IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp5944.html
   My bibliography  Save this paper

The Causal Effect of Education on Health: What is the Role of Health Behaviors?

Author

Listed:
  • Brunello, Giorgio

    (University of Padova)

  • Fort, Margherita

    (University of Bologna)

  • Schneeweis, Nicole

    (University of Linz)

  • Winter-Ebmer, Rudolf

    (Johannes Kepler University Linz)

Abstract

In this paper we investigate the contribution of health related behaviors to the education gradient, using an empirical approach that addresses the endogeneity of both education and behaviors in the health production function. We apply this approach to a multi-country data set, which includes 12 European countries and has information on education, health and health behaviors for a sample of individuals aged 50+. Focusing on self reported poor health as our health outcome, we find that education has a protective role both for males and females. When evaluated at the sample mean of the dependent variable, one additional year of education reduces self-reported poor health by 7.1% for females and by 3.1% for males. Health behaviors – measured by smoking, drinking, exercising and the body mass index – contribute to explaining the gradient. We find that the effects of education on smoking, drinking, exercising and eating a proper diet account for at most 23% to 45% of the entire effect of education on health, depending on gender.

Suggested Citation

  • Brunello, Giorgio & Fort, Margherita & Schneeweis, Nicole & Winter-Ebmer, Rudolf, 2011. "The Causal Effect of Education on Health: What is the Role of Health Behaviors?," IZA Discussion Papers 5944, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp5944
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp5944.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. James P. Smith, 2009. "The Impact of Childhood Health on Adult Labor Market Outcomes," The Review of Economics and Statistics, MIT Press, vol. 91(3), pages 478-489, August.
    2. David M. Cutler & Adriana Lleras-Muney & Tom Vogl, 2008. "Socioeconomic Status and Health: Dimensions and Mechanisms," NBER Working Papers 14333, National Bureau of Economic Research, Inc.
    3. Michael Baker & Mark Stabile & Catherine Deri, 2004. "What Do Self-Reported, Objective, Measures of Health Measure?," Journal of Human Resources, University of Wisconsin Press, vol. 39(4).
    4. Meghir, Costas & Palme, Mårten & Simeonova, Emilia, 2012. "Education, Health and Mortality: Evidence from a Social Experiment," IZA Discussion Papers 6462, Institute of Labor Economics (IZA).
    5. James Banks & Zoë Oldfield & James P. Smith, 2011. "Childhood Health and Differences in Late-Life Health Outcomes between England and the United States," NBER Chapters, in: Investigations in the Economics of Aging, pages 321-339, National Bureau of Economic Research, Inc.
    6. Hans van Kippersluis, & Owen O’Donnell & Eddy van Doorslaer, 2011. "Long-Run Returns to Education: Does Schooling Lead to an Extended Old Age?," Journal of Human Resources, University of Wisconsin Press, vol. 46(4), pages 695-721.
    7. Garrouste, Christelle, 2010. "100 years of educational reforms in Europe: a contextual database," MPRA Paper 31853, University Library of Munich, Germany.
    8. M. Fort & N. Schneeweis & R. Winter-Ebmer, 2011. "More Schooling, More Children: Compulsory Schooling Reforms and Fertility in Europe," Working Papers wp787, Dipartimento Scienze Economiche, Universita' di Bologna.
    9. Brunello, Giorgio & Fabbri, Daniele & Fort, Margherita, 2009. "Years of Schooling, Human Capital and the Body Mass Index of European Females," IZA Discussion Papers 4667, Institute of Labor Economics (IZA).
    10. Card, David & Rothstein, Jesse, 2007. "Racial segregation and the black-white test score gap," Journal of Public Economics, Elsevier, vol. 91(11-12), pages 2158-2184, December.
    11. Damon Clark & Heather Royer, 2013. "The Effect of Education on Adult Mortality and Health: Evidence from Britain," American Economic Review, American Economic Association, vol. 103(6), pages 2087-2120, October.
    12. Contoyannis, Paul & Jones, Andrew M., 2004. "Socio-economic status, health and lifestyle," Journal of Health Economics, Elsevier, vol. 23(5), pages 965-995, September.
    13. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    14. Amy Finkelstein & Erzo F. P. Luttmer & Matthew J. Notowidigdo, 2013. "What Good Is Wealth Without Health? The Effect Of Health On The Marginal Utility Of Consumption," Journal of the European Economic Association, European Economic Association, vol. 11, pages 221-258, January.
    15. Park, Cheolsung & Kang, Changhui, 2008. "Does education induce healthy lifestyle?," Journal of Health Economics, Elsevier, vol. 27(6), pages 1516-1531, December.
    16. David M. Cutler & Adriana Lleras-Muney, 2006. "Education and Health: Evaluating Theories and Evidence," NBER Working Papers 12352, National Bureau of Economic Research, Inc.
    17. Cawley, John & Ruhm, Christopher J., 2011. "The Economics of Risky Health Behaviors," Handbook of Health Economics, in: Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), Handbook of Health Economics, volume 2, chapter 0, pages 95-199, Elsevier.
    18. Albouy, Valerie & Lequien, Laurent, 2009. "Does compulsory education lower mortality?," Journal of Health Economics, Elsevier, vol. 28(1), pages 155-168, January.
    19. Braakmann, Nils, 2011. "The causal relationship between education, health and health related behaviour: Evidence from a natural experiment in England," Journal of Health Economics, Elsevier, vol. 30(4), pages 753-763, July.
    20. Giorgio Brunello & Daniele Fabbri & Margherita Fort, 2013. "The Causal Effect of Education on Body Mass: Evidence from Europe," Journal of Labor Economics, University of Chicago Press, vol. 31(1), pages 195-223.
    21. Bhashkar Mazumder, 2008. "Does education improve health? A reexamination of the evidence from compulsory schooling laws," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 32(Q II), pages 2-16.
    22. Brunello, Giorgio & Fort, Margherita & Schneeweis, Nicole & Winter-Ebmer, Rudolf, 2011. "The Causal Effect of Education on Health," Economics Series 280, Institute for Advanced Studies.
    23. Franco Peracchi & Claudio Rossetti, 2012. "Heterogeneity in health responses and anchoring vignettes," Empirical Economics, Springer, vol. 42(2), pages 513-538, April.
    24. David M. Cutler & Edward L. Glaeser & Jesse M. Shapiro, 2003. "Why Have Americans Become More Obese?," Journal of Economic Perspectives, American Economic Association, vol. 17(3), pages 93-118, Summer.
    25. Arendt, Jacob Nielsen, 2005. "Does education cause better health? A panel data analysis using school reforms for identification," Economics of Education Review, Elsevier, vol. 24(2), pages 149-160, April.
    26. Oreopoulos, Philip, 2007. "Do dropouts drop out too soon? Wealth, health and happiness from compulsory schooling," Journal of Public Economics, Elsevier, vol. 91(11-12), pages 2213-2229, December.
    27. Lance Lochner, 2010. "Non-Production Benefits of Education: Crime, Health and Good Citizenship," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20107, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    28. Jörn-Steffen Pischke & Till von Wachter, 2008. "Zero Returns to Compulsory Schooling in Germany: Evidence and Interpretation," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 592-598, August.
    29. Nattavudh Powdthavee, 2010. "Does Education Reduce the Risk of Hypertension? Estimating the Biomarker Effect of Compulsory Schooling in England," Journal of Human Capital, University of Chicago Press, vol. 4(2), pages 173-202.
    30. Arendt, Jacob Nielsen, 2008. "In sickness and in health--Till education do us part: Education effects on hospitalization," Economics of Education Review, Elsevier, vol. 27(2), pages 161-172, April.
    31. Giorgio Brunello & Guglielmo Weber & Christoph T. Weiss, 2017. "Books are Forever: Early Life Conditions, Education and Lifetime Earnings in Europe," Economic Journal, Royal Economic Society, vol. 127(600), pages 271-296, March.
    32. Cutler, David M. & Lleras-Muney, Adriana, 2010. "Understanding differences in health behaviors by education," Journal of Health Economics, Elsevier, vol. 29(1), pages 1-28, January.
    33. Damon Clark & Heather Royer, 2010. "The Effect of Education on Adult Health and Mortality: Evidence from Britain," NBER Working Papers 16013, National Bureau of Economic Research, Inc.
    34. Kemptner, Daniel & Jürges, Hendrik & Reinhold, Steffen, 2011. "Changes in compulsory schooling and the causal effect of education on health: Evidence from Germany," Journal of Health Economics, Elsevier, vol. 30(2), pages 340-354, March.
    35. Giorgio Brunello & Margherita Fort & Guglielmo Weber, 2009. "Changes in Compulsory Schooling, Education and the Distribution of Wages in Europe," Economic Journal, Royal Economic Society, vol. 119(536), pages 516-539, March.
    36. Bruce Hollingsworth & Anthony Scott & Sandy Tubeuf & Florence Jusot & Damien Bricard, 2012. "Mediating Role Of Education And Lifestyles In The Relationship Between Early‐Life Conditions And Health: Evidence From The 1958 British Cohort," Health Economics, John Wiley & Sons, Ltd., vol. 21, pages 129-150, June.
    37. Till Stowasser & Florian Heiss & Daniel McFadden & Joachim Winter, 2011. ""Healthy, Wealthy and Wise?" Revisited: An Analysis of the Causal Pathways from Socioeconomic Status to Health," NBER Chapters, in: Investigations in the Economics of Aging, pages 267-317, National Bureau of Economic Research, Inc.
    38. Florian Heiss, 2011. "Dynamics of self-rated health and selective mortality," Empirical Economics, Springer, vol. 40(1), pages 119-140, February.
    39. James Banks & Zoë Oldfield & James P. Smith, 2011. "Childhood Health and Differences in Late-Life Health Outcomes between England and the United States," NBER Chapters,in: Investigations in the Economics of Aging, pages 321-339 National Bureau of Economic Research, Inc.
    40. Hendrik Jürges & Eberhard Kruk & Steffen Reinhold, 2013. "The effect of compulsory schooling on health—evidence from biomarkers," Journal of Population Economics, Springer;European Society for Population Economics, vol. 26(2), pages 645-672, April.
    41. repec:dau:papers:123456789/9292 is not listed on IDEAS
    42. Silles, Mary A., 2009. "The causal effect of education on health: Evidence from the United Kingdom," Economics of Education Review, Elsevier, vol. 28(1), pages 122-128, February.
    43. Gabriella Conti & James Heckman & Sergio Urzua, 2010. "The Education-Health Gradient," American Economic Review, American Economic Association, vol. 100(2), pages 234-238, May.
    44. Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-255, March-Apr.
    45. Scott Adams, 2002. "Educational Attainment and Health: Evidence from a Sample of Older Adults," Education Economics, Taylor & Francis Journals, vol. 10(1), pages 97-109.
    46. John Bound, 1991. "Self-Reported Versus Objective Measures of Health in Retirement Models," Journal of Human Resources, University of Wisconsin Press, vol. 26(1), pages 106-138.
    47. Fort, Margherita & Schneeweis, Nicole & Winter-Ebmer, Rudolf, 2011. "More Schooling, More Children," Economics Series 281, Institute for Advanced Studies.
    48. Giorgio Brunello & Guglielmo Weber & Christoph T. Weiss, 2017. "Books are Forever: Early Life Conditions, Education and Lifetime Earnings in Europe," Economic Journal, Royal Economic Society, vol. 127(600), pages 271-296, March.
    49. Rosenzweig, Mark R & Schultz, T Paul, 1983. "Estimating a Household Production Function: Heterogeneity, the Demand for Health Inputs, and Their Effects on Birth Weight," Journal of Political Economy, University of Chicago Press, vol. 91(5), pages 723-746, October.
    Full references (including those not matched with items on IDEAS)

    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. Brunello, Giorgio & Fort, Margherita & Schneeweis, Nicole & Winter-Ebmer, Rudolf, 2011. "The Causal Effect of Education on Health," Economics Series 280, Institute for Advanced Studies.
    2. Albarrán, Pedro & Hidalgo-Hidalgo, Marisa & Iturbe-Ormaetxe, Iñigo, 2020. "Education and adult health: Is there a causal effect?," Social Science & Medicine, Elsevier, vol. 249(C).
    3. Pedro Albarran Pérez & Marisa Hidalgo Hidalgo & Iñigo Iturbe-Ormaetxe Kortajarene, 2017. "Schooling and adult health: Can education overcome bad early-life conditions?," Working Papers. Serie AD 2017-09, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    4. Johnston, David W. & Lordan, Grace & Shields, Michael A. & Suziedelyte, Agne, 2015. "Education and health knowledge: Evidence from UK compulsory schooling reform," Social Science & Medicine, Elsevier, vol. 127(C), pages 92-100.
    5. Hamad, Rita & Elser, Holly & Tran, Duy C. & Rehkopf, David H. & Goodman, Steven N., 2018. "How and why studies disagree about the effects of education on health: A systematic review and meta-analysis of studies of compulsory schooling laws," Social Science & Medicine, Elsevier, vol. 212(C), pages 168-178.
    6. Raquel Fonseca Benito & Yuhui Zheng, 2011. "The Effect of Education on Health Cross-Country Evidence," Working Papers WR-864, RAND Corporation.
    7. Raquel Fonseca & Pierre-Carl Michaud & Yuhui Zheng, 2020. "The effect of education on health: evidence from national compulsory schooling reforms," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 11(1), pages 83-103, March.
    8. Eide, Eric R. & Showalter, Mark H., 2011. "Estimating the relation between health and education: What do we know and what do we need to know?," Economics of Education Review, Elsevier, vol. 30(5), pages 778-791, October.
    9. Titus J. Galama & Adriana Lleras-Muney & Hans van Kippersluis, 2018. "The Effect of Education on Health and Mortality: A Review of Experimental and Quasi-Experimental Evidence," NBER Working Papers 24225, National Bureau of Economic Research, Inc.
    10. Gathmann, Christina & Jürges, Hendrik & Reinhold, Steffen, 2015. "Compulsory schooling reforms, education and mortality in twentieth century Europe," Social Science & Medicine, Elsevier, vol. 127(C), pages 74-82.
    11. repec:iae:iaewps:wp2014n01 is not listed on IDEAS
    12. Crespo, Laura & López-Noval, Borja & Mira, Pedro, 2014. "Compulsory schooling, education, depression and memory: New evidence from SHARELIFE," Economics of Education Review, Elsevier, vol. 43(C), pages 36-46.
    13. Janke, Katharina & Johnston, David W. & Propper, Carol & Shields, Michael A., 2020. "The causal effect of education on chronic health conditions in the UK," Journal of Health Economics, Elsevier, vol. 70(C).
    14. Tatjana Begerow & Hendrik Jürges, 2022. "Does compulsory schooling affect health? Evidence from ambulatory claims data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 23(6), pages 953-968, August.
    15. Laura Crespo & Borja López-Noval & Pedro Mira, 2013. "Compulsory Schooling, Education and Mental Health: New Evidence from SHARELIFE," Working Papers wp2013_1304, CEMFI.
    16. Bautista, María Angélica & González, Felipe & Martinez, Luis R. & Muñoz, Pablo & Prem, Mounu, 2020. "Does Higher Education Reduce Mortality? Evidence from a Natural Experiment in Chile," SocArXiv 5s2px, Center for Open Science.
    17. Jiang, Wei & Lu, Yi & Xie, Huihua, 2020. "Education and mental health: Evidence and mechanisms," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 407-437.
    18. Bautista, María Angélica & González, Felipe & Martinez, Luis R. & Muñoz, Pablo & Prem, Mounu, 2020. "Does Higher Education Reduce Mortality? Evidence from a Natural Experiment in Chile," SocArXiv 5s2px, Center for Open Science.
    19. Xindong Xue & Mingmei Cheng & Wangyongxin Zhang, 2021. "Does Education Really Improve Health? A Meta‐Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 35(1), pages 71-105, February.
    20. James, Jonathan, 2015. "Health and education expansion," Economics of Education Review, Elsevier, vol. 49(C), pages 193-215.
    21. Hofmarcher, Thomas, 2021. "The effect of education on poverty: A European perspective," Economics of Education Review, Elsevier, vol. 83(C).

    More about this item

    Keywords

    health behaviors; health; education; Europe;
    All these keywords.

    JEL classification:

    • J1 - Labor and Demographic Economics - - Demographic Economics
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:iza:izadps:dp5944. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    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.