few studies have examined how cognitive–mathematics relations may vary for people with different levels of general cognitive ability. Multi-group structural equation modeling tested whether cognitive–mathematics relations differed by general ability levels for school-aged children (grades 1–5 and grades 6–12) using the <i>Woodcock-Johnson Third Edition</i> (<i>n</i> = 4470) and <i>Fourth Edition</i> (<i>n</i> = 3891) standardization samples. Results suggested that relationships between cognitive abilities and mathematics varied across general ability groups. General intelligence showed a stronger relative effect on mathematics for those with lower general ability compared to those with average or high general ability, and broad cognitive abilities showed a stronger relative effect on mathematics for those with average or high general ability compared to those with lower general ability. These findings provide a more nuanced understanding of cognitive–mathematics relations.
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spelling doaj-art-df9f22ef3a2549638a5814be5d4d96232025-06-25T14:00:31ZengMDPI AGJournal of Intelligence2079-32002025-06-011366510.3390/jintelligence13060065General Ability Level Moderates Cognitive–Achievement Relations for MathematicsChristopher R. Niileksela0Jacob Robbins1Daniel B. Hajovsky2Department of Educational Psychology, University of Kansas, Lawrence, KS 66045, USADepartment of Educational Psychology, Texas A&M University, College Station, TX 77845, USADepartment of Educational Psychology, Texas A&M University, College Station, TX 77845, USASpearman’s Law of Diminishing Returns (SLODR) suggests general intelligence would be a stronger predictor of academic skills at lower general ability levels, and broad cognitive abilities would be stronger predictors of academic skills at higher general ability levels. Few studies have examined how cognitive–mathematics relations may vary for people with different levels of general cognitive ability. Multi-group structural equation modeling tested whether cognitive–mathematics relations differed by general ability levels for school-aged children (grades 1–5 and grades 6–12) using the <i>Woodcock-Johnson Third Edition</i> (<i>n</i> = 4470) and <i>Fourth Edition</i> (<i>n</i> = 3891) standardization samples. Results suggested that relationships between cognitive abilities and mathematics varied across general ability groups. General intelligence showed a stronger relative effect on mathematics for those with lower general ability compared to those with average or high general ability, and broad cognitive abilities showed a stronger relative effect on mathematics for those with average or high general ability compared to those with lower general ability. These findings provide a more nuanced understanding of cognitive–mathematics relations.https://www.mdpi.com/2079-3200/13/6/65cognitive abilityacademic skillscognitive–achievement relationsSpearman’s Law of Diminishing Returns
spellingShingle Christopher R. Niileksela
Jacob Robbins
Daniel B. Hajovsky
General Ability Level Moderates Cognitive–Achievement Relations for Mathematics
Journal of Intelligence
cognitive ability
academic skills
cognitive–achievement relations
Spearman’s Law of Diminishing Returns
title General Ability Level Moderates Cognitive–Achievement Relations for Mathematics
title_full General Ability Level Moderates Cognitive–Achievement Relations for Mathematics
title_fullStr General Ability Level Moderates Cognitive–Achievement Relations for Mathematics
title_full_unstemmed General Ability Level Moderates Cognitive–Achievement Relations for Mathematics
title_short General Ability Level Moderates Cognitive–Achievement Relations for Mathematics
title_sort general ability level moderates cognitive achievement relations for mathematics
topic cognitive ability
academic skills
cognitive–achievement relations
Spearman’s Law of Diminishing Returns
url https://www.mdpi.com/2079-3200/13/6/65
work_keys_str_mv AT christopherrniileksela generalabilitylevelmoderatescognitiveachievementrelationsformathematics
AT jacobrobbins generalabilitylevelmoderatescognitiveachievementrelationsformathematics
AT danielbhajovsky generalabilitylevelmoderatescognitiveachievementrelationsformathematics