IDEAS home Printed from https://ideas.repec.org/p/dem/wpaper/wp-2017-003.html
   My bibliography  Save this paper

Educational gain in cause-specific mortality: accounting for confounders

Author

Listed:
  • Govert E. Bijwaard
  • Mikko Myrskylä

    (Max Planck Institute for Demographic Research, Rostock, Germany)

  • Per Tynelius
  • Finn Rasmussen

Abstract

For many causes of death a negative educational gradient has been found. This association may be partly explained by confounding factors that affect both education 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 to attain a higher education level. We use men with brothers in the Swedish Military Conscription Registry (1951-1983), linked to administrative Swedish registers. These data, comprising 700,000 men, allow us to distinguish five education levels and many causes of death. The empirical results reveal that improving education from primary to higher education would lead to 20 months longer survival between 18 and 63. The reduction in death due to external causes when improving education is attributable to most of these gains. Ignoring confounding would underestimate the educational gains, especially for the low educated. Implied by our results is that if 50,000 men from the 1951 cohort had had the 1983 education distribution they would have saved 22% of the person-years between ages 18 and 63 that were lost to death.

Suggested Citation

  • 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.
  • Handle: RePEc:dem:wpaper:wp-2017-003
    DOI: 10.4054/MPIDR-WP-2017-003
    as

    Download full text from publisher

    File URL: https://www.demogr.mpg.de/papers/working/wp-2017-003.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.4054/MPIDR-WP-2017-003?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. 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.
    2. Leuven, Edwin & Plug, Erik & Rønning, Marte, 2016. "Education and cancer risk," Labour Economics, Elsevier, vol. 43(C), pages 106-121.
    3. 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.
    4. 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.
    5. 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.
    6. James Smith, 2004. "Unravelling the SES health connection," IFS Working Papers W04/02, Institute for Fiscal Studies.
    7. 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.
    8. 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.
    9. Michael Grossman, 2015. "The Relationship between Health and Schooling: What’s New?," NBER Working Papers 21609, National Bureau of Economic Research, Inc.
    10. 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.
    11. repec:dau:papers:123456789/10510 is not listed on IDEAS
    12. Mackenbach, Johan P. & Kulhánová, Ivana & Bopp, Matthias & Deboosere, Patrick & Eikemo, Terje A. & Hoffmann, Rasmus & Kulik, Margarete C. & Leinsalu, Mall & Martikainen, Pekka & Menvielle, Gwenn & Reg, 2015. "Variations in the relation between education and cause-specific mortality in 19 European populations: A test of the “fundamental causes” theory of social inequalities in health," Social Science & Medicine, Elsevier, vol. 127(C), pages 51-62.
    13. 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.
    14. Jennifer Montez & Robert Hummer & Mark Hayward, 2012. "Educational Attainment and Adult Mortality in the United States: A Systematic Analysis of Functional Form," Demography, Springer;Population Association of America (PAA), vol. 49(1), pages 315-336, February.
    15. 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).
    16. Keisuke Hirano & Guido W. Imbens & Geert Ridder, 2003. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score," Econometrica, Econometric Society, vol. 71(4), pages 1161-1189, July.
    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. 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.
    19. 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.
    20. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    21. Gabriella Conti & James Heckman & Sergio Urzua, 2010. "The Education-Health Gradient," American Economic Review, American Economic Association, vol. 100(2), pages 234-238, May.
    22. 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.
    23. 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.
    24. Scott Lynch, 2003. "Cohort and life-course patterns in the relationship between education and health: A hierarchical approach," Demography, Springer;Population Association of America (PAA), vol. 40(2), pages 309-331, May.
    25. Backlund, Eric & Sorlie, Paul D. & Johnson, Norman J., 1999. "A comparison of the relationships of education and income with mortality: the national longitudinal mortality study," Social Science & Medicine, Elsevier, vol. 49(10), pages 1373-1384, November.
    26. 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.
    27. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    28. Albouy, Valerie & Lequien, Laurent, 2009. "Does compulsory education lower mortality?," Journal of Health Economics, Elsevier, vol. 28(1), pages 155-168, January.
    29. Erik T. Parner & Per K. Andersen, 2010. "Regression analysis of censored data using pseudo-observations," Stata Journal, StataCorp LP, vol. 10(3), pages 408-422, September.
    30. 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.
    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. 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.
    2. 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.
    3. 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).
    4. 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.
    5. 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).
    6. 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.
    7. 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.
    8. 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.
    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. 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.
    11. 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.
    12. 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.
    13. 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.
    14. Gehrsitz, Markus & Williams, Jr., Morgan C., 2024. "The Effects of Compulsory Schooling on Health and Hospitalization over the Life Cycle," IZA Discussion Papers 17050, Institute of Labor Economics (IZA).
    15. 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.
    16. Behrman, Jere R. & Xiong, Yanyan & Zhang, Junsen, 2015. "Cross-sectional schooling-health associations misrepresented causal schooling effects on adult health and health-related behaviors: Evidence from the Chinese Adults Twins Survey," Social Science & Medicine, Elsevier, vol. 127(C), pages 190-197.
    17. Bijwaard, Govert, 2021. "Educational Differences in Mortality and Hospitalisation for Cardiovascular Diseases for Males," IZA Discussion Papers 14507, Institute of Labor Economics (IZA).
    18. 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.
    19. Felipe González & Luis R Martínez & Pablo Muñoz & Mounu Prem, 2024. "Higher Education and Mortality: Legacies of an Authoritarian College Contraction," Journal of the European Economic Association, European Economic Association, vol. 22(4), pages 1762-1797.
    20. Govert E. Bijwaard & Andrew M. Jones, 2019. "An IPW estimator for mediation effects in hazard models: with an application to schooling, cognitive ability and mortality," Empirical Economics, Springer, vol. 57(1), pages 129-175, July.

    More about this item

    JEL classification:

    • J1 - Labor and Demographic Economics - - Demographic Economics
    • Z0 - Other Special Topics - - General

    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:dem:wpaper:wp-2017-003. 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: Peter Wilhelm (email available below). General contact details of provider: https://www.demogr.mpg.de/ .

    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.