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Understanding the Educational Attainment Polygenic Score and its Interactions with SES in Determining Health in Young Adulthood

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  • Atticus Bolyard

    (Harvard University)

  • Peter Savelyev

    (The College of William & Mary)

Abstract

We investigate an Educational Attainment Polygenic Score (EA PGS), an index that predicts years of formal education based on individual genetic data. In our analysis of the National Longitudinal Study of Adolescent to Adult Health we find that the EA PGS is associated with a number of health-related outcomes and interacts with parental socioeconomic status (SES) in childhood. We observe that the association between EA PGS and health-related outcomes is typically strong and health-beneficial for high-SES subjects, but small or nonexistent for low-SES ones. We provide suggestive evidence of the mechanisms behind estimated relationships including early health, skills, parental and child’s own attitude towards education, education itself, as well as outcomes related to occupation and wealth. Finally, we show that a strong association between education and health-related outcomes survives controlling for genetic endowments for health and education, which adds evidence to the ongoing debate about the causal relationship between education and health.

Suggested Citation

  • 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.
    • Handle: RePEc:hka:wpaper:2021-026
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    References listed on IDEAS

    as
    1. Amin, Vikesh & Behrman, Jere R. & Fletcher, Jason M. & Flores, Carlos A. & Flores-Lagunes, Alfonso & Kohler, Hans-Peter, 2019. "Mental Health, Schooling Attainment and Polygenic Scores: Are There Significant Gene-Environment Associations?," GLO Discussion Paper Series 362, Global Labor Organization (GLO).
    2. Mroz, Thomas A., 1999. "Discrete factor approximations in simultaneous equation models: Estimating the impact of a dummy endogenous variable on a continuous outcome," Journal of Econometrics, Elsevier, vol. 92(2), pages 233-274, October.
    3. Gary S. Becker, 2007. "Health as human capital: synthesis and extensions -super-1," Oxford Economic Papers, Oxford University Press, vol. 59(3), pages 379-410, July.
    4. Douglas Almond & Bhashkar Mazumder, 2013. "Fetal Origins and Parental Responses," Annual Review of Economics, Annual Reviews, vol. 5(1), pages 37-56, May.
    5. Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March.
    6. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part II: Using the Marginal Treatment Effect to Organize Alternative Econometric Estimators to Evaluate Social Programs, and to Forecast their Effects in New," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 71, Elsevier.
    7. Gabriella Conti & James J. Heckman & Rodrigo Pinto, 2016. "The Effects of Two Influential Early Childhood Interventions on Health and Healthy Behaviour," Economic Journal, Royal Economic Society, vol. 126(596), pages 28-65, October.
    8. 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.
    9. Victor Ronda & Esben Agerbo & Dorthe Bleses & Preben Bo Mortensen & Anders Børglum & Ole Mors & Michael Rosholm & David M. Hougaard & Merete Nordentoft & Thomas Werge, 2022. "Family disadvantage, gender, and the returns to genetic human capital," Scandinavian Journal of Economics, Wiley Blackwell, vol. 124(2), pages 550-578, April.
    10. Daniel Barth & Nicholas W. Papageorge & Kevin Thom, 2020. "Genetic Endowments and Wealth Inequality," Journal of Political Economy, University of Chicago Press, vol. 128(4), pages 1474-1522.
    11. James Heckman & Flavio Cunha, 2007. "The Technology of Skill Formation," American Economic Review, American Economic Association, vol. 97(2), pages 31-47, May.
    12. Perline Demange & Margherita Malanchini & Travis Mallard & Pietro Biroli & Simon Cox & Andrew Grotzinger & Elliot Tucker-Drob & Abdel Abdellaoui & Louise Arseneault & Elsje van Bergen & Dorret Boomsma, 2020. "Investigating the Genetic Architecture of Non-Cognitive Skills Using GWAS-by-Subtraction," Working Papers 2020-028, Human Capital and Economic Opportunity Working Group.
    13. Nicholas W Papageorge & Kevin Thom, 2020. "Genes, Education, and Labor Market Outcomes: Evidence from the Health and Retirement Study," Journal of the European Economic Association, European Economic Association, vol. 18(3), pages 1351-1399.
    14. repec:nas:journl:v:115:y:2018:p:e9765-e9772 is not listed on IDEAS
    15. repec:nas:journl:v:115:y:2018:p:e4970-e4979 is not listed on IDEAS
    16. Ding, Xuejie & Barban, Nicola & Tropf, Felix C. & Mills, Melinda C., 2019. "The relationship between cognitive decline and a genetic predictor of educational attainment," Social Science & Medicine, Elsevier, vol. 239(C).
    17. Michael Grossman, 2015. "The Relationship between Health and Schooling: What’s New?," NBER Working Papers 21609, National Bureau of Economic Research, Inc.
    18. 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.
    19. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    20. 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.
    21. Boardman, Jason D. & Domingue, Benjamin W. & Daw, Jonathan, 2015. "What can genes tell us about the relationship between education and health?," Social Science & Medicine, Elsevier, vol. 127(C), pages 171-180.
    22. Fletcher Jason M. & Schurer Stefanie, 2017. "Origins of Adulthood Personality: The Role of Adverse Childhood Experiences," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 17(2), pages 1-22, April.
    23. Gabriella Conti & James Heckman & Sergio Urzua, 2010. "The Education-Health Gradient," American Economic Review, American Economic Association, vol. 100(2), pages 234-238, May.
    24. 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.
    25. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    26. 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.
    27. Buckles, Kasey & Malamud, Ofer & Morrill, Melinda Sandler & Wozniak, Abigail, 2012. "The Effect of College Education on Health," IZA Discussion Papers 6659, Institute of Labor Economics (IZA).
    28. 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).
    29. Davies, Neil & Dickson, Matt & Smith, George Davey & Windmeijer, Frank & van den Berg, Gerard J., 2019. "The Causal Effects of Education on Adult Health, Mortality and Income: Evidence from Mendelian Randomization and the Raising of the School Leaving Age," IZA Discussion Papers 12192, Institute of Labor Economics (IZA).
    30. 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.
    31. Albouy, Valerie & Lequien, Laurent, 2009. "Does compulsory education lower mortality?," Journal of Health Economics, Elsevier, vol. 28(1), pages 155-168, January.
    32. 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.
    33. Schmitz, Lauren L. & Conley, Dalton, 2017. "The effect of Vietnam-era conscription and genetic potential for educational attainment on schooling outcomes," Economics of Education Review, Elsevier, vol. 61(C), pages 85-97.
    34. Jason M. Fletcher, 2019. "Environmental bottlenecks in children’s genetic potential for adult socio-economic attainments: Evidence from a health shock," Population Studies, Taylor & Francis Journals, vol. 73(1), pages 139-148, January.
    35. 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.
    36. von Hinke, Stephanie & Davey Smith, George & Lawlor, Debbie A. & Propper, Carol & Windmeijer, Frank, 2016. "Genetic markers as instrumental variables," Journal of Health Economics, Elsevier, vol. 45(C), pages 131-148.
    37. 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.
    38. Costas Meghir & Mårten Palme & Emilia Simeonova, 2018. "Education and Mortality: Evidence from a Social Experiment," American Economic Journal: Applied Economics, American Economic Association, vol. 10(2), pages 234-256, April.
    39. Jere Behrman & Hans-Peter Kohler & Vibeke Jensen & Dorthe Pedersen & Inge Petersen & Paul Bingley & Kaare Christensen, 2011. "Does More Schooling Reduce Hospitalization and Delay Mortality? New Evidence Based on Danish Twins," Demography, Springer;Population Association of America (PAA), vol. 48(4), pages 1347-1375, November.
    40. 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.
    41. 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.
    42. Buckles, Kasey & Hagemann, Andreas & Malamud, Ofer & Morrill, Melinda & Wozniak, Abigail, 2016. "The effect of college education on mortality," Journal of Health Economics, Elsevier, vol. 50(C), pages 99-114.
    43. Ashenfelter, Orley & Krueger, Alan B, 1994. "Estimates of the Economic Returns to Schooling from a New Sample of Twins," American Economic Review, American Economic Association, vol. 84(5), pages 1157-1173, December.
    44. Richard Karlsson Linnér & Pietro Biroli & Edward Kong & S. Fleur W. Meddens & Robee Wedow & Mark Alan Fontana & Maël Lebreton & Abdel Abdellaoui & Anke R. Hammerschlag & Michel G. Nivard & Aysu Okba, 2018. "Genome-wide association analyses of risk tolerance and risky behaviors in over one million individuals identify hundreds of loci and shared genetic influences," Working Papers 2018-087, Human Capital and Economic Opportunity Working Group.
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    Cited by:

    1. 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).
    2. Michael Grossman, 2022. "The demand for health turns 50: Reflections," Health Economics, John Wiley & Sons, Ltd., vol. 31(9), pages 1807-1822, September.
    3. Barban, Nicola & De Cao, Elisabetta & Francesconi, Marco, 2021. "Gene‐Environment Effects on Female Fertility," CINCH Working Paper Series (since 2020) 74910, Duisburg-Essen University Library, DuEPublico.

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    More about this item

    Keywords

    Educational Attainment Polygenic Score; socioeconomic status; environmental bottleneck effect; Scarr-Rowe hypothesis; health; health behaviors; education; mechanisms; Add Health;
    All these keywords.

    JEL classification:

    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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