IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/22899.html
   My bibliography  Save this paper

The Long-Run Effects of Childhood Insurance Coverage: Medicaid Implementation, Adult Health, and Labor Market Outcomes

Author

Listed:
  • Andrew Goodman-Bacon

Abstract

This paper exploits the original introduction of Medicaid (1966-1970) and the federal mandate that states cover all cash welfare recipients to estimate the effect of childhood Medicaid eligibility on adult health, labor supply, program participation, and income. Cohorts born closer to Medicaid implementation and in states with higher pre-existing welfare-based eligibility accumulated more Medicaid eligibility in childhood but did not differ on a range of other health, socioeconomic, and policy characteristics. Early childhood Medicaid eligibility reduces mortality and disability and, for whites, increases extensive margin labor supply, and reduces receipt of disability transfer programs and public health insurance up to 50 years later. Total income does not change because earnings replace disability benefits. The government earns a discounted annual return of between 2 and 7 percent on the original cost of childhood coverage for these cohorts, most of which comes from lower cash transfer payments.

Suggested Citation

  • Andrew Goodman-Bacon, 2016. "The Long-Run Effects of Childhood Insurance Coverage: Medicaid Implementation, Adult Health, and Labor Market Outcomes," NBER Working Papers 22899, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:22899
    Note: CH DAE EH
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w22899.pdf
    Download Restriction: no
    ---><---

    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. Becker, Gary S & Tomes, Nigel, 1976. "Child Endowments and the Quantity and Quality of Children," Journal of Political Economy, University of Chicago Press, vol. 84(4), pages 143-162, August.
    3. Janet Currie & Jonathan Gruber, 1996. "Health Insurance Eligibility, Utilization of Medical Care, and Child Health," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(2), pages 431-466.
    4. Jonathan Gruber & Aaron Yelowitz, 1999. "Public Health Insurance and Private Savings," Journal of Political Economy, University of Chicago Press, vol. 107(6), pages 1249-1274, December.
    5. Raj Chetty & John N. Friedman & Nathaniel Hilger & Emmanuel Saez & Diane Whitmore Schanzenbach & Danny Yagan, 2011. "How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project Star," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1593-1660.
    6. Melvin Stephens Jr. & Dou-Yan Yang, 2014. "Compulsory Education and the Benefits of Schooling," American Economic Review, American Economic Association, vol. 104(6), pages 1777-1792, June.
    7. Marianne P. Bitler & Janet Currie, 2004. "Medicaid at Birth, WIC Take Up, and Children's Outcomes," Working Papers WR-172, RAND Corporation.
    8. 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.
    9. Eric French & Jae Song, 2014. "The Effect of Disability Insurance Receipt on Labor Supply," American Economic Journal: Economic Policy, American Economic Association, vol. 6(2), pages 291-337, May.
    10. Jeffrey R Kling & Jeffrey B Liebman & Lawrence F Katz, 2007. "Experimental Analysis of Neighborhood Effects," Econometrica, Econometric Society, vol. 75(1), pages 83-119, January.
    11. Charles, Kerwin Kofi & DeCicca, Philip, 2008. "Local labor market fluctuations and health: Is there a connection and for whom?," Journal of Health Economics, Elsevier, vol. 27(6), pages 1532-1550, December.
    12. David R. Agrawal & William H. Hoyt, 2018. "Commuting and Taxes: Theory, Empirics and Welfare Implications," Economic Journal, Royal Economic Society, vol. 128(616), pages 2969-3007, December.
    13. Gary Solon & Steven J. Haider & Jeffrey M. Wooldridge, 2015. "What Are We Weighting For?," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 301-316.
    14. Laura R. Wherry & Bruce D. Meyer, 2016. "Saving Teens: Using a Policy Discontinuity to Estimate the Effects of Medicaid Eligibility," Journal of Human Resources, University of Wisconsin Press, vol. 51(3), pages 556-588.
    15. Beach, Brian & Ferrie, Joseph & Saavedra, Martin & Troesken, Werner, 2016. "Typhoid Fever, Water Quality, and Human Capital Formation," The Journal of Economic History, Cambridge University Press, vol. 76(1), pages 41-75, March.
    16. Patrick Kline & Christopher R. Walters, 2016. "Evaluating Public Programs with Close Substitutes: The Case of HeadStart," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1795-1848.
    17. Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2014. "Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood," American Economic Review, American Economic Association, vol. 104(9), pages 2633-2679, September.
    18. Daniel Feenberg & Elisabeth Coutts, 1993. "An introduction to the TAXSIM model," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 12(1), pages 189-194.
    19. Sarah R. Cohodes & Daniel S. Grossman & Samuel A. Kleiner & Michael F. Lovenheim, 2016. "The Effect of Child Health Insurance Access on Schooling: Evidence from Public Insurance Expansions," Journal of Human Resources, University of Wisconsin Press, vol. 51(3), pages 727-759.
    20. Currie, Janet & Gruber, Jonathan, 2001. "Public health insurance and medical treatment: the equalizing impact of the Medicaid expansions," Journal of Public Economics, Elsevier, vol. 82(1), pages 63-89, October.
    21. Amy Finkelstein & Sarah Taubman & Bill Wright & Mira Bernstein & Jonathan Gruber & Joseph P. Newhouse & Heidi Allen & Katherine Baicker, 2012. "The Oregon Health Insurance Experiment: Evidence from the First Year," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1057-1106.
    22. Hoyt Bleakley, 2007. "Disease and Development: Evidence from Hookworm Eradication in the American South," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 73-117.
    23. Orley Ashenfelter & Michael Greenstone, 2004. "Estimating the Value of a Statistical Life: The Importance of Omitted Variables and Publication Bias," American Economic Review, American Economic Association, vol. 94(2), pages 454-460, May.
    24. Kenneth Y. Chay & Jonathan Guryan & Bhashkar Mazumder, 2014. "Early Life Environment and Racial Inequality in Education and Earnings in the United States," Working Paper Series WP-2014-28, Federal Reserve Bank of Chicago.
    25. Bound, John, 1989. "The Health and Earnings of Rejected Disability Insurance Applicants," American Economic Review, American Economic Association, vol. 79(3), pages 482-503, June.
    26. Kenneth Y. Chay & Jonathan Guryan & Bhashkar Mazumder, 2009. "Birth Cohort and the Black-White Achievement Gap: The Roles of Access and Health Soon After Birth," NBER Working Papers 15078, National Bureau of Economic Research, Inc.
    27. Levine Phillip B & Schanzenbach Diane, 2009. "The Impact of Children's Public Health Insurance Expansions on Educational Outcomes," Forum for Health Economics & Policy, De Gruyter, vol. 12(1), pages 1-28, May.
    28. Alan I. Barreca, 2010. "The Long-Term Economic Impact of In Utero and Postnatal Exposure to Malaria," Journal of Human Resources, University of Wisconsin Press, vol. 45(4), pages 865-892.
    29. Mark C. Berger & Dan A. Black, 1998. "The Duration Of Medicaid Spells: An Analysis Using Flow And Stock Samples," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 667-675, November.
    30. Mark Duggan & Scott A. Imberman, 2009. "Why Are the Disability Rolls Skyrocketing? The Contribution of Population Characteristics, Economic Conditions, and Program Generosity," NBER Chapters, in: Health at Older Ages: The Causes and Consequences of Declining Disability among the Elderly, pages 337-379, National Bureau of Economic Research, Inc.
    31. Raj Chetty & Nathaniel Hendren & Patrick Kline & Emmanuel Saez & Nicholas Turner, 2014. "Is the United States Still a Land of Opportunity? Recent Trends in Intergenerational Mobility," American Economic Review, American Economic Association, vol. 104(5), pages 141-147, May.
    32. Chul-In Lee & Gary Solon, 2009. "Trends in Intergenerational Income Mobility," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 766-772, November.
    33. Hilary Hoynes & Diane Whitmore Schanzenbach & Douglas Almond, 2016. "Long-Run Impacts of Childhood Access to the Safety Net," American Economic Review, American Economic Association, vol. 106(4), pages 903-934, April.
    34. Amy Finkelstein & Nathaniel Hendren & Erzo F. P. Luttmer, 2019. "The Value of Medicaid: Interpreting Results from the Oregon Health Insurance Experiment," Journal of Political Economy, University of Chicago Press, vol. 127(6), pages 2836-2874.
    35. Prashant Bharadwaj & Katrine Vellesen L?ken & Christopher Neilson, 2013. "Early Life Health Interventions and Academic Achievement," American Economic Review, American Economic Association, vol. 103(5), pages 1862-1891, August.
    36. Currie, Janet & Decker, Sandra & Lin, Wanchuan, 2008. "Has public health insurance for older children reduced disparities in access to care and health outcomes?," Journal of Health Economics, Elsevier, vol. 27(6), pages 1567-1581, December.
    37. David H. Autor & Mark G. Duggan, 2006. "The Growth in the Social Security Disability Rolls: A Fiscal Crisis Unfolding," Journal of Economic Perspectives, American Economic Association, vol. 20(3), pages 71-96, Summer.
    38. James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects, and Econometric Policy Evaluation," Econometrica, Econometric Society, vol. 73(3), pages 669-738, May.
    39. Marianne P. Bitler & Janet Currie, 2004. "Medicaid at Birth, WIC Take Up, and Children's Outcomes," Working Papers 172, RAND Corporation.
    40. Anna Aizer & Shari Eli & Joseph P. Ferrie & Adriana Lleras-Muney, 2014. "The Long Term Impact of Cash Transfers to Poor Families," NBER Working Papers 20103, National Bureau of Economic Research, Inc.
    41. Alston, Lee J. & Ferrie, Joseph P., 1985. "Labor Costs, Paternalism, and Loyalty in Southern Agriculture: A Constraint on the Growth of the Welfare State," The Journal of Economic History, Cambridge University Press, vol. 45(1), pages 95-117, March.
    42. Raj Chetty & Nathaniel Hendren & Patrick Kline & Emmanuel Saez, 2014. "Where is the land of Opportunity? The Geography of Intergenerational Mobility in the United States," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1553-1623.
    43. Carolyn M. Moehling, 2007. "The American Welfare System and Family Structure: An Historical Perspective," Journal of Human Resources, University of Wisconsin Press, vol. 42(1).
    44. Currie, Janet & Gruber, Jonathan, 1996. "Saving Babies: The Efficacy and Cost of Recent Changes in the Medicaid Eligibility of Pregnant Women," Journal of Political Economy, University of Chicago Press, vol. 104(6), pages 1263-1296, December.
    45. Jeffrey B. Liebman, 2015. "Understanding the Increase in Disability Insurance Benefit Receipt in the United States," Journal of Economic Perspectives, American Economic Association, vol. 29(2), pages 123-150, Spring.
    46. Laura R. Wherry & Sarah Miller & Robert Kaestner & Bruce D. Meyer, 2018. "Childhood Medicaid Coverage and Later-Life Health Care Utilization," The Review of Economics and Statistics, MIT Press, vol. 100(2), pages 287-302, May.
    47. Lee Jin Young & Solon Gary, 2011. "The Fragility of Estimated Effects of Unilateral Divorce Laws on Divorce Rates," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 11(1), pages 1-11, August.
    48. Orley Ashenfelter & Michael Greenstone, 2004. "Estimating the Value of a Statistical Life: The Importance of Omitted Variables and Publication Bias," American Economic Review, American Economic Association, vol. 94(2), pages 454-460, May.
    49. Boudreaux, Michel H. & Golberstein, Ezra & McAlpine, Donna D., 2016. "The long-term impacts of Medicaid exposure in early childhood: Evidence from the program's origin," Journal of Health Economics, Elsevier, vol. 45(C), pages 161-175.
    50. Anne Case & Angua Deaton, 2015. "Rising morbidity and mortality in midlife among white non-Hispanic Americans in the 21st century," Working Papers 15078.full.pdf, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
    51. Orley Ashenfelter & Michael Greenstone, 2004. "Estimating the Value of a Statistical Life: The Importance of Omitted Variables and Publication Bias," Working Papers 858, Princeton University, Department of Economics, Industrial Relations Section..
    52. Sarah Miller & Laura R. Wherry, 2019. "The Long-Term Effects of Early Life Medicaid Coverage," Journal of Human Resources, University of Wisconsin Press, vol. 54(3), pages 785-824.
    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. Toshiaki Iizuka & Hitoshi Shigeoka, 2018. "Free for Children? Patient Cost-sharing and Healthcare Utilization," NBER Working Papers 25306, National Bureau of Economic Research, Inc.
    2. Martha J Bailey & Hilary Hoynes & Maya Rossin-Slater & Reed Walker, 2024. "Is the Social Safety Net a Long-Term Investment? Large-Scale Evidence From the Food Stamps Program," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(3), pages 1291-1330.
    3. Carril, Rodrigo & Duggan, Mark, 2020. "The impact of industry consolidation on government procurement: Evidence from Department of Defense contracting," Journal of Public Economics, Elsevier, vol. 184(C).
    4. Wang, Jia & Winters, John V. & Yuan, Weici, 2022. "Can legal status help unauthorized immigrants achieve the American dream? Evidence from the Deferred Action for Childhood Arrivals program," Regional Science and Urban Economics, Elsevier, vol. 95(C).
    5. Vinish Shrestha, 2023. "The Long Shadow of American Slavery: Its Influence on the Affordable Care Act," Working Papers 2023-02, Towson University, Department of Economics, revised Jul 2024.
    6. Gabriella Conti, 2013. "The Developmental Origins of Health Inequality," Research on Economic Inequality, in: Health and Inequality, volume 21, pages 285-309, Emerald Group Publishing Limited.
    7. Pihl, Ariel Marek, 2022. "Head Start and mothers’ work: Free child care or something more?," Labour Economics, Elsevier, vol. 75(C).
    8. Morrissey, Taryn W. & Cha, Yun & Wolf, Sharon & Khan, Mariam, 2020. "Household economic instability: Constructs, measurement, and implications," Children and Youth Services Review, Elsevier, vol. 118(C).
    9. Philipp Ager & James J Feigenbaum & Casper W Hansen & Hui Ren Tan, 2024. "How the Other Half Died: Immigration and Mortality in U.S. Cities," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(1), pages 1-44.
    10. Sarah Miller & Norman Johnson & Laura R Wherry, 2021. "Medicaid and Mortality: New Evidence From Linked Survey and Administrative Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(3), pages 1783-1829.
    11. Boudreaux, Michel & Lipton, Brandy, 2018. "Medicaid Benefit Generosity and Labor Market Outcomes: Evidence from Medicaid Adult Vision Benefits," MPRA Paper 83916, University Library of Munich, Germany.
    12. Hilary W. Hoynes & Diane Whitmore Schanzenbach, 2018. "Safety Nets Investments in Children," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 49(1 (Spring), pages 89-150.
    13. Nicolas R. Ziebarth, 2018. "Social Insurance and Health," Contributions to Economic Analysis, in: Health Econometrics, volume 127, pages 57-84, Emerald Group Publishing Limited.
    14. Qureshi, Javaeria A. & Gangopadhyaya, Anuj, 2021. "Childhood Medicaid Eligibility and Human Capital," Economics of Education Review, Elsevier, vol. 82(C).
    15. Hersch Nicholas, Lauren & Maclean, J. Catherine, 2017. "The Effect of Medical Marijuana Laws on the Labor Supply of Older Adults: Evidence from the Health and Retirement Study," IZA Discussion Papers 10489, Institute of Labor Economics (IZA).
    16. Hamersma, Sarah & Maclean, Johanna Catherine, 2021. "Do expansions in adolescent access to public insurance affect the decisions of substance use disorder treatment providers?," Journal of Health Economics, Elsevier, vol. 76(C).
    17. East, Chloe N. & Velasquez, Andrea, 2018. "The Effect of Increasing Immigration Enforcement on the Labor Supply of High-Skilled Citizen Women," IZA Discussion Papers 12029, Institute of Labor Economics (IZA).
    18. Bastian, Jacob & Bian, Luorao & Grogger, Jeffrey, 2022. "How Did Safety-Net Reform Affect the Education of Adolescents from Low-Income Families?," Labour Economics, Elsevier, vol. 77(C).
    19. Hamid Noghanibehambari & Jason Fletcher, 2022. "Dust to Feed, Dust to Grey: The Effect of In-Utero Exposure to the Dust Bowl on Old-Age Longevity," NBER Working Papers 30531, National Bureau of Economic Research, Inc.

    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. Huang, Wei & Liu, Hong, 2023. "Early childhood exposure to health insurance and adolescent outcomes: Evidence from rural China," Journal of Development Economics, Elsevier, vol. 160(C).
    2. Almond, Douglas & Currie, Janet, 2011. "Human Capital Development before Age Five," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 15, pages 1315-1486, Elsevier.
    3. Hull, Marie C. & Yan, Ji, 2024. "The Impact of Children's Access to Public Health Insurance on Their Cognitive Development and Behavior," IZA Discussion Papers 17190, Institute of Labor Economics (IZA).
    4. Chloe N. East & Sarah Miller & Marianne Page & Laura R. Wherry, 2023. "Multigenerational Impacts of Childhood Access to the Safety Net: Early Life Exposure to Medicaid and the Next Generation's Health," American Economic Review, American Economic Association, vol. 113(1), pages 98-135, January.
    5. Qureshi, Javaeria A. & Gangopadhyaya, Anuj, 2021. "Childhood Medicaid Eligibility and Human Capital," Economics of Education Review, Elsevier, vol. 82(C).
    6. Thompson, Owen, 2017. "The long-term health impacts of Medicaid and CHIP," Journal of Health Economics, Elsevier, vol. 51(C), pages 26-40.
    7. Douglas Almond & Janet Currie & Valentina Duque, 2018. "Childhood Circumstances and Adult Outcomes: Act II," Journal of Economic Literature, American Economic Association, vol. 56(4), pages 1360-1446, December.
    8. Gong, Jie & Lu, Yi & Xie, Huihua, 2020. "The average and distributional effects of teenage adversity on long-term health," Journal of Health Economics, Elsevier, vol. 71(C).
    9. Noghanibehambari, Hamid, 2022. "Intergenerational health effects of Medicaid," Economics & Human Biology, Elsevier, vol. 45(C).
    10. Boudreaux, Michel H. & Golberstein, Ezra & McAlpine, Donna D., 2016. "The long-term impacts of Medicaid exposure in early childhood: Evidence from the program's origin," Journal of Health Economics, Elsevier, vol. 45(C), pages 161-175.
    11. Rucker C. Johnson, 2018. "Addressing Racial Health Disparities: Looking Back to Point the Way Forward," The ANNALS of the American Academy of Political and Social Science, , vol. 680(1), pages 132-171, November.
    12. repec:mrr:papers:wp341 is not listed on IDEAS
    13. Thomas Buchmueller & John C. Ham & Lara D. Shore-Sheppard, 2015. "The Medicaid Program," NBER Chapters, in: Economics of Means-Tested Transfer Programs in the United States, Volume 1, pages 21-136, National Bureau of Economic Research, Inc.
    14. Hilary W. Hoynes & Diane Whitmore Schanzenbach, 2018. "Safety Nets Investments in Children," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 49(1 (Spring), pages 89-150.
    15. Sarah Miller & Norman Johnson & Laura R Wherry, 2021. "Medicaid and Mortality: New Evidence From Linked Survey and Administrative Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(3), pages 1783-1829.
    16. Sarah R. Cohodes & Daniel S. Grossman & Samuel A. Kleiner & Michael F. Lovenheim, 2016. "The Effect of Child Health Insurance Access on Schooling: Evidence from Public Insurance Expansions," Journal of Human Resources, University of Wisconsin Press, vol. 51(3), pages 727-759.
    17. Guldi, Melanie & Hamersma, Sarah, 2023. "The effects of pregnancy-related Medicaid expansions on maternal, infant, and child health," Journal of Health Economics, Elsevier, vol. 87(C).
    18. Janet Currie, 2020. "Child health as human capital," Health Economics, John Wiley & Sons, Ltd., vol. 29(4), pages 452-463, April.
    19. Gabriella Conti, 2013. "The Developmental Origins of Health Inequality," Research on Economic Inequality, in: Health and Inequality, volume 21, pages 285-309, Emerald Group Publishing Limited.
    20. Jacob Vogler, 2020. "Access to Healthcare and Criminal Behavior: Evidence from the ACA Medicaid Expansions," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(4), pages 1166-1213, September.
    21. O'Donnell, Owen, 2024. "Health and health system effects on poverty: A narrative review of global evidence," Health Policy, Elsevier, vol. 142(C).

    More about this item

    JEL classification:

    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • J10 - Labor and Demographic Economics - - Demographic Economics - - - General
    • N32 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy - - - U.S.; Canada: 1913-

    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:nbr:nberwo:22899. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.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.