IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0135651.html
   My bibliography  Save this article

Income and Physical Activity among Adults: Evidence from Self-Reported and Pedometer-Based Physical Activity Measurements

Author

Listed:
  • Jaana T Kari
  • Jaakko Pehkonen
  • Mirja Hirvensalo
  • Xiaolin Yang
  • Nina Hutri-Kähönen
  • Olli T Raitakari
  • Tuija H Tammelin

Abstract

This study examined the relationship between income and physical activity by using three measures to illustrate daily physical activity: the self-reported physical activity index for leisure-time physical activity, pedometer-based total steps for overall daily physical activity, and pedometer-based aerobic steps that reflect continuous steps for more than 10 min at a time. The study population consisted of 753 adults from Finland (mean age 41.7 years; 64% women) who participated in 2011 in the follow-up of the ongoing Young Finns study. Ordinary least squares models were used to evaluate the associations between income and physical activity. The consistency of the results was explored by using register-based income information from Statistics Finland, employing the instrumental variable approach, and dividing the pedometer-based physical activity according to weekdays and weekend days. The results indicated that higher income was associated with higher self-reported physical activity for both genders. The results were robust to the inclusion of the control variables and the use of register-based income information. However, the pedometer-based results were gender-specific and depended on the measurement day (weekday vs. weekend day). In more detail, the association was positive for women and negative or non-existing for men. According to the measurement day, among women, income was positively associated with aerobic steps despite the measurement day and with totals steps measured on the weekend. Among men, income was negatively associated with aerobic steps measured on weekdays. The results indicate that there is an association between income and physical activity, but the association is gender-specific and depends on the measurement type of physical activity.

Suggested Citation

  • Jaana T Kari & Jaakko Pehkonen & Mirja Hirvensalo & Xiaolin Yang & Nina Hutri-Kähönen & Olli T Raitakari & Tuija H Tammelin, 2015. "Income and Physical Activity among Adults: Evidence from Self-Reported and Pedometer-Based Physical Activity Measurements," PLOS ONE, Public Library of Science, vol. 10(8), pages 1-15, August.
  • Handle: RePEc:plo:pone00:0135651
    DOI: 10.1371/journal.pone.0135651
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0135651
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0135651&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0135651?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Betsey Stevenson, 2010. "Beyond the Classroom: Using Title IX to Measure the Return to High School Sports," The Review of Economics and Statistics, MIT Press, vol. 92(2), pages 284-301, May.
    2. Hyytinen, Ari & Lahtonen, Jukka, 2013. "The effect of physical activity on long-term income," Social Science & Medicine, Elsevier, vol. 96(C), pages 129-137.
    3. Gronau, Reuben, 1977. "Leisure, Home Production, and Work-The Theory of the Allocation of Time Revisited," Journal of Political Economy, University of Chicago Press, vol. 85(6), pages 1099-1123, December.
    4. Brown, Heather & Roberts, Jennifer, 2011. "Exercising choice: The economic determinants of physical activity behaviour of an employed population," Social Science & Medicine, Elsevier, vol. 73(3), pages 383-390, August.
    5. Christopher J. Ruhm, 2000. "Are Recessions Good for Your Health?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(2), pages 617-650.
    6. K. E. McConnell, 1992. "On-Site Time in the Demand for Recreation," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 74(4), pages 918-925.
    7. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    8. Brad R. Humphreys & Jane E. Ruseski, 2007. "Participation In Physical Activity And Government Spending On Parks And Recreation," Contemporary Economic Policy, Western Economic Association International, vol. 25(4), pages 538-552, October.
    9. Eberth, Barbara & Smith, Murray D., 2010. "Modelling the participation decision and duration of sporting activity in Scotland," Economic Modelling, Elsevier, vol. 27(4), pages 822-834, July.
    10. Long, James E & Caudill, Steven B, 1991. "The Impact of Participation in Intercollegiate Athletics on Income and Graduation," The Review of Economics and Statistics, MIT Press, vol. 73(3), pages 525-531, August.
    11. Brad R. Humphreys & Jane E. Ruseski, 2006. "Economic Determinants of Participation in Physical Activity and Sport," Working Papers 0613, International Association of Sports Economists;North American Association of Sports Economists.
    12. Meltzer, David O. & Jena, Anupam B., 2010. "The economics of intense exercise," Journal of Health Economics, Elsevier, vol. 29(3), pages 347-352, May.
    13. Lisa Farrell & Michael A. Shields, 2002. "Investigating the economic and demographic determinants of sporting participation in England," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 165(2), pages 335-348, June.
    14. Vasilios Kosteas, 2012. "The Effect of Exercise on Earnings: Evidence from the NLSY," Journal of Labor Research, Springer, vol. 33(2), pages 225-250, June.
    15. Lechner, Michael, 2009. "Long-run labour market and health effects of individual sports activities," Journal of Health Economics, Elsevier, vol. 28(4), pages 839-854, July.
    16. Ewing, Bradley T., 1998. "Athletes and work," Economics Letters, Elsevier, vol. 59(1), pages 113-117, April.
    17. Kuehnle, Daniel, 2014. "The causal effect of family income on child health in the UK," Journal of Health Economics, Elsevier, vol. 36(C), pages 137-150.
    18. Humphreys Brad R & Ruseski Jane E, 2011. "An Economic Analysis of Participation and Time Spent in Physical Activity," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 11(1), pages 1-38, August.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. S S M Silva & Madawa W Jayawardana & Denny Meyer, 2018. "Statistical methods to model and evaluate physical activity programs, using step counts: A systematic review," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-19, November.
    2. Huikari, Sanna & Junttila, Hanna & Ala-Mursula, Leena & Jämsä, Timo & Korpelainen, Raija & Miettunen, Jouko & Svento, Rauli & Korhonen, Marko, 2021. "Leisure-time physical activity is associated with socio-economic status beyond income – Cross-sectional survey of the Northern Finland Birth Cohort 1966 study," Economics & Human Biology, Elsevier, vol. 41(C).
    3. Shunsuke Ono & Pattaphol Yuktadatta & Takafumi Taniguchi & Tomoe Iitsuka & Masafumi Noguchi & Sawa Tanaka & Haruka Ito & Kousei Nakamura & Nanako Yasuhara & Chihiro Miyawaki & Katsumi Mikura & Mostafa, 2021. "Financial Literacy and Exercise Behavior: Evidence from Japan," Sustainability, MDPI, vol. 13(8), pages 1-15, April.
    4. Pattaphol Yuktadatta & Mostafa Saidur Rahim Khan & Yoshihiko Kadoya, 2021. "Financial Literacy and Exercise Behavior in the United States," Sustainability, MDPI, vol. 13(16), pages 1-17, August.
    5. Miloš Ilić & Huiwen Pang & Tomislav Vlaški & Maja Grujičić & Budimka Novaković, 2022. "Motives and Barriers for Regular Physical Activity among Medical Students from the Western Balkans (South-East Europe Region)," IJERPH, MDPI, vol. 19(23), pages 1-21, December.
    6. Eija K Laakkonen & Janne Kulmala & Pauliina Aukee & Harto Hakonen & Urho M Kujala & Dawn A Lowe & Vuokko Kovanen & Tuija Tammelin & Sarianna Sipilä, 2017. "Female reproductive factors are associated with objectively measured physical activity in middle-aged women," PLOS ONE, Public Library of Science, vol. 12(2), pages 1-16, February.
    7. Sarah Elshahat & Michael O’Rorke & Deepti Adlakha, 2020. "Built environment correlates of physical activity in low- and middle-income countries: A systematic review," PLOS ONE, Public Library of Science, vol. 15(3), pages 1-19, March.
    8. Sören Dallmeyer & Christoph Breuer, 2024. "The introduction of a minimum wage in Germany and the effects on physical activity participation," International Journal of Health Economics and Management, Springer, vol. 24(2), pages 211-229, June.
    9. Nur Zakiah Mohd Saat & Siti Aishah Hanawi & Nor M. F. Farah & Hazilah Mohd Amin & Hazlenah Hanafiah & Nur Shazana Shamsulkamar, 2021. "Relationship between Physical Activity and Cardiovascular Risk Factors: A Cross-Sectional Study among Low-Income Housewives in Kuala Lumpur," IJERPH, MDPI, vol. 18(11), pages 1-12, June.
    10. Yuan Lai & Jiatong Li & Jiachen Zhang & Lan Yan & Yifeng Liu, 2022. "Do Vibrant Places Promote Active Living? Analyzing Local Vibrancy, Running Activity, and Real Estate Prices in Beijing," IJERPH, MDPI, vol. 19(24), pages 1-19, December.
    11. Feng, Jun & Li, Xiaohe & Shi, Yi & Meng, Weize, 2023. "Physical activity and labor market returns: Empirical evidence from China," Finance Research Letters, Elsevier, vol. 58(PB).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Cabane Charlotte & Lechner Michael, 2015. "Physical Activity of Adults: A Survey of Correlates, Determinants, and Effects," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 235(4-5), pages 376-402, August.
    2. Charlotte Cabane & Andrew E. Clark, 2015. "Childhood Sporting Activities andAdult Labour-Market Outcome," Annals of Economics and Statistics, GENES, issue 119-120, pages 123-148.
    3. Michael Lechner & Paul Downward, 2017. "Heterogeneous sports participation and labour market outcomes in England," Applied Economics, Taylor & Francis Journals, vol. 49(4), pages 335-348, January.
    4. repec:hal:pseose:halshs-00875305 is not listed on IDEAS
    5. Humphreys Brad R & Ruseski Jane E, 2011. "An Economic Analysis of Participation and Time Spent in Physical Activity," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 11(1), pages 1-38, August.
    6. Muñiz, Cristina & Rodríguez, Plácido & Suárez, María J., 2014. "Sports and cultural habits by gender: An application using count data models," Economic Modelling, Elsevier, vol. 36(C), pages 288-297.
    7. Hyytinen, Ari & Lahtonen, Jukka, 2013. "The effect of physical activity on long-term income," Social Science & Medicine, Elsevier, vol. 96(C), pages 129-137.
    8. Sari, Nazmi & Lechner, Michael, 2015. "Long-run health effects of sports and exercise in Canada," Economics Working Paper Series 1520, University of St. Gallen, School of Economics and Political Science.
    9. Fricke, Hans & Lechner, Michael & Steinmayr, Andreas, 2018. "The effects of incentives to exercise on student performance in college," Economics of Education Review, Elsevier, vol. 66(C), pages 14-39.
    10. Lechner, Michael & Fricke, Hans & Steinmayr, Andreas, 2017. "The Effect of Physical Activity on Student Performance in College: An Experimental Evaluation," CEPR Discussion Papers 12052, C.E.P.R. Discussion Papers.
    11. Kirstin Hallmann & Cristina Muñiz Artime & Christoph Breuer & Sören Dallmeyer & Magnus Metz, 2017. "Leisure participation: modelling the decision to engage in sports and culture," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 41(4), pages 467-487, November.
    12. Joshua C. Hall & Brad R. Humphreys & Jane E. Ruseski, 2018. "Economic Freedom and Exercise: Evidence from State Outcomes," Southern Economic Journal, John Wiley & Sons, vol. 84(4), pages 1050-1066, April.
    13. Vasilios Kosteas, 2015. "Physical activity and time preference," International Journal of Health Economics and Management, Springer, vol. 15(4), pages 361-386, December.
    14. Lechner, Michael, 2009. "Long-run labour market and health effects of individual sports activities," Journal of Health Economics, Elsevier, vol. 28(4), pages 839-854, July.
    15. Downward, Paul & Lera-Lopez, Fernando & Rasciute, Simona, 2011. "The Zero-Inflated ordered probit approach to modelling sports participation," Economic Modelling, Elsevier, vol. 28(6), pages 2469-2477.
    16. Cabane, Charlotte & Hille, Adrian & Lechner, Michael, 2015. "Mozart or Pelé? The effects of teenagers’ participation in music and sports," Economics Working Paper Series 1509, University of St. Gallen, School of Economics and Political Science.
    17. Humphreys, Brad & Ruseski, Jane & Zhou, Li, 2015. "Physical Activity, Present Bias, and Habit Formation: Theory and Evidence from Longitudinal Data," Working Papers 2015-6, University of Alberta, Department of Economics.
    18. Norwood, Patricia & Eberth, Barbara & Farrar, Shelley & Anable, Jillian & Ludbrook, Anne, 2014. "Active travel intervention and physical activity behaviour: An evaluation," Social Science & Medicine, Elsevier, vol. 113(C), pages 50-58.
    19. Cabane, Charlotte & Hille, Adrian & Lechner, Michael, 2016. "Mozart or Pelé? The effects of adolescents' participation in music and sports," Labour Economics, Elsevier, vol. 41(C), pages 90-103.
    20. Yong Kang Cheah & Mohd Azahadi & Siew Nooi Phang & Noor Hazilah, 2017. "The Income and Demographic Determinants of Physical Activity Intensity: Evidence from a Developing Country," Margin: The Journal of Applied Economic Research, National Council of Applied Economic Research, vol. 11(3), pages 348-364, August.
    21. Lechner, Michael, 2008. "Long-Run Labour Market Effects of Individual Sports Activities," IZA Discussion Papers 3559, Institute of Labor Economics (IZA).

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0135651. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.