Longitudinal associations between sedentary behavior types and mathematics ability mediated by externalizing and internalizing problems

This study examined the associations between sedentary behavior (SB) at age 11 and mathematics ability at age 17, and assessed the mediating effect of internalizing and externalizing problems at age 14, using UK Millennium Cohort Study data (N = 3622; 53% male). Self-reported frequency of SB (listening to music, Internet use, reading, and playing games) and parental-reported SB duration (time spent on TV viewing and doing homework) were collected at age 11. Behavioral issues were assessed at age 14 via the Strengths and Difficulties Questionnaire. Mathematics ability was examined at age 17 using the Number Analogies Activity Task. Negative binomial regression and mediation analysis (med4way in Stata) were applied. Among female adolescents, reading, doing homework, and using the Internet were positively associated with mathematics ability. For males, TV viewing was negatively associated with mathematics ability, mediated by internalizing problems. Findings suggest that in children sex-dependent association between SB characteristics and mathematical abilities exists, implying that future initiatives targeting SB may consider leveraging sex-specific interventions.

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Publication Details

Journal
npj Science of Learning
Published
2026-04-15
DOI
https://doi.org/10.1038/s41539-026-00424-8
Primary Topic
Obesity, Physical Activity, Diet
Type
article
Field-Weighted Citation Impact
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article

Longitudinal associations between sedentary behavior types and mathematics ability mediated by externalizing and internalizing problems

Dominika M. Pindus, Fabian Herold, Kirk I. Erickson, Zijun Liu et al.
npj Science of Learning
Obesity, Physical Activity, Diet
article

Longitudinal associations between sedentary behavior types and mathematics ability mediated by externalizing and internalizing problems

Dominika M. Pindus, Fabian Herold, Kirk I. Erickson, Zijun Liu, Mats Hallgren, Ronghuan Jiang, Charles H. Hillman, Xia Xu, Jin Kuang, Zhihao Zhang, Arthur F. Kramer, Kaiqi Guan, Matthew Heath, Qian Yu, André O. Werneck, Liye Zou
article en

Abstract

This study examined the associations between sedentary behavior (SB) at age 11 and mathematics ability at age 17, and assessed the mediating effect of internalizing and externalizing problems at age 14, using UK Millennium Cohort Study data (N = 3622; 53% male). Self-reported frequency of SB (listening to music, Internet use, reading, and playing games) and parental-reported SB duration (time spent on TV viewing and doing homework) were collected at age 11. Behavioral issues were assessed at age 14 via the Strengths and Difficulties Questionnaire. Mathematics ability was examined at age 17 using the Number Analogies Activity Task. Negative binomial regression and mediation analysis (med4way in Stata) were applied. Among female adolescents, reading, doing homework, and using the Internet were positively associated with mathematics ability. For males, TV viewing was negatively associated with mathematics ability, mediated by internalizing problems. Findings suggest that in children sex-dependent association between SB characteristics and mathematical abilities exists, implying that future initiatives targeting SB may consider leveraging sex-specific interventions.

npj Science of Learning
Western University (CA), Northeastern University (US), University of Illinois Urbana-Champaign (US), University of Pittsburgh (US), University of Potsdam (DE), Universidade de São Paulo (BR), Shenzhen University (CN), University of Erfurt (DE), University of Massachusetts Amherst (US), Adventist University of Health Sciences (US), Karolinska Institutet (SE), Center for the Neural Basis of Cognition (US), HMU Health and Medical University Erfurt (DE), Wuhan Sports University (CN)
Reduced inequalities
Openalex Percentile: Top 18%
Obesity, Physical Activity, Diet
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