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April 17, 2026npj Science of Learning1 citationsOpen Access

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

KGKaiqi GuanZZZhihao ZhangZLZijun Liu

Key Points

  • This research aims to explore how different types of sedentary behavior in childhood relate to later mathematics ability, considering behavioral issues as mediators.
  • Analyzed data from the UK Millennium Cohort Study with a sample of 3622 adolescents.
  • Collected self-reported sedentary behavior at age 11, and behavioral issues at age 14.
  • Measured mathematics ability at age 17 using the Number Analogies Activity Task.
  • Applied negative binomial regression and mediation analysis utilizing Stata.
  • Reading, doing homework, and Internet use positively correlate with mathematics ability for females.
  • TV viewing negatively correlates with mathematics ability for males, mediated by internalizing problems.
  • Sex-dependent associations suggest different influences of sedentary behavior types on mathematical skills.

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.

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Cite This Study

Guan et al. (2026) studied this question.

synapsesocial.com/papers/69e1cd6f5cdc762e9d856f9fhttps://doi.org/10.1038/s41539-026-00424-8
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Also Consider

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  5. 5Associations Between Sedentary Behaviors and Sedentary Patterns with Metabolic Syndrome in Children and Adolescents: The UP&DOWN Longitudinal Study2025