The changing relationship between rainfall and children's physical activity in spring and summer: a longitudinal study
Open accessAbstract
BACKGROUND: Weather conditions, along with day length, are proposed as the main drivers of the seasonal patterns in children's physical activity (PA), but little is known about how they affect children at different ages. This study examines the relationship between rainfall and PA in a longitudinal cohort of initially 9-10 year-old children in Norfolk, UK. METHODS: Participants were 283 children from the SPEEDY study who wore accelerometers ≤7 days on three occasions in the summer of 2007, 2008 and 2011 at ages 9-10, 10-11, and 13-14y. Daily weather data were obtained for two local weather stations. Relationships between rainfall and PA (moderate-to-vigorous-PA (MVPA; ≥2000) vigorous PA (VPA; ≥4000), counts per minute (cpm)) and sedentary time were assessed in multiple-membership multilevel models. PA was assessed over the whole day, and over parts of the school day; commute time (8 am-9 am and 3 pm-4 pm), lunchtime (12noon-2 pm), and after school (4 pm-9 pm). RESULTS: At ages 9-10 and 10-11y, PA declined with increasing rainfall, with an average of 14.0 (SE 2.9) and 11.4 (3.0) minutes less MVPA on the wettest days (≥1.7 mm rain) compared to dry days respectively. There was no significant trend in MVPA across rainfall categories at age 13-14 years. Between ages 9-10 and 13-14, MVPA decline was largest on dry days (-15.2 (2.7) minutes). These patterns were also apparent during school lunchtime and after school, however they were not seen during school commute times. Similar patterns were seen for other PA intensities. CONCLUSIONS: Increased rainfall is associated with significant decreases in PA among primary school children, but not secondary school children. PA declines most steeply between the ages of 9-10 and 13-14 on dry days. Interventions to increase activity on wet days may be most relevant at primary schools. Our results also highlight the importance of habitualising behavior to make children more resilient both to bad weather, and potentially age-related decline in activity.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Interventions conducted over shorter durations (i.e., <12 weeks) could arguably be more subject to the impact of seasonal changes.
“Moreover, interventions conducted over shorter durations (i.e., <12 weeks) could arguably be more subject to the impact of seasonal changes.105, 106”
From A mixed-studies systematic review and meta-analysis of school-based interventions to promote physical activity and/or reduce sedentary time in children (2020) · cites this paper as [106]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Physical activity change during adolescence: a systematic review and a pooled analysis
Dumith, S. C., Gigante, D. P., Domingues, M. R., & Kohl, H. W. (2011) · International Journal of Epidemiology · doi:10.1093/ije/dyq272 · Cited by 1,275 · cited 1× · see citing works
“[23], only one investigated the impact of season and weather [3], and even that did not consider their impact on change in physical activity.”
BackgroundPhysical Activity Assessment in Children and Adolescents
Sirard, J. R., & Pate, R. R. (2001) · Sports Medicine · doi:10.2165/00007256-200131060-00004 · Cited by 1,050 · see citing works
Physical activity levels and patterns of 9- and 15-yr-old European children
RIDDOCH, C. J., BO ANDERSEN, L., WEDDERKOPP, N., HARRO, M., KLASSON-HEGGEBØ, L., SARDINHA, L. B., COOPER, A. R., & EKELUND, U. (2004) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000106174.43932.92 · Cited by 900 · see citing works
Self-citationObjective measurement of levels and patterns of physical activity
Riddoch, C., Mattocks, C., Deere, K. C., Saunders, J., Kirkby, J., Tilling, K. M., Leary, S. D., Blair, S. N., & Ness, A. (2007) · Archives of Disease in Childhood · doi:10.1136/adc.2006.112136 · Cited by 519 · see citing works
Physical Activity Levels of Children during School Playtime
Ridgers, N. D., Stratton, G., & Fairclough, S. J. (2006) · Sports Medicine · doi:10.2165/00007256-200636040-00005 · Cited by 341 · see citing works
Chan, C. B., & Ryan, D. A. J. (2009) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph6102639 · Cited by 270 · see citing works
Steele, R. M., van Sluijs, E. M. F., Cassidy, A., Griffin, S. J., & Ekelund, U. (2009) · American Journal of Clinical Nutrition · doi:10.3945/ajcn.2009.28153 · Cited by 263 · see citing works
Self-citationInfluence of Weather Conditions and Season on Physical Activity in Adolescents
Bélanger, M., Gray-Donald, K., O'loughlin, J., Paradis, G., & Hanley, J. (2009) · Annals of Epidemiology · doi:10.1016/j.annepidem.2008.12.008 · Cited by 260 · see citing works
Change in objectively measured physical activity during the transition to adolescence
Corder, K., Sharp, S. J., Atkin, A. J., Griffin, S. J., Jones, A. P., Ekelund, U., & van Sluijs, E. M. F. (2015) · British Journal of Sports Medicine · doi:10.1136/bjsports-2013-093190 · Cited by 220 · see citing works
Self-citationvan Sluijs, E. M. F., Skidmore, P. M. L., Mwanza, K., Jones, A., Callaghan, A. M., Ekelund, U., Harrison, F., Harvey, I. M., Panter, J., Wareham, N. J., et al. (2008) · BMC Public Health · doi:10.1186/1471-2458-8-388 · Cited by 196 · see citing works
Self-citationCooper, A. R., Page, A. S., Wheeler, B. W., Hillsdon, M., Griew, P., & Jago, R. (2010) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-7-31 · Cited by 189 · see citing works
Rich, C. S., Griffiths, L. J., & Dezateux, C. A. (2012) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-9-49 · Cited by 174 · see citing works
Children's active play: self-reported motivators, barriers and facilitators
Brockman, R., Jago, R., & Fox, K. R. (2011) · BMC Public Health · doi:10.1186/1471-2458-11-461 · Cited by 164 · see citing works
Hjorth, M. F., Chaput, J.-P., Michaelsen, K., Astrup, A., Tetens, I., & Sjödin, A. (2013) · BMC Public Health · doi:10.1186/1471-2458-13-808 · Cited by 143 · see citing works
Seasonality in Physical Activity and Sedentary Behavior in Young Children
Fisher, A., Reilly, J. J., Montgomery, C., Kelly, L. A., Williamson, A., Jackson, D. M., Paton, J. Y., & Grant, S. (2005) · Pediatric Exercise Science · doi:10.1123/pes.17.1.31 · Cited by 129 · see citing works
Tracking Physical Activity and Sedentary Behavior in Young Children
Kelly, L. A., Reilly, J. J., Jackson, D. M., Montgomery, C., Grant, S., & Paton, J. Y. (2007) · Pediatric Exercise Science · doi:10.1123/pes.19.1.51 · Cited by 129 · see citing works
A framework for understanding school based physical environmental influences on childhood obesity
Harrison, F., & Jones, A. P. (2012) · Health & Place · doi:10.1016/j.healthplace.2011.12.009 · Cited by 80 · see citing works
Self-citationChanges in Children's Physical Activity Over 12 Months: Longitudinal Results From the SPEEDY Study
Corder, K. L., van Sluijs, E. M. F., Ekelund, U., Jones, A., & Griffin, S. J. (2010) · PEDIATRICS · doi:10.1542/peds.2010-0048 · Cited by 78 · see citing works
Self-citationIs the ArteACCIndex a Valid Indicator of Free-Living Physical Activity in Adolescents?
Ekelund, U., Åman, J., & Westerterp, K. R. (2003) · Obesity Research · doi:10.1038/oby.2003.110 · Cited by 71 · see citing works
Self-citationGracia‐Marco, L., Ortega, F. B., Ruiz, J. R., Williams, C. A., Hagströmer, M., Μanios, Y., Kafatos, A., Béghin, L., Polito, A., Henauw, S. D., et al. (2013) · Journal of Sports Sciences · doi:10.1080/02640414.2013.803595 · Cited by 66 · see citing works
Harrison, F., Jones, A., Bentham, G., van Sluijs, E. M. F., Cassidy, A., & Griffin, S. J. (2011) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-8-47 · Cited by 65 · see citing works
Self-citationBrooke, H. L., Corder, K. L., Griffin, S. J., & van Sluijs, E. M. F. (2014) · PLoS ONE · doi:10.1371/journal.pone.0089028 · Cited by 40 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Seasons, weather, and device-measured movement behaviors: a scoping review from 2006 to 2020
Turrisi, T. B., Bittel, K. M., West, A. B., Hojjatinia, S., Hojjatinia, S., Mama, S. K., Lagoa, C. M., & Conroy, D. E. (2021) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-021-01091-1 · Cited by 208 · see citing works
Jones, M., Defever, E., Letsinger, A., Steele, J., & Mackintosh, K. A. (2020) · Journal of Sport and Health Science · doi:10.1016/j.jshs.2019.06.009 · Cited by 189 · see citing works
Seasonal Variation in Children’s Physical Activity and Sedentary Time
Atkin, A. J., Sharp, S. J., Harrison, F., Brage, S., & van Sluijs, E. M. F. (2015) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000000786 · Cited by 158 · see citing works
Self-citationWeather and children’s physical activity; how and why do relationships vary between countries?
collaborators, O. B. T. I., Harrison, F., Goodman, A., van Sluijs, E. M. F., Andersen, L. B., Cardon, G., Davey, R., Janz, K. F., Kriemler, S., Molloy, L., et al. (2017) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-017-0526-7 · Cited by 128 · see citing works
Self-citationArundell, L., Fletcher, E. A., Salmon, J., Veitch, J., & Hinkley, T. (2015) · BMC Public Health · doi:10.1186/s12889-015-2659-4 · Cited by 83 · see citing works
Adetunji, M. C., Atanda, O., & Ezekiel, C. N. (2017) · Children · doi:10.3390/children4070058 · Cited by 77 · see citing works
Seasonal and weather variation of sleep and physical activity in 12–14-year-old children
Quante, M., Wang, R., Weng, J. F., Kaplan, E. R., Rueschman, M., Taveras, E. M., Rifas‐Shiman, S. L., Gillman, M. W., & Redline, S. S. (2017) · Behavioral Sleep Medicine · doi:10.1080/15402002.2017.1376206 · Cited by 64 · see citing works
Zheng, C., Feng, J., Huang, Y., & Wong, S. H. (2021) · Health & Place · doi:10.1016/j.healthplace.2021.102546 · Cited by 58 · see citing works
Di, J., Demanuele, C., Kettermann, A. E., Karahanoğlu, F. I., Cappelleri, J. C., Potter, A., Bury, D. P., Cedarbaum, J. M., & Byrom, B. (2021) · Contemporary Clinical Trials · doi:10.1016/j.cct.2021.106661 · Cited by 52 · see citing works
Daily Weather and Children's Physical Activity Patterns
Remmers, T., Thijs, C. T., Timperio, A. F., Salmon, J., Veitch, J., Kremers, S., & Ridgers, N. D. (2017) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000001181 · Cited by 47 · see citing works
Zheng, C., Huang, Y., & Wong, S. H. (2019) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/apnm-2019-0309 · Cited by 34 · see citing works
A framework for handling missing accelerometer outcome data in trials
Tackney, M. S., Cook, D. G., Stahl, D. R., Ismail, K., Williamson, E., & Carpenter, J. R. (2021) · Trials · doi:10.1186/s13063-021-05284-8 · Cited by 27 · see citing works
Wolfenden, L., Jones, J. Z., Parmenter, B. H., Razak, L. A., Wiggers, J. H., Morgan, P. J., Finch, M., Sutherland, R., Lecathelinais, C., Clinton‐McHarg, T., et al. (2018) · Health Education Research · doi:10.1093/her/cyy041 · Cited by 23 · see citing works
Herrador‐Colmenero, M., Harrison, F., Villa‐González, E., Rodríguez‐López, C., Ortega, F. B., Ruiz, J. R., Jones, A., & Chillón, P. (2018) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/sms.13268 · Cited by 21 · see citing works
Self-citationKharlova, I., Deng, W. H., Mamen, J., Mamen, A., Fredriksen, M. V., & Fredriksen, P. M. (2020) · Sports · doi:10.3390/sports8010009 · Cited by 19 · see citing works
Influence of meteorological conditions on physical activity in adolescents
Béghin, L., Vanhelst, J., Drumez, É., Migueles, J. H., Μanios, Y., Moreno, L. A., Henauw, S. D., & Gottrand, F. (2020) · Journal of Epidemiology & Community Health · doi:10.1136/jech-2019-212459 · Cited by 18 · see citing works
Tackney, M. S., Steele, A., Newman, J. V., Fritzsche, M.-C., Lucivero, F., Khadjesari, Z., Lynch, J. K., Abbott, R., Barber, V. S., Carpenter, J. R., et al. (2024) · Trials · doi:10.1186/s13063-024-08356-7 · Cited by 16 · see citing works
Maulida, R., Ikeda, E., Oni, T., & van Sluijs, E. M. F. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-057082 · Cited by 12 · see citing works
The impact of weather on time allocation to physical activity and sleep of child-parent dyads
Nguyen, H. T., Christian, H. E., Le, H., Connelly, L. B., Zubrick, S. R., & Mitrou, F. (2023) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2023.163249 · Cited by 13 · see citing works
Noonan, R. J., Fairclough, S. J., Knowles, Z. R., & Boddy, L. M. (2017) · Children · doi:10.3390/children4070059 · Cited by 8 · see citing works
Cuestionario Pictórico de la Actividad Física Infantil: diseño y validación
Morera-Castro, M., Díaz, J. J., Vargas, G. A., & Herrera-González, E. (2018) · Actualidades Investigativas en Educación · doi:10.15517/aie.v18i2.33127 · Cited by 6 · see citing works
Khawaja, I., Woodfield, L., Collins, P., Benkwitz, A., & Nevill, A. M. (2020) · Children · doi:10.3390/children7100178 · Cited by 6 · see citing works
Armstrong, F., Barrett, M. J., Gaul, D., & D’Arcy, L. (2025) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph22071106 · Cited by 5 · see citing works
Blasio, A. D., Napolitano, G., Donato, F., Izzicupo, P., Baldassarre, A. D., Modestini, E., Bergamin, M., Bullo, V., Bucci, I., & Pietro, M. D. (2016) · Sport Sciences for Health · doi:10.1007/s11332-016-0315-8 · Cited by 5 · see citing works
Differences in Children’s Physical Activity During Outdoor and Indoor School Recess in Hot Weather
Poulos, A., Hassan, U. A., Wilson, K., Vanos, J., & Middel, A. (2026) · Journal of Physical Activity and Health · doi:10.1123/jpah.2025-0448 · Cited by 4 · see citing works
Valtonen, J. O., Kyhälä, A.-L., & Reunamo, J. (2021) · Journal of Physical Education and Sport · doi:10.7752/jpes.2021.03197 · Cited by 4 · see citing works
Physical Activity, Inactivity, and Health During Youth—The Year That Was 2017
Rowlands, A. V. (2018) · Pediatric Exercise Science · doi:10.1123/pes.2017-0296 · Cited by 3 · see citing works
The Impact of Temperature on 24-Hour Movement Behaviors among Chinese Freshmen Students
Yu, H., Song, Y., Wang, Y., Wang, X., Li, H., Xiao-lu, F., & Yu, M. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20064970 · Cited by 2 · see citing works
Fourth Graders’ Objectively Measured Week Long Physical Activity
Valtonen, J. O., Kyhälä, A.-L., Slotte, S., & Reunamo, J. (2019) · The European Journal of Social & Behavioural Sciences · doi:10.15405/ejsbs.252 · Cited by 2 · see citing works
Multilevel linear and temporal analyses on the effects of weather indices on movements and behaviorsPreprint
Herbuela, V. R. D. M., Karita, T., Toya, A., Furukawa, Y., Senba, S., Onishi, E., & Saeki, T. (2022) · Research Square · doi:10.21203/rs.3.rs-1787022/v1
Herbuela, V. R. D. M., Karita, T., Toya, A., Furukawa, Y., Senba, S., Onishi, E., & Saeki, T. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1235582
Mwesiga, E. K., Munabi, I. G., Ssemata, A. S., Kalungi, A., Balinga, S., Aujo, B. T., Mutamba, B. B., Bbosa, M. M., Kalyesubula, R., Babweteera, F., et al. (2025) · medRxiv · doi:10.1101/2025.01.31.25321476
Turrisi, T. B., Bittel, K. M., West, A. B., Hojjatinia, S., Hojjatinia, S., Mama, S. K., Lagoa, C. M., & Conroy, D. E. (2021) · Figshare · doi:10.6084/m9.figshare.13719361
Tackney, M. S., Steele, A., Newman, J., Fritzsche, M.-C., Lucivero, F., Khadjesari, Z., Lynch, J., Abbott, R., Barber, V. S., Carpenter, J. R., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26757382
How do we approach integrating digital endpoint studies into health technology assessment?
Chattu, V. K., Scaffeo, A., Alla, S., & Sriraman, H. (2026) · Expert Review of Pharmacoeconomics & Outcomes Research · doi:10.1080/14737167.2026.2616382
- Authors
- Harrison, F., van Sluijs, E. M., Corder, K., Ekelund, U., & Jones, A.
- Affiliations
- University of East Anglia (GB)
- University of Cambridge (GB)
- Venue
- International Journal of Behavioral Nutrition and Physical Activity
- Published
- 2015-03-21
- Volume
- 12
- Issue
- 1
- Pages
- 41-41
- ISSN
- 1479-5868 (ISSN-L)
- PMC
- PMC4377032
- OpenAlex
- W2018367623
- Cited by
- 35
- References
- 22
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 3 · 2023: 2 · 2022: 2 · 2021: 6 · 2020: 3 · 2019: 3 · 2018: 4 · 2017: 5 · 2016: 1 · 2015: 2
- FWCI
- 2.95
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- International Journal of Behavioral Nutrition and Physical Activity (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- UEA Digital Repository (University of East Anglia) (submittedVersion)
- NORA - Norwegian Open Research Archives (submittedVersion, other-oa)
- Apollo (University of Cambridge) (submittedVersion, cc-by)
- Funders
- Wellcome Trust
- United Kingdom Clinical Research Collaboration
- Cancer Research UK
- National Institute for Health and Care Research (MC_UU_12015/3)
- British Heart Foundation
- Diabetes UK
- University of East Anglia
- Centre for Diet and Activity Research
- Chief Scientist Office, Scottish Government Health and Social Care Directorate
- Medical Research Council (MC_UU_12015/7, MC_UU_12015/4, MC_UU_12015, MR/K023187/1, MC_UU_12015/3)
- Economic and Social Research Council (ES/G007462/1)
- World Cancer Research Fund
- Topics
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Social Sciences › Transportation › Urban Transport and Accessibility
- Keywords
- rainfall, children's physical activity, moderate-to-vigorous physical activity, high-intensity exercise, sedentary time, seasonal variation, elementary school students, high school students, age differences, school lunchtime
- MeSH terms
- Adolescent, Adult, Age Factors, Child, Child Behavior, Female, United Kingdom, Humans, Longitudinal Studies, Male, Motor Activity, Rain, Schools, Seasons, Exercise, Multilevel Analysis, Sedentary Behavior, Accelerometry
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review