IDEAS home Printed from https://ideas.repec.org/a/eee/ehbiol/v39y2020ics1570677x20302033.html
   My bibliography  Save this article

A dynamic microeconomic analysis of the impact of physical activity on cognition among older people

Author

Listed:
  • Lenzen, Sabrina
  • Gannon, Brenda
  • Rose, Christiern

Abstract

This microeconomic study explores the dynamic relationship between physical activity and cognition, using longitudinal data from 6 waves of the Survey of Health, Ageing and Retirement in Europe (SHARE) between 2004 and 2017. Physical activity has drawn significant attention as a potentially successful action for protecting brain health and cognition in the aging population, but the empirical evidence in observational studies is inconclusive to date. We add to the literature by estimating the effect of physical activity on cognition, tackling many sources of bias, which have previously not been addressed consistently. The challenge in estimating the effect of physical activity on cognition is the dynamics of cognition and the endogeneity of physical activity caused by unobserved heterogeneity, reverse causality and measurement error. To address this endogeneity and at the same time control for lagged cognition, we propose a system – generalized method of moments (GMM) estimator, using lagged levels and differences of the endogenous explanatory variables as instruments, while transforming out the fixed effects. We find that being moderately & vigorously physically active at least once a week increases memory status by 0.282 and 0.552 standard deviations for men and women respectively. We find different effects for varying physical activity intensity.

Suggested Citation

  • Lenzen, Sabrina & Gannon, Brenda & Rose, Christiern, 2020. "A dynamic microeconomic analysis of the impact of physical activity on cognition among older people," Economics & Human Biology, Elsevier, vol. 39(C).
    • Handle: RePEc:eee:ehbiol:v:39:y:2020:i:c:s1570677x20302033
    DOI: 10.1016/j.ehb.2020.100933
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1570677X20302033
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.ehb.2020.100933?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Brenda Gannon & James Banks & James Nazroo & Luke Munford, 2018. "An econometric analysis of cognitive impairment and healthcare utilization in the ageing population," Applied Economics, Taylor & Francis Journals, vol. 50(50), pages 5454-5463, October.
    2. Frank Windmeijer, 2018. "Testing Over- and Underidentification in Linear Models, with Applications to Dynamic Panel Data and Asset-Pricing Models," Bristol Economics Discussion Papers 18/696, School of Economics, University of Bristol, UK.
    3. Aigner, Dennis J., 1973. "Regression with a binary independent variable subject to errors of observation," Journal of Econometrics, Elsevier, vol. 1(1), pages 49-59, March.
    4. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    5. Michael Grossman, 1972. "The Demand for Health: A Theoretical and Empirical Investigation," NBER Books, National Bureau of Economic Research, Inc, number gros72-1, June.
    6. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    7. Andrew M. Jones & Nigel Rice & Paul Contoyannis, 2012. "The Dynamics of Health," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 2, Edward Elgar Publishing.
    8. Galama, Titus & Kapteyn, Arie, 2011. "Grossman’s missing health threshold," Journal of Health Economics, Elsevier, vol. 30(5), pages 1044-1056.
    9. Susann Rohwedder & Robert J. Willis, 2010. "Mental Retirement," Journal of Economic Perspectives, American Economic Association, vol. 24(1), pages 119-138, Winter.
    10. Bonsang, Eric & Adam, Stéphane & Perelman, Sergio, 2012. "Does retirement affect cognitive functioning?," Journal of Health Economics, Elsevier, vol. 31(3), pages 490-501.
    11. Bound, John & Brown, Charles & Mathiowetz, Nancy, 2001. "Measurement error in survey data," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 59, pages 3705-3843, Elsevier.
    12. Brad R. Humphreys & Logan McLeod & Jane E. Ruseski, 2014. "Physical Activity And Health Outcomes: Evidence From Canada," Health Economics, John Wiley & Sons, Ltd., vol. 23(1), pages 33-54, January.
    13. Paul Contoyannis & Andrew M. Jones & Nigel Rice, 2004. "The dynamics of health in the British Household Panel Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(4), pages 473-503.
    14. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    15. David G. Lugo-Palacios & Brenda Gannon, 2017. "Health care utilisation amongst older adults with sensory and cognitive impairments in Europe," Health Economics Review, Springer, vol. 7(1), pages 1-15, December.
    16. Abdulkarim M. Meraya & Nilanjana Dwibedi & Xi Tan & Kim Innes & Sophie Mitra & Usha Sambamoorthi, 2018. "The dynamic relationships between economic status and health measures among working‐age adults in the United States," Health Economics, John Wiley & Sons, Ltd., vol. 27(8), pages 1160-1174, August.
    17. Singh-Manoux, A. & Hillsdon, M. & Brunner, E. & Marmot, M., 2005. "Effects of physical activity on cognitive functioning in middle age: Evidence from the whitehall II prospective cohort study," American Journal of Public Health, American Public Health Association, vol. 95(12), pages 2252-2258.
    18. Wagstaff, Adam, 1986. "The demand for health : Some new empirical evidence," Journal of Health Economics, Elsevier, vol. 5(3), pages 195-233, September.
    19. AIGNER, Dennis J., 1973. "Regression with a binary independent variable subject to errors of observation," LIDAM Reprints CORE 130, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    20. Richards, Marcus & Hardy, Rebecca & Wadsworth, Michael E. J., 2003. "Does active leisure protect cognition? Evidence from a national birth cohort," Social Science & Medicine, Elsevier, vol. 56(4), pages 785-792, February.
    21. Paul Downward, 2007. "Exploring the Economic Choice to Participate in Sport: Results from the 2002 General Household Survey," International Review of Applied Economics, Taylor & Francis Journals, vol. 21(5), pages 633-653.
    22. 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.
    23. Huang, Haifang & Humphreys, Brad R., 2012. "Sports participation and happiness: Evidence from US microdata," Journal of Economic Psychology, Elsevier, vol. 33(4), pages 776-793.
    24. Andrew Jones & Audrey Laporte & Nigel Rice & Eugenio Zucchelli, 2014. "A Synthesis of the Grossman and Becker-Murphy Models of Health and Addiction: Theoretical and Empirical Implications," Working Papers 140007, Canadian Centre for Health Economics.
    25. John Mullahy & Stephanie Robert, 2010. "No time to lose: time constraints and physical activity in the production of health," Review of Economics of the Household, Springer, vol. 8(4), pages 409-432, December.
    26. Sarma, Sisira & Zaric, Gregory S. & Campbell, M. Karen & Gilliland, Jason, 2014. "The effect of physical activity on adult obesity: Evidence from the Canadian NPHS panel," Economics & Human Biology, Elsevier, vol. 14(C), pages 1-21.
    27. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    28. Sisira Sarma & Rose Anne Devlin & Jason Gilliland & M. Karen Campbell & Gregory S. Zaric, 2015. "The Effect of Leisure‐Time Physical Activity on Obesity, Diabetes, High BP and Heart Disease Among Canadians: Evidence from 2000/2001 to 2005/2006," Health Economics, John Wiley & Sons, Ltd., vol. 24(12), pages 1531-1547, December.
    29. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    30. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    31. Basu, Deepankar, 2015. "Asymptotic Bias of OLS in the Presence of Reverse Causality," UMASS Amherst Economics Working Papers 2015-18, University of Massachusetts Amherst, Department of Economics.
    32. Brenda Gannon, 2005. "A dynamic analysis of disability and labour force participation in Ireland 1995–2000," Health Economics, John Wiley & Sons, Ltd., vol. 14(9), pages 925-938, September.
    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. Lenzen, Sabrina & Gannon, Brenda & Rose, Christiern & Norton, Edward C., 2023. "The relationship between physical activity, cognitive function and health care use: A mediation analysis," Social Science & Medicine, Elsevier, vol. 335(C).
    2. Sukai Wang & Hong-Yu Liu & Yi-Chen Cheng & Chun-Hsien Su, 2021. "Exercise Dosage in Reducing the Risk of Dementia Development: Mode, Duration, and Intensity—A Narrative Review," IJERPH, MDPI, vol. 18(24), pages 1-21, December.

    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. Zheng, Xinye & Li, Fanghua & Song, Shunfeng & Yu, Yihua, 2013. "Central government's infrastructure investment across Chinese regions: A dynamic spatial panel data approach," China Economic Review, Elsevier, vol. 27(C), pages 264-276.
    2. Meschi, Elena & Taymaz, Erol & Vivarelli, Marco, 2011. "Trade, technology and skills: Evidence from Turkish microdata," Labour Economics, Elsevier, vol. 18(S1), pages 60-70.
    3. Qu, Guangjun & Sylwester, Kevin & Wang, Feng, 2016. "Anticorruption and Growth: Evidence from China," MPRA Paper 72190, University Library of Munich, Germany.
    4. Thumrongvit, Patara & Kim, Yoonbai & Pyun, Chong Soo, 2013. "Linking the missing market: The effect of bond markets on economic growth," International Review of Economics & Finance, Elsevier, vol. 27(C), pages 529-541.
    5. Sèna Kimm Gnangnon, 2022. "Financial development and tax revenue in developing countries: investigating the international trade channel," SN Business & Economics, Springer, vol. 2(1), pages 1-26, January.
    6. Zergawu, Yitagesu Zewdu & Walle, Yabibal M. & Giménez-Gómez, José-Manuel, 2020. "The joint impact of infrastructure and institutions on economic growth," Journal of Institutional Economics, Cambridge University Press, vol. 16(4), pages 481-502, August.
    7. Salvatore Capasso & Maria Rosario Carillo & Rita De Siano, 2012. "Migration Flows, Structural Change And Growth Convergence: A Panel Data Analysis Of The Italian Regions," Manchester School, University of Manchester, vol. 80(4), pages 468-498, July.
    8. Soukiazis, Elias & Antunes, Micaela, 2011. "Is foreign trade important for regional growth? Empirical evidence from Portugal," Economic Modelling, Elsevier, vol. 28(3), pages 1363-1373, May.
    9. Martin Andersson & Hans Lööf, 2011. "Agglomeration and productivity: evidence from firm-level data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 46(3), pages 601-620, June.
    10. Mitze, Timo & Reinkowski, Janina, 2010. "Testing the Validity of the Neoclassical Migration Model: Overall and Age-Group Specific Estimation Results for German Spatial Planning Regions," MPRA Paper 23616, University Library of Munich, Germany.
    11. Bergh, Andreas & Nilsson, Therese, 2010. "Do liberalization and globalization increase income inequality?," European Journal of Political Economy, Elsevier, vol. 26(4), pages 488-505, December.
    12. Liu, Can & Wang, Sen & Liu, Hao & Zhu, Wenqing, 2017. "Why did the 1980s' reform of collective forestland tenure in southern China fail?," Forest Policy and Economics, Elsevier, vol. 83(C), pages 131-141.
    13. Kim, Hoolda & Mitra, Sophie, 2022. "Dynamics of health and labor income in Korea," The Journal of the Economics of Ageing, Elsevier, vol. 21(C).
    14. Bandyopadhyay, Arindam & Barua, Nandita Malini, 2016. "Factors determining capital structure and corporate performance in India: Studying the business cycle effects," The Quarterly Review of Economics and Finance, Elsevier, vol. 61(C), pages 160-172.
    15. Veronica Amarante, 2014. "Revisiting Inequality and Growth: Evidence for Developing Countries," Growth and Change, Wiley Blackwell, vol. 45(4), pages 571-589, December.
    16. Unal Tongur & Adem Yavuz Elveren, 2012. "Military Expenditures, Inequality, and Welfare and Political Regimes: A Dynamic Panel Data Analysis," ERC Working Papers 1210, ERC - Economic Research Center, Middle East Technical University, revised Dec 2012.
    17. Adem Yavuz Elveren & Hale Kirmizioglu, 2022. "Financial Development and Female Labor Income Share: Evidence from Global Data," World Journal of Applied Economics, WERI-World Economic Research Institute, vol. 8(1), pages 35-49, June.
    18. Björn Alecke & Timo Mitze & Gerhard Untiedt, 2010. "Internal migration, regional labour market dynamics and implications for German East-West disparities: results from a Panel VAR," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 30(2), pages 159-189, September.
    19. Nataliia Osina, 2021. "Global governance and gross capital flows dynamics," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(3), pages 463-493, August.
    20. Thomas Strobel, 2014. "Directed technological change, skill complementarities and sectoral productivity growth: evidence from industrialized countries during the new economy," Journal of Productivity Analysis, Springer, vol. 42(3), pages 255-275, December.

    More about this item

    Keywords

    Physical activity; Cognition; Memory; Blundell–Bond; System-GMM;
    All these keywords.

    JEL classification:

    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • C26 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Instrumental Variables (IV) Estimation
    • I10 - Health, Education, and Welfare - - Health - - - General
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • J14 - Labor and Demographic Economics - - Demographic Economics - - - Economics of the Elderly; Economics of the Handicapped; Non-Labor Market Discrimination

    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:eee:ehbiol:v:39:y:2020:i:c:s1570677x20302033. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/622964 .

    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.