Academic performance and lifestyle behaviors in Australian school children: a cluster analysis
Abstract
Poor academic performance has been linked with particular lifestyle behaviors, such as unhealthy diet, short sleep duration, high screen time, and low physical activity. However, little is known about how lifestyle behavior patterns (or combinations of behaviors) contribute to children's academic performance. We aimed to compare academic performance across clusters of children with common lifestyle behavior patterns. We clustered participants (Australian children aged 9-11 years, n = 284) into four mutually exclusive groups of distinct lifestyle behavior patterns, using the following lifestyle behaviors as cluster inputs: light, moderate, and vigorous physical activity; sedentary behavior and sleep, derived from 24-hour accelerometry; self-reported screen time and diet. Differences in academic performance (measured by a nationally administered standardized test) were detected across the clusters, with scores being lowest in the Junk Food Screenies cluster (unhealthy diet/high screen time) and highest in the Sitters cluster (high nonscreen sedentary behavior/low physical activity). These findings suggest that reduction in screen time and an improved diet may contribute positively to academic performance. While children with high nonscreen sedentary time performed better academically in this study, they also accumulated low levels of physical activity. This warrants further investigation, given the known physical and mental benefits of physical activity.
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The lack of association between overall time spent on screen-based activities and academic performance does not concur with previous research reporting a negative association between overall screen media time and academic performance.
“The lack of association between the overall time spent on screen-based activities and academic performance does not concur with previous research reporting a negative association between overall screen media time and academic performance.[7][8][9]30,56”
From Association Between Screen Media Use and Academic Performance Among Children and Adolescents: A Systematic Review and Meta-analysis (2019) · cites this paper as [30]
Television viewing displaces activities such as homework, reading, physical activity and sleep.
“television viewing displaces activities such as homework, reading, physical activity and sleep [14, 52].”
From Electronic media use and academic performance in late childhood: A longitudinal study (2020) · cites this paper as [52]
Cites
Qu, X. (2007) · Technometrics · doi:10.1198/tech.2007.s455 · Cited by 14,758 · see citing works
Development of a WHO growth reference for school-aged children and adolescents
de Onis, M. (2007) · Bulletin of the World Health Organization · doi:10.2471/blt.07.043497 · Cited by 8,826 · see citing works
The Statistical Analysis of Compositional Data
Aitchison, J. (1982) · Journal of the Royal Statistical Society Series B (Statistical Methodology) · doi:10.1111/j.2517-6161.1982.tb01195.x · Cited by 3,457 · see citing works
Running enhances neurogenesis, learning, and long-term potentiation in mice
van Praag, H., Christie, B. R., Sejnowski, T. J., & Gage, F. H. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.23.13427 · Cited by 2,904 · see citing works
Calibration of two objective measures of physical activity for children
Evenson, K. R., Catellier, D. J., Gill, K., Ondrak, K. S., & McMurray, R. G. (2008) · Journal of Sports Sciences · doi:10.1080/02640410802334196 · Cited by 2,677 · see citing works
Poitras, V. J., Gray, C. E., Borghese, M. M., Carson, V., Chaput, J.-P., Janssen, I., Katzmarzyk, P. T., Pate, R. R., Connor Gorber, S., Kho, M. E., et al. (2016) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/apnm-2015-0663 · Cited by 2,217 · see citing works
Aerobic Exercise Training Increases Brain Volume in Aging Humans
Colcombe, S. J., Erickson, K. I., Scalf, P. E., Kim, J. S., Prakash, R., McAuley, E., Elavsky, S., Marquez, D. X., Hu, L., & Kramer, A. F. (2006) · The Journals of Gerontology Series A: Biological Sciences and Medical Sciences · doi:10.1093/gerona/61.11.1166 · Cited by 2,134 · see citing works
Systematic review of sedentary behaviour and health indicators in school-aged children and youth.
Tremblay, M. S., LeBlanc, A. G., Kho, M. E., Saunders, T. J., Larouche, R., Colley, R. C., Goldfield, G., & Gorber, S. (2011) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-8-98 · Cited by 2,085 · see citing works
Cardiovascular fitness, cortical plasticity, and aging
Colcombe, S. J., Kramer, A. F., Erickson, K. I., Scalf, P., McAuley, E., Cohen, N. J., Webb, A., Jerome, G. J., Marquez, D. X., & Elavsky, S. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0400266101 · Cited by 1,648 · see citing works
Dewald, J. F., Meijer, A. M., Oort, F. J., Kerkhof, G. A., & Bögels, S. M. (2010) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2009.10.004 · Cited by 1,526 · see citing works
Carson, V., Hunter, S., Kuzik, N., Gray, C. E., Poitras, V. J., Chaput, J.-P., Saunders, T. J., Katzmarzyk, P. T., Okely, A. D., Connor Gorber, S., et al. (2016) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/apnm-2015-0630 · Cited by 1,380 · see citing works
Brain foods: The effects of nutrients on brain function.
Gómez-Pinilla, F. (2008) · Nature Reviews Neuroscience · doi:10.1038/nrn2421 · Cited by 1,372 · see citing works
Gender differences in scholastic achievement: A meta-analysis.
Voyer, D., & Voyer, S. D. (2014) · Psychological Bulletin · doi:10.1037/a0036620 · Cited by 1,337 · see citing works
The relationship between physical activity and cognition in children: a meta-analysis
Sibley, B. A., & Etnier, J. L. (2003) · Pediatric Exercise Science · doi:10.1123/pes.15.3.243 · Cited by 1,308 · see citing works
Chastin, S. F. M., Palarea-Albaladejo, J., Dontje, M. L., & Skelton, D. A. (2015) · PLOS ONE · doi:10.1371/journal.pone.0139984 · Cited by 1,034 · see citing works
Chaput, J.-P., Gray, C. E., Poitras, V. J., Carson, V., Gruber, R., Olds, T., Weiss, S. K., Connor Gorber, S., Kho, M. E., Sampson, M., et al. (2016) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/apnm-2015-0627 · Cited by 898 · see citing works
Self-citation“compositions”: A unified R package to analyze compositional data
van den Boogaart, K. G., & Tolosana‐Delgado, R. (2007) · Computers & Geosciences · doi:10.1016/j.cageo.2006.11.017 · Cited by 649 · see citing works
Groups of Parts and Their Balances in Compositional Data Analysis
Egozcue, J. J., & Pawlowsky‐Glahn, V. (2005) · Mathematical Geology · doi:10.1007/s11004-005-7381-9 · Cited by 642 · see citing works
Rivera, S. M., Reiss, A. L., Eckert, M. A., & Menon, V. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi055 · Cited by 620 · see citing works
Leech, R. M., McNaughton, S. A., & Timperio, A. (2014) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-11-4 · Cited by 579 · see citing works
International Guide to Student Achievement
(2013) · Routledge eBooks · doi:10.4324/9780203850398 · Cited by 564 · see citing works
Logratio Analysis and Compositional Distance
Aitchison, J., Barceló‐Vidal, C., Fernández, J. A. M., & Pawlowsky‐Glahn, V. (2000) · Mathematical Geology · doi:10.1023/a:1007529726302 · Cited by 538 · see citing works
Wu, A., Ying, Z., & Gómez‐Pinilla, F. (2004) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2004.03246.x · Cited by 402 · see citing works
Katzmarzyk, P. T., Barreira, T. V., Broyles, S. T., Champagne, C. M., Chaput, J.-P., Fogelholm, M., Hu, G., Johnson, W. D., Kuriyan, R., Kurpad, A., et al. (2013) · BMC Public Health · doi:10.1186/1471-2458-13-900 · Cited by 357 · see citing works
Self-citationSchools and Society: A Sociological Approach to Education
Ballantine, J. H., Spade, J. Z., & Stuber, J. M. (2018) · Sage eBooks · doi:10.4135/9781071873212 · Cited by 311 · see citing works
Cliff, D. P., Hesketh, K. D., Vella, S. A., Hinkley, T., Tsiros, M. D., Ridgers, N. D., Carver, A., Veitch, J., Parrish, A., Hardy, L. L., et al. (2016) · Obesity Reviews · doi:10.1111/obr.12371 · Cited by 306 · see citing works
Ansari, D., & Dhital, B. (2006) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2006.18.11.1820 · Cited by 302 · see citing works
The functional neuroanatomy of comprehension and memory: the importance of prior knowledge
Maguire, E. A., Frith, C., & Morris, R. (1999) · Brain · doi:10.1093/brain/122.10.1839 · Cited by 302 · see citing works
Tudor-Locke, C., Barreira, T. V., Schuna, J. M., Mire, E. F., & Katzmarzyk, P. T. (2014) · Applied Physiology Nutrition and Metabolism · doi:10.1139/apnm-2013-0173 · Cited by 285 · see citing works
Chinapaw, M. J. M., Proper, K. I., Brug, J., van Mechelen, W., & Singh, A. S. (2011) · Obesity Reviews · doi:10.1111/j.1467-789x.2011.00865.x · Cited by 260 · see citing works
Some General Guidelines for Choosing Missing Data Handling Methods in Educational Research
Cheema, J. (2014) · Journal of Modern Applied Statistical Methods · doi:10.22237/jmasm/1414814520 · Cited by 249 · see citing works
Health behaviour and academic achievement in Icelandic school children
Sigfúsdóttir, I. D., Kristjánsson, Á. L., & Allegrante, J. P. (2006) · Health Education Research · doi:10.1093/her/cyl044 · Cited by 211 · see citing works
Is there an association between dietary intake and academic achievement: a systematic review
Burrows, T. L., Goldman, S., Pursey, K., & Lim, R. (2016) · Journal of Human Nutrition and Dietetics · doi:10.1111/jhn.12407 · Cited by 210 · see citing works
Tudor-Locke, C. E., Barreira, T. V., Schuna, J. M., Mire, E. F., Chaput, J., Fogelholm, M., Hu, G., Kuriyan, R., Kurpad, A. V., Lambert, E. V., et al. (2015) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-015-0172-x · Cited by 208 · see citing works
Self-citationResponse-Selection-Related Parietal Activation during Number Comparison
Göbel, S. M., Johansen‐Berg, H., Behrens, T. E. J., & Rushworth, M. F. S. (2004) · Journal of Cognitive Neuroscience · doi:10.1162/0898929042568442 · Cited by 185 · see citing works
Nutraceutical Properties of Mediterranean Diet and Cognitive Decline: Possible Underlying Mechanisms
Frisardi, V., Panza, F., Seripa, D., Imbimbo, B. P., Vendemiale, G., Pilotto, A., & Solfrizzi, V. (2010) · Journal of Alzheimer s Disease · doi:10.3233/jad-2010-100942 · Cited by 180 · see citing works
Pedišić, Ž. (2014) · Hrčak Portal of scientific journals of Croatia (University Computing Centre) · Cited by 180 · see citing works
Identifying Children’s Nocturnal Sleep Using 24-h Waist Accelerometry
BARREIRA, T. V., SCHUNA, J. M., MIRE, E. F., KATZMARZYK, P. T., CHAPUT, J.-P., LEDUC, G., & TUDOR-LOCKE, C. (2015) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000000486 · Cited by 163 · see citing works
Dumuid, D., Olds, T., Lewis, L. K., Fernández, J. A. M., Katzmarzyk, P. T., Barreira, T. V., Broyles, S. T., Chaput, J., Fogelholm, M., Hu, G., et al. (2017) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2016.12.048 · Cited by 148 · see citing works
Self-citationRole of Aerobic Fitness and Aging on Cerebral White Matter Integrity
Marks, B. L., Madden, D. J., Bucur, B., Provenzale, J. M., WHITE, L. E., Cabeza, R. E. L., & Huettel, S. A. (2007) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1379.022 · Cited by 145 · see citing works
Busch, V., Loyen, A., Lodder, M., Schrijvers, A. J. P., van Yperen, T. A., & de Leeuw, J. R. J. (2014) · Review of Educational Research · doi:10.3102/0034654313518441 · Cited by 142 · see citing works
Time for a view on screen time
Sigman, A. (2012) · Archives of Disease in Childhood · doi:10.1136/archdischild-2012-302196 · Cited by 141 · see citing works
Physical activity, sedentary behavior, and academic performance in Finnish children.
SYVÄOJA, H. J., KANTOMAA, M. T., AHONEN, T., HAKONEN, H., KANKAANPÄÄ, A., & TAMMELIN, T. H. (2013) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e318296d7b8 · Cited by 130 · see citing works
Exploring Pathways From Television Viewing to Academic Achievement in School Age Children
Shin, N. (2004) · The Journal of Genetic Psychology · doi:10.3200/gntp.165.4.367-382 · Cited by 112 · see citing works
Physical Activity, Sedentary Behavior, and Dietary Patterns among Children
Gubbels, J. S., van Assema, P., & Kremers, S. (2013) · Current Nutrition Reports · doi:10.1007/s13668-013-0042-6 · Cited by 107 · see citing works
HJORTH, M. F., CHAPUT, J.-P., DAMSGAARD, C. T., DALSKOV, S.-M., MICHAELSEN, K. F., TETENS, I., & SJÖDIN, A. (2012) · Sleep and Biological Rhythms · doi:10.1111/j.1479-8425.2012.00578.x · Cited by 106 · see citing works
Barreira, T. V., Staiano, A. E., & Katzmarzyk, P. T. (2012) · Pediatric Obesity · doi:10.1111/j.2047-6310.2012.00122.x · Cited by 96 · see citing works
On the interpretation of differences between groups for compositional data
Fernández, J. A. M., Daunis‐i‐Estadella, P., & Mateu‐Figueras, G. (2015) · LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) · Cited by 89 · see citing works
Dumuid, D., Olds, T., Lewis, L. K., Fernández, J. A. M., Barreira, T. V., Broyles, S. T., Chaput, J., Fogelholm, M., Hu, G., Kuriyan, R., et al. (2016) · Pediatric Obesity · doi:10.1111/ijpo.12196 · Cited by 84 · see citing works
Self-citationThe associations between physical activity, sedentary behaviour and academic performance
Maher, C., Lewis, L., Katzmarzyk, P. T., Dumuid, D., Cassidy, L., & Olds, T. (2016) · Journal of Science and Medicine in Sport · doi:10.1016/j.jsams.2016.02.010 · Cited by 80 · see citing works
Self-citation(2015) · Europe PMC (PubMed Central) · Cited by 78 · see citing works
Fernández-Alvira, J. M., Bourdeaudhuij, I. D., Singh, A. S., Vik, F. N., Μanios, Y., Kovacs, E., Jan, N., Brug, J., & Moreno, L. A. (2013) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-10-5 · Cited by 77 · see citing works
Dealing with Distances and Transformations for Fuzzy C-Means Clustering of Compositional Data
Palarea‐Albaladejo, J., Fernández, J. A. M., & Soto, J. (2012) · Journal of Classification · doi:10.1007/s00357-012-9105-4 · Cited by 73 · see citing works
Haapala, E. A., Poikkeus, A.-M., Kukkonen-Harjula, K., Tompuri, T., Lintu, N., Väistö, J., Leppänen, P. H. T., Laaksonen, D. E., Lindi, V., & Lakka, T. A. (2014) · PLoS ONE · doi:10.1371/journal.pone.0107031 · Cited by 71 · see citing works
McIsaac, J. D., Kirk, S., & Kuhle, S. (2015) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph121114857 · Cited by 67 · see citing works
Patterns of health behaviours predict obesity in A ustralian children
Magee, C., Caputi, P., & Iverson, D. C. (2013) · Journal of Paediatrics and Child Health · doi:10.1111/jpc.12163 · Cited by 66 · see citing works
Widening gaps: what NAPLAN tells us about student progress
Goss, P., & Sonnemann, J. (2016) · Cited by 64 · see citing works
Saloheimo, T., González, S. A., Erkkola, M., Milauskas, D., Meisel, J. D., Champagne, C. M., Tudor-Locke, C. E., Sarmiento, O. L., Katzmarzyk, P. T., & Fogelholm, M. (2015) · International Journal of Obesity Supplements · doi:10.1038/ijosup.2015.15 · Cited by 49 · see citing works
Compositional biplots including external non-compositional variables
Kynčlová, P., Filzmoser, P., & Hron, K. (2016) · Statistics · doi:10.1080/02331888.2015.1135155 · Cited by 37 · see citing works
Time Use and Daily Activities of Late Adolescents in Contemporary Ireland
Hunt, E., McKay, E. A., Fitzgerald, A. J., & Perry, I. J. (2013) · Journal of Occupational Science · doi:10.1080/14427591.2013.867560 · Cited by 25 · see citing works
Creating Healthy Schools and Student Engagement: The Got Health? Initiative
Berg, S., Willis-Stewart, S., & Kendall, S. J. (2016) · Revue phénEPS / PHEnex Journal · Cited by 6 · see citing works
Osei-Bryson, K.-M., & Samoilenko, S. V. (2013) · Integrated series on information systems/Integrated series in information systems · doi:10.1007/978-1-4614-9463-8_10 · Cited by 5 · see citing works
Health Services and Health Education
Allensworth, D. (2015) · Springer eBooks · doi:10.1007/978-1-4939-3155-2_6 · Cited by 2 · see citing works
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Mundy, L. K., Canterford, L., Hoq, M., Olds, T., Moreno-Betancur, M., Sawyer, S., Kosola, S., & Patton, G. C. (2020) · PLOS ONE · doi:10.1371/journal.pone.0237908 · Cited by 54 · see citing works
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- Authors
- Dumuid, D., Olds, T., Martín-Fernández, J.-A., Lewis, L. K., Cassidy, L., & Maher, C.
- Affiliations
- University of South Australia (AU)
- University of South Australia, Adelaide, South Australia, Australia
- University of Girona, Girona, Spain
- Flinders University (AU)
- Department for Education and Child Development (AU)
- Corresponding author
- Dumuid, Dorothea
- Venue
- Health Education & Behavior
- Publisher
- SAGE Publications
- Published
- 2017-04-23
- Volume
- 44
- Issue
- 6
- Pages
- 918-927
- ISSN
- 1090-1981 (ISSN-L)
- 1552-6127
- OpenAlex
- W2609893148
- Cited by
- 58
- References
- 64
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 4 · 2023: 3 · 2022: 13 · 2021: 10 · 2020: 9 · 2019: 7 · 2018: 5 · 2017: 2
- FWCI
- 4.65
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Health Education & Behavior (publishedVersion)
- PubMed (publishedVersion)
- Adelaide Research & Scholarship (AR&S) (University of Adelaide) (submittedVersion)
- Funders
- Coca-Cola Foundation
- Topics
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Health Sciences › Health Professions › Speech and Hearing › School Health and Nursing Education
- Keywords
- academic performance, lifestyle habits, elementary school students, physical activity, sedentary behavior, screen time, sleep duration, diet, junk food consumption, Australian children
- MeSH terms
- Academic Performance, Australia, Child, Cross-Sectional Studies, Diet, Female, Humans, Male, Surveys and Questionnaires, Sleep, Health Behavior, Exercise, Sedentary Behavior, Self Report, Accelerometry
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