IDEAS home Printed from https://ideas.repec.org/p/hka/wpaper/2019-029.html
   My bibliography  Save this paper

The Causal Effects of Education on Adult Health, Mortality and Income: Evidence from Mendelian Randomization and the Raising of the School Leaving Age

Author

Listed:
  • Neil M. Davies

    (University of Bristol)

  • Matt Dickson

    (University of Bath)

  • George Davey Smith

    (University of Bristol)

  • Frank Windmeijer

    (University of Bristol)

  • G.J. van den Berg

Abstract

We compare estimates of the effects of education on health and health behaviour using two different instrumental variables in the UK Biobank data. One is based on a conventional natural experiment while the other, known as Mendelian randomization (MR), is based on genetic variants. The natural experiment exploits a compulsory schooling reform in the UK in 1972 which involved raising the minimum school leaving age (RoSLA). MR exploits perturbations of germline genetic variation associated with educational attainment, which occur at conception. It has been widely used in epidemiology and clinical sciences. Under monotonicity, each IV identifies a LATE, with potentially different sets of compliers. The RoSLA affected the amount of education for those at the lower end of the ability distribution whereas MR affects individuals across the entire distribution. We find that estimates using each approach are remarkably congruent for a wide range of health outcomes. Effect sizes of additional years of education thus seem to be similar across the education distribution. Our study corroborates the usefulness of MR as a source of instrumental variation in education.

Suggested Citation

  • Neil M. Davies & Matt Dickson & George Davey Smith & Frank Windmeijer & G.J. van den Berg, 2019. "The Causal Effects of Education on Adult Health, Mortality and Income: Evidence from Mendelian Randomization and the Raising of the School Leaving Age," Working Papers 2019-029, Human Capital and Economic Opportunity Working Group.
  • Handle: RePEc:hka:wpaper:2019-029
    Note: HI
    as

    Download full text from publisher

    File URL: http://humcap.uchicago.edu/RePEc/hka/wpaper/Davies_Dickson_Davey-Smith_etal_2019_causal-effects-ed-adult-health.pdf
    File Function: First version, March, 2019
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
    2. Buscha, Franz & Dickson, Matt, 2015. "The Wage Returns to Education over the Life-Cycle: Heterogeneity and the Role of Experience," IZA Discussion Papers 9596, Institute of Labor Economics (IZA).
    3. Julien Grenet, 2013. "Is Extending Compulsory Schooling Alone Enough to Raise Earnings? Evidence from French and British Compulsory Schooling Laws," Post-Print halshs-00754526, HAL.
    4. Kasey S. Buckles & Daniel M. Hungerman, 2013. "Season of Birth and Later Outcomes: Old Questions, New Answers," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 711-724, July.
    5. Janke, Katharina & Johnston, David W. & Propper, Carol & Shields, Michael A., 2018. "The Causal Effect of Education on Chronic Health Conditions," IZA Discussion Papers 11353, Institute of Labor Economics (IZA).
    6. Colm Harmon; & Ian Walker, 1995. "Estimates of Economic Return to Schooling in the UK," Economics Department Working Paper Series n540195, Department of Economics, National University of Ireland - Maynooth.
    7. 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.
    8. 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.
    9. 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.
    10. Harmon, Colm & Walker, Ian, 1995. "Estimates of the Economic Return to Schooling for the United Kingdom," American Economic Review, American Economic Association, vol. 85(5), pages 1278-1286, December.
    11. van den Berg, Gerard J., 2007. "An Economic Analysis of Exclusion Restrictions for Instrumental Variable Estimation," IZA Discussion Papers 2585, Institute of Labor Economics (IZA).
    12. Avendano, M.; de Coulon, A.; Nafilyan, V.;, 2017. "Does more education always improve mental health? Evidence from a British compulsory schooling reform," Health, Econometrics and Data Group (HEDG) Working Papers 17/10, HEDG, c/o Department of Economics, University of York.
    13. Arnaud Chevalier & Colm Harmon & Ian Walker & Yu Zhu, 2004. "Does Education Raise Productivity, or Just Reflect it?," Economic Journal, Royal Economic Society, vol. 114(499), pages 499-517, November.
    14. 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.
    15. Judith M. Delaney & Paul J. Devereux, 2019. "More Education, Less Volatility? The Effect of Education on Earnings Volatility over the Life Cycle," Journal of Labor Economics, University of Chicago Press, vol. 37(1), pages 101-137.
    16. Paul S. Clarke & Frank Windmeijer, 2012. "Instrumental Variable Estimators for Binary Outcomes," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 107(500), pages 1638-1652, December.
    17. Julien Grenet, 2013. "Is Extending Compulsory Schooling Alone Enough to Raise Earnings? Evidence from French and British Compulsory Schooling Laws," Scandinavian Journal of Economics, Wiley Blackwell, vol. 115(1), pages 176-210, January.
    18. repec:fth:prinin:455 is not listed on IDEAS
    19. Joshua Angrist & Alan Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
    20. Harmon, Harmon & Ian Walker, 1995. "Estimates of the economic return to schooling for the UK," IFS Working Papers W95/12, Institute for Fiscal Studies.
    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. 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.

    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. 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).
    2. Janke, Katharina & Johnston, David W. & Propper, Carol & Shields, Michael A., 2018. "The Causal Effect of Education on Chronic Health Conditions," IZA Discussion Papers 11353, Institute of Labor Economics (IZA).
    3. Stephanie von Hinke, 2022. "Education, Dietary Intakes and Exercise," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(1), pages 214-240, February.
    4. Markus Gehrsitz & Morgan C. Williams, "undated". "The Effects of Compulsory Schooling on Health and Hospitalization over the Life Cycle," Working Papers 2303, University of Strathclyde Business School, Department of Economics, revised May 2020.
    5. 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).
    6. Franz Buscha & Matt Dickson, 2018. "A Note on the Wage Effects of the 1972 Raising of the School Leaving Age in Scotland and Northern Ireland," Scottish Journal of Political Economy, Scottish Economic Society, vol. 65(5), pages 572-582, November.
    7. Mario Fiorini & Katrien Stevens, 2021. "Scrutinizing the Monotonicity Assumption in IV and fuzzy RD designs," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(6), pages 1475-1526, December.
    8. Judith M. Delaney & Paul J. Devereux, 2019. "More Education, Less Volatility? The Effect of Education on Earnings Volatility over the Life Cycle," Journal of Labor Economics, University of Chicago Press, vol. 37(1), pages 101-137.
    9. Courtin, Emilie & Nafilyan, Vahe & Avendano, Mauricio & Meneton, Pierre & Berkman, Lisa F. & Goldberg, Marcel & Zins, Marie & Dowd, Jennifer B., 2019. "Longer schooling but not better off? A quasi-experimental study of the effect of compulsory schooling on biomarkers in France," Social Science & Medicine, Elsevier, vol. 220(C), pages 379-386.
    10. Powdthavee, Nattavudh, 2020. "The Causal Effect of Education on Climate Literacy and Pro-Environmental Behaviours: Evidence from a Nationwide Natural Experiment," IZA Discussion Papers 13210, Institute of Labor Economics (IZA).
    11. Dolton, Peter & Sandi, Matteo, 2017. "Returning to returns: Revisiting the British education evidence," Labour Economics, Elsevier, vol. 48(C), pages 87-104.
    12. Gregory Clark & Christian Abildgaard Nielsen, 2024. "The Returns to Education: A Meta-study," Working Papers 0249, European Historical Economics Society (EHES).
    13. Powdthavee, Nattavudh, 2021. "Education and pro-environmental attitudes and behaviours: A nonparametric regression discontinuity analysis of a major schooling reform in England and Wales," Ecological Economics, Elsevier, vol. 181(C).
    14. Avendano, Mauricio & de Coulon, Augustin & Nafilyan, Vahé, 2020. "Does longer compulsory schooling affect mental health? Evidence from a British reform," Journal of Public Economics, Elsevier, vol. 183(C).
    15. de New, Sonja C. & Schurer, Stefanie & Sulzmaier, Dominique, 2021. "Gender differences in the lifecycle benefits of compulsory schooling policies," European Economic Review, Elsevier, vol. 140(C).
    16. Tony Beatton & Michael P. Kidd & Matteo Sandi, 2020. "School indiscipline and crime," CEP Discussion Papers dp1727, Centre for Economic Performance, LSE.
    17. Clark, Damon, 2023. "School quality and the return to schooling in Britain: New evidence from a large-scale compulsory schooling reform," Journal of Public Economics, Elsevier, vol. 223(C).
    18. Dolton, Peter & Sandi, Matteo, 2017. "Returning to returns: revisiting the British education evidence," LSE Research Online Documents on Economics 85152, London School of Economics and Political Science, LSE Library.
    19. Lepinteur, Anthony & Nieto, Adrìan, 2021. "All about the money ? The gendered effect of education on industrial and occupational sorting," CEPREMAP Working Papers (Docweb) 2109, CEPREMAP.
    20. Clementine Garrouste & Mathilde Godard, 2016. "The Lasting Health Impact of Leaving School in a Bad Economy: Britons in the 1970s Recession," Health Economics, John Wiley & Sons, Ltd., vol. 25(S2), pages 70-92, November.

    More about this item

    Keywords

    returns to education; Health; instrumental variables; RoSLA; genomic confounding; LATE;
    All these keywords.

    JEL classification:

    • H52 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Education
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy

    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:hka:wpaper:2019-029. 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: Jennifer Pachon (email available below). General contact details of provider: https://edirc.repec.org/data/mfichus.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.