IDEAS home Printed from https://ideas.repec.org/a/eee/socmed/v184y2017icp49-56.html
   My bibliography  Save this article

Educational gains in cause-specific mortality: Accounting for cognitive ability and family-level confounders using propensity score weighting

Author

Listed:
  • Bijwaard, Govert E.
  • Myrskylä, Mikko
  • Tynelius, Per
  • Rasmussen, Finn

Abstract

A negative educational gradient has been found for many causes of death. This association may be partly explained by confounding factors that affect both educational attainment and mortality. We correct the cause-specific educational gradient for observed individual background and unobserved family factors using an innovative method based on months lost due to a specific cause of death re-weighted by the probability of attaining a higher educational level. We use data on men with brothers from the Swedish Military Conscription Registry (1951–1983), linked to administrative registers. This dataset of some 700,000 men allows us to distinguish between five education levels and many causes of death. The empirical results reveal that raising the educational level from primary to tertiary would result in an additional 20 months of survival between ages 18 and 63. This improvement in mortality is mainly attributable to fewer deaths from external causes. The highly educated gain more than nine months due to the reduction in deaths from external causes, but gain only two months due to the reduction in cancer mortality and four months due to the reduction in cardiovascular mortality. Ignoring confounding would lead to an underestimation of the gains by educational attainment, especially for the less educated. Our results imply that if the education distribution of 50,000 Swedish men from the 1951 cohort were replaced with that of the corresponding 1983 cohort, 22% of the person-years that were lost to death between ages 18 and 63 would have been saved for this cohort.

Suggested Citation

  • Bijwaard, Govert E. & Myrskylä, Mikko & Tynelius, Per & Rasmussen, Finn, 2017. "Educational gains in cause-specific mortality: Accounting for cognitive ability and family-level confounders using propensity score weighting," Social Science & Medicine, Elsevier, vol. 184(C), pages 49-56.
  • Handle: RePEc:eee:socmed:v:184:y:2017:i:c:p:49-56
    DOI: 10.1016/j.socscimed.2017.05.019
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0277953617303131
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.socscimed.2017.05.019?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. Thomas, Jonathan M, 1996. "On the Interpretation of Covariate Estimates in Independent Competing-Risks Models," Bulletin of Economic Research, Wiley Blackwell, vol. 48(1), pages 27-39, January.
    2. 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.
    3. Fletcher, Jason M., 2015. "New evidence of the effects of education on health in the US: Compulsory schooling laws revisited," Social Science & Medicine, Elsevier, vol. 127(C), pages 101-107.
    4. 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.
    5. Adriana Lleras-Muney, 2005. "The Relationship Between Education and Adult Mortality in the United States," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 189-221.
    6. Albouy, Valerie & Lequien, Laurent, 2009. "Does compulsory education lower mortality?," Journal of Health Economics, Elsevier, vol. 28(1), pages 155-168, January.
    7. Costas Meghir & Mårten Palme & Emilia Simeonova, 2013. "Education, Cognition and Health: Evidence from a Social Experiment," NBER Working Papers 19002, National Bureau of Economic Research, Inc.
    8. Govert E. Bijwaard & Per Tynelius & Mikko Myrskylä, 2019. "Education, cognitive ability, and cause-specific mortality: A structural approach," Population Studies, Taylor & Francis Journals, vol. 73(2), pages 217-232, May.
    9. 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.
    10. 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.
    11. Michael Grossman, 2015. "The Relationship between Health and Schooling: What’s New?," NBER Working Papers 21609, National Bureau of Economic Research, Inc.
    12. Leuven, Edwin & Plug, Erik & Rønning, Marte, 2016. "Education and cancer risk," Labour Economics, Elsevier, vol. 43(C), pages 106-121.
    13. Amin, Vikesh & Behrman, Jere R. & Kohler, Hans-Peter, 2015. "Schooling has smaller or insignificant effects on adult health in the US than suggested by cross-sectional associations: New estimates using relatively large samples of identical twins," Social Science & Medicine, Elsevier, vol. 127(C), pages 181-189.
    14. Bijwaard, Govert E. & van Kippersluis, Hans & Veenman, Justus, 2015. "Education and health: The role of cognitive ability," Journal of Health Economics, Elsevier, vol. 42(C), pages 29-43.
    15. Mackenbach, Johan P., 2012. "The persistence of health inequalities in modern welfare states: The explanation of a paradox," Social Science & Medicine, Elsevier, vol. 75(4), pages 761-769.
    16. Petter Lundborg, 2013. "The health returns to schooling—what can we learn from twins?," Journal of Population Economics, Springer;European Society for Population Economics, vol. 26(2), pages 673-701, April.
    17. Elo, Irma T. & Martikainen, Pekka & Myrskylä, Mikko, 2014. "Socioeconomic status across the life course and all-cause and cause-specific mortality in Finland," Social Science & Medicine, Elsevier, vol. 119(C), pages 198-206.
    18. Morten Overgaard & Per K. Andersen & Erik T. Parner, 2015. "Regression analysis of censored data using pseudo-observations: An update," Stata Journal, StataCorp LP, vol. 15(3), pages 809-821, September.
    19. Gabriella Conti & James Heckman & Sergio Urzua, 2010. "The Education-Health Gradient," American Economic Review, American Economic Association, vol. 100(2), pages 234-238, May.
    20. Ivana Kulhánová & Rasmus Hoffmann & Terje Eikemo & Gwenn Menvielle & Johan Mackenbach, 2014. "Educational inequalities in mortality by cause of death: first national data for the Netherlands," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 59(5), pages 687-696, October.
    21. Michael Lechner, 2002. "Some practical issues in the evaluation of heterogeneous labour market programmes by matching methods," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 165(1), pages 59-82, February.
    22. Kosuke Imai & David A. van Dyk, 2004. "Causal Inference With General Treatment Regimes: Generalizing the Propensity Score," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 854-866, January.
    23. Barclay, Kieron & Keenan, Katherine & Grundy, Emily & Kolk, Martin & Myrskylä, Mikko, 2016. "Reproductive history and post-reproductive mortality: A sibling comparison analysis using Swedish register data," Social Science & Medicine, Elsevier, vol. 155(C), pages 82-92.
    24. Per Kragh Andersen & Vladimir Canudas-Romo & Niels Keiding, 2013. "Cause-specific measures of life years lost," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 29(41), pages 1127-1152.
    25. Barclay, Kieron & Keenan, Katherine & Grundy, Emily & Kolk, Martin & Myrskylä, Mikko, 2016. "Reproductive history and post-reproductive mortality: a sibling comparison analysis using Swedish register data," LSE Research Online Documents on Economics 65602, London School of Economics and Political Science, LSE Library.
    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. Bijwaard, Govert, 2021. "Educational Differences in Mortality and Hospitalisation for Cardiovascular Diseases for Males," IZA Discussion Papers 14507, Institute of Labor Economics (IZA).
    2. Bijwaard, G.E.; & Tynelius, P.;, 2018. "The impact of mental problems on mortality and how it is moderated by education," Health, Econometrics and Data Group (HEDG) Working Papers 18/16, HEDG, c/o Department of Economics, University of York.
    3. Huebener, Mathias, 2019. "Life expectancy and parental education," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 232, pages 351-365.
    4. Huebener, Mathias, 2019. "Life expectancy and parental education," Social Science & Medicine, Elsevier, vol. 232(C), pages 351-365.
    5. Bijwaard, Govert E., 2022. "Educational differences in mortality and hospitalisation for cardiovascular diseases," Journal of Health Economics, Elsevier, vol. 81(C).
    6. Mathias Huebener, 2019. "Life Expectancy and Parental Education in Germany," SOEPpapers on Multidisciplinary Panel Data Research 1023, DIW Berlin, The German Socio-Economic Panel (SOEP).
    7. Viera Ivanková & Rastislav Kotulič & Jaroslav Gonos & Martin Rigelský, 2019. "Health Care Financing Systems and Their Effectiveness: An Empirical Study of OECD Countries," IJERPH, MDPI, vol. 16(20), pages 1-22, October.
    8. Bijwaard, G.E.; & Jones, A.M.;, 2019. "Education and life-expectancy and how the relationship is mediated through changes in behaviour: a principal stratification approach for hazard rates," Health, Econometrics and Data Group (HEDG) Working Papers 19/05, HEDG, c/o Department of Economics, University of York.

    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. Govert E. Bijwaard & Mikko Myrskylä & Per Tynelius & Finn Rasmussen, 2017. "Educational gain in cause-specific mortality: accounting for confounders," MPIDR Working Papers WP-2017-003, Max Planck Institute for Demographic Research, Rostock, Germany.
    2. Govert E. Bijwaard & Per Tynelius & Mikko Myrskylä, 2019. "Education, cognitive ability, and cause-specific mortality: A structural approach," Population Studies, Taylor & Francis Journals, vol. 73(2), pages 217-232, May.
    3. 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.
    4. Savelyev, Peter A. & Ward, Benjamin C. & Krueger, Robert F. & McGue, Matt, 2022. "Health endowments, schooling allocation in the family, and longevity: Evidence from US twins," Journal of Health Economics, Elsevier, vol. 81(C).
    5. Kai Hong & Peter A. Savelyev & Kegon T. K. Tan, 2020. "Understanding the Mechanisms Linking College Education with Longevity," Journal of Human Capital, University of Chicago Press, vol. 14(3), pages 371-400.
    6. 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.
    7. Bijwaard, Govert & Jones, Andrew M., 2016. "Cognitive Ability and the Mortality Gradient by Education: Selection or Mediation?," IZA Discussion Papers 9798, Institute of Labor Economics (IZA).
    8. Atticus Bolyard & Peter Savelyev, 2021. "Understanding the Educational Attainment Polygenic Score and its Interactions with SES in Determining Health in Young Adulthood," Working Papers 2021-026, Human Capital and Economic Opportunity Working Group.
    9. Grytten, Jostein & Skau, Irene & Sørensen, Rune, 2020. "Who dies early? Education, mortality and causes of death in Norway," Social Science & Medicine, Elsevier, vol. 245(C).
    10. Bijwaard, Govert E. & van Kippersluis, Hans & Veenman, Justus, 2015. "Education and health: The role of cognitive ability," Journal of Health Economics, Elsevier, vol. 42(C), pages 29-43.
    11. Govert e. Bijwaard & Hans Van Kippersluis, 2016. "Efficiency of Health Investment: Education or Intelligence?," Health Economics, John Wiley & Sons, Ltd., vol. 25(9), pages 1056-1072, September.
    12. Bijwaard, G.E. & Jones, A.M., 2015. "Intelligence and the Mortality Difference by Education: Selection or mediation?," Health, Econometrics and Data Group (HEDG) Working Papers 15/07, HEDG, c/o Department of Economics, University of York.
    13. Bijwaard, G.E.; & Jones, A.M.;, 2019. "Education and life-expectancy and how the relationship is mediated through changes in behaviour: a principal stratification approach for hazard rates," Health, Econometrics and Data Group (HEDG) Working Papers 19/05, HEDG, c/o Department of Economics, University of York.
    14. Bijwaard, Govert, 2021. "Educational Differences in Mortality and Hospitalisation for Cardiovascular Diseases for Males," IZA Discussion Papers 14507, Institute of Labor Economics (IZA).
    15. Peter A. Savelyev & Kegon T. K. Tan, 2019. "Socioemotional Skills, Education, and Health-Related Outcomes of High-Ability Individuals," American Journal of Health Economics, MIT Press, vol. 5(2), pages 250-280, Spring.
    16. 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.
    17. 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).
    18. 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).
    19. Petter Lundborg & Carl Hampus Lyttkens & Paul Nystedt, 2016. "The Effect of Schooling on Mortality: New Evidence From 50,000 Swedish Twins," Demography, Springer;Population Association of America (PAA), vol. 53(4), pages 1135-1168, August.
    20. 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.

    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:socmed:v:184:y:2017:i:c:p:49-56. 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/wps/find/journaldescription.cws_home/315/description#description .

    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.