Executive Functions Do Not Mediate Prospective Relations between Indices of Physical Activity and Academic Performance: The Active Smarter Kids (ASK) Study

Changes in cognitive function induced by physical activity have been proposed as a mechanism for the link between physical activity and academic performance. The aim of this study was to investigate if executive function mediated the prospective relations between indices of physical activity and academic performance in a sample of 10-year-old Norwegian children. The study included 1,129 children participating in the Active Smarter Kids (ASK) trial, followed over 7 months. Structural equation modeling (SEM) with a latent variable of executive function (measuring inhibition, working memory, and cognitive flexibility) was used in the analyses. Predictors were objectively measured physical activity, time spent sedentary, aerobic fitness, and motor skills. Outcomes were performance on national tests of numeracy, reading, and English (as a second language). Generally, indices of physical activity did not predict executive function and academic performance. A modest mediation effect of executive function was observed for the relation between motor skills and academic performance. Trial registration: Clinicaltrials.gov registry, trial registration number: NCT02132494.

[1]  David M. Hansen,et al.  Indirect and direct relations between aerobic fitness, physical activity, and academic achievement in elementary school students. , 2013, Mental health and physical activity.

[2]  Willem van Mechelen,et al.  Physical activity and performance at school: a systematic review of the literature including a methodological quality assessment. , 2012, Archives of pediatrics & adolescent medicine.

[3]  J. Piek,et al.  Motor coordination, working memory, and academic achievement in a normative adolescent sample: testing a mediation model. , 2012, Archives of clinical neuropsychology : the official journal of the National Academy of Neuropsychologists.

[4]  Mark R. Raymond,et al.  Wechsler Intelligence Scale for Children — Revised (WISC-R) Patterns of Strengths and Weaknesses as Predictors of the Intelligence-Achievement Relationship , 1981 .

[5]  Christian Geiser,et al.  Data Analysis with Mplus , 2012 .

[6]  S. Wiebe,et al.  Short-Term Memory, Working Memory, and Executive Functioning in Preschoolers: Longitudinal Predictors of Mathematical Achievement at Age 7 Years , 2008, Developmental neuropsychology.

[7]  Lucas J Carr,et al.  Letter to the editor: standardized use of the terms "sedentary" and "sedentary behaviours". , 2012, Applied physiology, nutrition, and metabolism = Physiologie appliquee, nutrition et metabolisme.

[8]  R. London,et al.  A longitudinal examination of the link between youth physical fitness and academic achievement. , 2011, The Journal of school health.

[9]  L. Andersen,et al.  Objectively assessed physical activity and aerobic fitness in a population‐based sample of Norwegian 9‐ and 15‐year‐olds , 2010, Scandinavian journal of medicine & science in sports.

[10]  P. H. Miller,et al.  A developmental perspective on executive function. , 2010, Child development.

[11]  Claudia M. Roebers,et al.  The relation between cognitive and motor performance and their relevance for children's transition to school: a latent variable approach. , 2014, Human movement science.

[12]  James F Sallis,et al.  Physical activity and cognition in adolescents: A systematic review. , 2015, Journal of science and medicine in sport.

[13]  R. Reitan,et al.  The Trail Making Test as an initial screening procedure for neuropsychological impairment in older children. , 2004, Archives of clinical neuropsychology : the official journal of the National Academy of Neuropsychologists.

[14]  Matthew B. Pontifex,et al.  Aerobic fitness and cognitive development: Event-related brain potential and task performance indices of executive control in preadolescent children. , 2009, Developmental psychology.

[15]  R. Bull,et al.  Developmental changes in executive functioning. , 2013, Child development.

[16]  H. Syväoja,et al.  The Associations of Objectively Measured Physical Activity and Sedentary Time with Cognitive Functions in School-Aged Children , 2014, PloS one.

[17]  Conor V. Dolan,et al.  Source (or Part of the following Source): Type Article Title Age-related Change in Executive Function: Developmental Trends and a Latent Variable Analysis Author(s) Age-related Change in Executive Function: Developmental Trends and a Latent Variable Analysis , 2022 .

[18]  C. Schindler,et al.  Relationship of aerobic fitness and motor skills with memory and attention in preschoolers (Ballabeina): A cross-sectional and longitudinal study , 2011, BMC pediatrics.

[19]  S. Maxwell,et al.  Testing mediational models with longitudinal data: questions and tips in the use of structural equation modeling. , 2003, Journal of abnormal psychology.

[20]  L. Andersen,et al.  An intermittent running test to estimate maximal oxygen uptake: the Andersen test. , 2008, The Journal of sports medicine and physical fitness.

[21]  R. Pope,et al.  Relationships between Motor Proficiency and Academic Performance in Mathematics and Reading in School-Aged Children and Adolescents: A Systematic Review , 2018, International journal of environmental research and public health.

[22]  T. Little Longitudinal Structural Equation Modeling , 2013 .

[23]  C. Pesce,et al.  Exercise and children's cognition: The role of exercise characteristics and a place for metacognition , 2015 .

[24]  S. Hui,et al.  Validity and reliability of skinfold measurement in assessing body fatness of Chinese children. , 2010, Asia Pacific journal of clinical nutrition.

[25]  U. Ekelund,et al.  Independent associations of physical activity and cardiorespiratory fitness with metabolic risk factors in children: the European youth heart study , 2007, Diabetologia.

[26]  S. Anderssen,et al.  Relationships between physical activity, sedentary time, aerobic fitness, motor skills and executive function and academic performance in children , 2017 .

[27]  R. Bosker,et al.  Physically Active Math and Language Lessons Improve Academic Achievement: A Cluster Randomized Controlled Trial , 2016, Pediatrics.

[28]  L. Pulkkinen,et al.  Dimensions of executive functioning: Evidence from children , 2003 .

[29]  S. Gathercole,et al.  Executive functions and achievements in school: Shifting, updating, inhibition, and working memory , 2006, Quarterly journal of experimental psychology.

[30]  C. Davis,et al.  Fitness, fatness, cognition, behavior, and academic achievement among overweight children: do cross-sectional associations correspond to exercise trial outcomes? , 2011, Preventive medicine.

[31]  U. Ekelund,et al.  Effects of physical activity on schoolchildren's academic performance: The Active Smarter Kids (ASK) cluster-randomized controlled trial. , 2016, Preventive medicine.

[32]  Charles H Hillman,et al.  The effects of an afterschool physical activity program on working memory in preadolescent children. , 2011, Developmental science.

[33]  D. Delis,et al.  Development of set-shifting ability from late childhood through early adulthood. , 2009, Archives of clinical neuropsychology : the official journal of the National Academy of Neuropsychologists.

[34]  R. Mcmurray,et al.  Calibration of two objective measures of physical activity for children , 2008, Journal of sports sciences.

[35]  Kimberley D. Lakes,et al.  More than one road leads to Rome: A narrative review and meta-analysis of physical activity intervention effects on cognition in youth , 2016, International journal of sport and exercise psychology.

[36]  Charles H Hillman,et al.  Physical Activity, Fitness, Cognitive Function, and Academic Achievement in Children: A Systematic Review. , 2016, Medicine and science in sports and exercise.

[37]  S. Anderssen,et al.  Active Smarter Kids (ASK): Rationale and design of a cluster-randomized controlled trial investigating the effects of daily physical activity on children’s academic performance and risk factors for non-communicable diseases , 2015, BMC Public Health.

[38]  H. Vignes [Precocious puberty]. , 1950, Journal des praticiens; revue generale de clinique et de therapeutique.

[39]  S. Blackman,et al.  Executive functioning predicts academic achievement in middle school: A four-year longitudinal study , 2016 .

[40]  R. Howland What you see depends on where you're looking and how you look at it: publication bias and outcome reporting bias. , 2011, Journal of psychosocial nursing and mental health services.

[41]  R. Jones,et al.  Tracking physical activity and sedentary behavior in childhood: a systematic review. , 2013, American journal of preventive medicine.

[42]  Naiman A. Khan,et al.  The relation of childhood physical activity and aerobic fitness to brain function and cognition: a review. , 2014, Pediatric exercise science.

[43]  James Boyle,et al.  Associations between executive attention and objectively measured physical activity in adolescence: findings from ALSPAC, a UK cohort , 2013 .

[44]  M. Carta,et al.  Effects of School-Based Physical Activity Interventions on Cognition and Academic Achievement: A Systematic Review. , 2015, CNS & neurological disorders drug targets.

[45]  Margarita D. Tsiros,et al.  Objectively measured sedentary behaviour and health and development in children and adolescents: systematic review and meta‐analysis , 2016, Obesity reviews : an official journal of the International Association for the Study of Obesity.

[46]  W. Sturm,et al.  Neuropsychological assessment , 2007, Journal of Neurology.

[47]  D. Castelli,et al.  Physical Fitness, Grit, School Attendance, and Academic Performance among Adolescents , 2018, BioMed research international.

[48]  Rebecca Bull,et al.  Executive Functioning and Mathematics Achievement , 2014 .

[49]  J. Naglieri,et al.  Exercise improves executive function and achievement and alters brain activation in overweight children: a randomized, controlled trial. , 2011, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[50]  J. Reilly,et al.  Edinburgh Research Explorer Associations between objectively measured physical activity and academic attainment in adolescents from a UK cohort. , 2022 .

[51]  R. Mombarg,et al.  Movement assessment battery for children , 2019 .

[52]  E. Aadland,et al.  Agreement of objectively measured physical activity and sedentary time in preschool children , 2015, Preventive medicine reports.

[53]  Anna L. Barnett,et al.  Movement Assessment Battery for Children-2 , 2019 .

[54]  K. Shadan,et al.  Available online: , 2012 .

[55]  C. Hillman,et al.  Effectiveness of a School-Based Physical Activity Intervention on Cognitive Performance in Danish Adolescents: LCoMotion—Learning, Cognition and Motion – A Cluster Randomized Controlled Trial , 2016, PloS one.

[56]  C. Pesce,et al.  Deliberate Play and Preparation Jointly Benefit Motor and Cognitive Development: Mediated and Moderated Effects , 2016, Front. Psychol..

[57]  Christopher R. Johnson,et al.  Childhood aerobic fitness predicts cognitive performance one year later , 2012, Journal of sports sciences.

[58]  G. Scerif,et al.  Executive Functioning as a Predictor of Children's Mathematics Ability: Inhibition, Switching, and Working Memory , 2001, Developmental neuropsychology.

[59]  Ulf Ekelund,et al.  Assessment of physical activity in youth. , 2008, Journal of applied physiology.

[60]  P. Tomporowski,et al.  Physical activity interventions and children's mental function: an introduction and overview. , 2011, Preventive medicine.

[61]  T. Lohman,et al.  Anthropometric Standardization Reference Manual , 1988 .

[62]  J. Naglieri,et al.  Relations between Executive Function and Academic Achievement from Ages 5 to 17 in a Large, Representative National Sample. , 2011, Learning and individual differences.

[63]  J. Nici,et al.  A Compendium of Neuropsychological Tests, 2nd ed , 2000 .

[64]  S. Anderssen,et al.  Effects of the Active Smarter Kids (ASK) Physical Activity School-based Intervention on Executive Functions: A Cluster-Randomized Controlled Trial , 2019 .

[65]  D. A. Sholl,et al.  Growth at Adolescence , 1962 .

[66]  W. van Mechelen,et al.  Validity and reproducibility of motion sensors in youth: a systematic update. , 2009, Medicine and science in sports and exercise.

[67]  C. Pesce,et al.  “Cogito ergo sum” or “ambulo ergo sum”? New Perspectives in Developmental Exercise and Cognition Research , 2016 .

[68]  L. Andersen,et al.  The Andersen Aerobic Fitness Test: Reliability and Validity in 10-Year-Old Children , 2014, PloS one.

[69]  Giuseppe Vannozzi,et al.  Cognitively challenging physical activity benefits executive function in overweight children , 2014, Journal of sports sciences.

[70]  A. Diamond Close interrelation of motor development and cognitive development and of the cerebellum and prefrontal cortex. , 2000, Child development.

[71]  O. Selnes A Compendium of Neuropsychological Tests , 1991, Neurology.

[72]  M. J. Emerson,et al.  The Unity and Diversity of Executive Functions and Their Contributions to Complex “Frontal Lobe” Tasks: A Latent Variable Analysis , 2000, Cognitive Psychology.

[73]  A. Hayes Beyond Baron and Kenny: Statistical Mediation Analysis in the New Millennium , 2009 .

[74]  A. Hund,et al.  Executive functioning predicts reading, mathematics, and theory of mind during the elementary years. , 2016, Journal of experimental child psychology.

[75]  Wolzt,et al.  World Medical Association Declaration of Helsinki: ethical principles for medical research involving human subjects. , 2003, The Journal of the American College of Dentists.

[76]  J. Carel,et al.  Precocious puberty. , 2008, Lancet.

[77]  Dale W. Esliger,et al.  Standardizing and Optimizing the Use of Accelerometer Data for Free-Living Physical Activity Monitoring , 2005 .

[78]  Lee Smith,et al.  Context-Specific Associations of Physical Activity and Sedentary Behavior With Cognition in Children , 2016, American journal of epidemiology.

[79]  Stewart G Trost,et al.  Comparison of accelerometer cut points for predicting activity intensity in youth. , 2011, Medicine and science in sports and exercise.

[80]  Christiane,et al.  World Medical Association Declaration of Helsinki: ethical principles for medical research involving human subjects. , 2004, Journal international de bioethique = International journal of bioethics.

[81]  Adam R. Cassidy,et al.  Executive function and psychosocial adjustment in healthy children and adolescents: A latent variable modelling investigation , 2016, Child neuropsychology : a journal on normal and abnormal development in childhood and adolescence.

[82]  Erin K. Howie,et al.  Physical activity and academic achievement in children: A historical perspective , 2012 .

[83]  Marc H Bornstein,et al.  Measurement Invariance Conventions and Reporting: The State of the Art and Future Directions for Psychological Research. , 2016, Developmental review : DR.

[84]  Federica Scarpina,et al.  The Stroop Color and Word Test , 2017, Front. Psychol..

[85]  Byron Bernal,et al.  Cognitive testing toward the future: The example of Semantic Verbal Fluency (ANIMALS) , 2006 .

[86]  J. Best,et al.  Effects of Physical Activity on Children's Executive Function: Contributions of Experimental Research on Aerobic Exercise. , 2010, Developmental review : DR.

[87]  Michael Larkin,et al.  The effects of changes in physical fitness on academic performance among New York City youth. , 2014, The Journal of adolescent health : official publication of the Society for Adolescent Medicine.

[88]  Claudia M. Roebers,et al.  Cognitively Engaging Chronic Physical Activity, But Not Aerobic Exercise, Affects Executive Functions in Primary School Children: A Group-Randomized Controlled Trial. , 2015, Journal of sport & exercise psychology.

[89]  L. Cottrell,et al.  Children's aerobic fitness and academic achievement: a longitudinal examination of students during their fifth and seventh grade years. , 2012, American journal of public health.

[90]  E. Aadland,et al.  Executive Function, Behavioral Self-Regulation, and School Related Well-Being Did Not Mediate the Effect of School-Based Physical Activity on Academic Performance in Numeracy in 10-Year-Old Children. The Active Smarter Kids (ASK) Study , 2018, Front. Psychol..

[91]  Dana Chidekel,et al.  From Movement to Thought: Executive Function, Embodied Cognition, and the Cerebellum , 2012, The Cerebellum.

[92]  J. Ioannidis Why Most Published Research Findings Are False , 2005, PLoS medicine.

[93]  D. Riva,et al.  Developmental Aspects of Verbal Fluency and Confrontation Naming in Children , 2000, Brain and Language.

[94]  Matthew B. Pontifex,et al.  A Review of the Relation of Aerobic Fitness and Physical Activity to Brain Structure and Function in Children , 2011, Journal of the International Neuropsychological Society.

[95]  J. Ioannidis Why Most Published Research Findings Are False , 2019, CHANCE.

[96]  D. A. Kenny,et al.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. , 1986, Journal of personality and social psychology.

[97]  G. Bohlin,et al.  Executive Functions in Children Aged 6 to 13: A Dimensional and Developmental Study , 2004, Developmental neuropsychology.

[98]  Charles H. Hillman,et al.  Effects of the FITKids Randomized Controlled Trial on Executive Control and Brain Function , 2014, Pediatrics.