IDEAS home Printed from https://ideas.repec.org/a/eee/jhecon/v72y2020ics0167629619306228.html
   My bibliography  Save this article

Did the ACA Medicaid expansion save lives?

Author

Listed:
  • Borgschulte, Mark
  • Vogler, Jacob

Abstract

We estimate the effect of the Affordable Care Act Medicaid expansion on county-level mortality in the first four years following expansion using restricted-access microdata covering all deaths in the United States. To adjust for pre-expansion differences in mortality rates between treatment and control, we use a propensity-score weighting model together with techniques from machine learning to match counties in expansion and non-expansion states. We find a reduction in all-cause mortality in ages 20 to 64 equaling 11.36 deaths per 100,000 individuals, a 3.6 percent decrease. This estimate is largely driven by reductions in mortality in counties with higher pre-expansion uninsured rates and for causes of death likely to be influenced by access to healthcare. A cost-benefit analysis shows that the improvement in welfare due to mortality responses may offset the entire net-of-transfers expenditure associated with the expansion.

Suggested Citation

  • Borgschulte, Mark & Vogler, Jacob, 2020. "Did the ACA Medicaid expansion save lives?," Journal of Health Economics, Elsevier, vol. 72(C).
  • Handle: RePEc:eee:jhecon:v:72:y:2020:i:c:s0167629619306228
    DOI: 10.1016/j.jhealeco.2020.102333
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0167629619306228
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jhealeco.2020.102333?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Tatyana Deryugina & Garth Heutel & Nolan H. Miller & David Molitor & Julian Reif, 2019. "The Mortality and Medical Costs of Air Pollution: Evidence from Changes in Wind Direction," American Economic Review, American Economic Association, vol. 109(12), pages 4178-4219, December.
    2. Joseph E. Aldy & W. Kip Viscusi, 2008. "Adjusting the Value of a Statistical Life for Age and Cohort Effects," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 573-581, 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. Alexandre Belloni & Victor Chernozhukov & Christian Hansen & Damian Kozbur, 2016. "Inference in High-Dimensional Panel Models With an Application to Gun Control," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(4), pages 590-605, October.
    5. Benjamin D. Sommers, 2017. "State Medicaid Expansions and Mortality, Revisited: A Cost-Benefit Analysis," American Journal of Health Economics, University of Chicago Press, vol. 3(3), pages 392-421, Summer.
    6. Abe Dunn & Adam Hale Shapiro, 2019. "Does Medicare Part D Save Lives?," American Journal of Health Economics, MIT Press, vol. 5(1), pages 126-164, Winter.
    7. Benjamin D. Sommers, 2017. "State Medicaid Expansions and Mortality, Revisited: A Cost-Benefit Analysis," American Journal of Health Economics, MIT Press, vol. 3(3), pages 392-421, Summer.
    8. Joseph J. Doyle Jr., 2005. "Health Insurance, Treatment and Outcomes: Using Auto Accidents as Health Shocks," NBER Working Papers 11099, National Bureau of Economic Research, Inc.
    9. Charles Courtemanche & James Marton & Benjamin Ukert & Aaron Yelowitz & Daniela Zapata, 2018. "Early Effects of the Affordable Care Act on Health Care Access, Risky Health Behaviors, and Self‐Assessed Health," Southern Economic Journal, John Wiley & Sons, vol. 84(3), pages 660-691, January.
    10. Bernard Black & José-Antonio Espín-Sánchez & Eric French & Kate Litvak, 2017. "The Long-Term Effect of Health Insurance on Near-Elderly Health and Mortality," American Journal of Health Economics, University of Chicago Press, vol. 3(3), pages 281-311, Summer.
    11. 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.
    12. Nikolay Doudchenko & Guido W. Imbens, 2016. "Balancing, Regression, Difference-In-Differences and Synthetic Control Methods: A Synthesis," NBER Working Papers 22791, National Bureau of Economic Research, Inc.
    13. Jacob Goldin & Ithai Z. Lurie & Janet McCubbin, 2019. "Health Insurance and Mortality: Experimental Evidence from Taxpayer Outreach," NBER Working Papers 26533, National Bureau of Economic Research, Inc.
    14. Jacob Goldin & Ithai Z Lurie & Janet McCubbin, 0. "Health Insurance and Mortality: Experimental Evidence from Taxpayer Outreach," The Quarterly Journal of Economics, Oxford University Press, vol. 136(1), pages 1-49.
    15. Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2014. "Inference on Treatment Effects after Selection among High-Dimensional Controlsâ€," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(2), pages 608-650.
    16. Colleen M. Carey & Sarah Miller & Laura R. Wherry, 2020. "The Impact of Insurance Expansions on the Already Insured: The Affordable Care Act and Medicare," American Economic Journal: Applied Economics, American Economic Association, vol. 12(4), pages 288-318, October.
    17. 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.
    18. Cawley, John & Ruhm, Christopher J., 2011. "The Economics of Risky Health Behaviors," Handbook of Health Economics, in: Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), Handbook of Health Economics, volume 2, chapter 0, pages 95-199, Elsevier.
    19. Phillips, Julie A., 2014. "A changing epidemiology of suicide? The influence of birth cohorts on suicide rates in the United States," Social Science & Medicine, Elsevier, vol. 114(C), pages 151-160.
    20. Finkelstein, Amy & McKnight, Robin, 2008. "What did Medicare do? The initial impact of Medicare on mortality and out of pocket medical spending," Journal of Public Economics, Elsevier, vol. 92(7), pages 1644-1668, July.
    21. Sarah Miller & Luojia Hu & Robert Kaestner & Bhashkar Mazumder & Ashley Wong, 2021. "The ACA Medicaid Expansion in Michigan and Financial Health," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(2), pages 348-375, March.
    22. David Card & Lara D. Shore-Sheppard, 2004. "Using Discontinuous Eligibility Rules to Identify the Effects of the Federal Medicaid Expansions on Low-Income Children," The Review of Economics and Statistics, MIT Press, vol. 86(3), pages 752-766, August.
    23. Kosali Simon & Aparna Soni & John Cawley, 2017. "The Impact of Health Insurance on Preventive Care and Health Behaviors: Evidence from the First Two Years of the ACA Medicaid Expansions," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 36(2), pages 390-417, March.
    24. Black, Bernard & Hollingsworth, Alex & Nunes, Letícia & Simon, Kosali, 2022. "Simulated power analyses for observational studies: An application to the Affordable Care Act Medicaid expansion," Journal of Public Economics, Elsevier, vol. 213(C).
    25. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
    26. Wilper, A.P. & Woolhandler, S. & Lasser, K.E. & McCormick, D. & Bor, D.H. & Himmelstein, D.U., 2009. "Health insurance and mortality in US adults," American Journal of Public Health, American Public Health Association, vol. 99(12), pages 2289-2295.
    27. Andrew Goodman-Bacon, 2018. "Public Insurance and Mortality: Evidence from Medicaid Implementation," Journal of Political Economy, University of Chicago Press, vol. 126(1), pages 216-262.
    28. 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.
    29. Michael W. Robbins & Jessica Saunders & Beau Kilmer, 2017. "A Framework for Synthetic Control Methods With High-Dimensional, Micro-Level Data: Evaluating a Neighborhood-Specific Crime Intervention," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 112(517), pages 109-126, January.
    30. Joseph J. Doyle, 2005. "Health Insurance, Treatment and Outcomes: Using Auto Accidents as Health Shocks," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 256-270, May.
    31. Mark Duggan & Atul Gupta & Emilie Jackson, 2022. "The Impact of the Affordable Care Act: Evidence from California's Hospital Sector," American Economic Journal: Economic Policy, American Economic Association, vol. 14(1), pages 111-151, February.
    32. 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.
    33. Frean, Molly & Gruber, Jonathan & Sommers, Benjamin D., 2017. "Premium subsidies, the mandate, and Medicaid expansion: Coverage effects of the Affordable Care Act," Journal of Health Economics, Elsevier, vol. 53(C), pages 72-86.
    34. repec:wly:soecon:v:82:2:y:2015:p:535-555 is not listed on IDEAS
    35. Manning, Willard G, et al, 1987. "Health Insurance and the Demand for Medical Care: Evidence from a Randomized Experiment," American Economic Review, American Economic Association, vol. 77(3), pages 251-277, June.
    36. Luojia Hu & Robert Kaestner & Bhashkar Mazumder & Sarah Miller & Ashley Wong, 2016. "The Effect of the Patient Protection and Affordable Care Act Medicaid Expansions on Financial Wellbeing," NBER Working Papers 22170, National Bureau of Economic Research, Inc.
    37. David Card & Carlos Dobkin & Nicole Maestas, 2009. "Does Medicare Save Lives?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 597-636.
    38. Ausmita Ghosh & Kosali Simon & Benjamin D. Sommers, 2017. "The Effect of State Medicaid Expansions on Prescription Drug Use: Evidence from the Affordable Care Act," NBER Working Papers 23044, National Bureau of Economic Research, Inc.
    39. Huh, Jason & Reif, Julian, 2017. "Did Medicare Part D reduce mortality?," Journal of Health Economics, Elsevier, vol. 53(C), pages 17-37.
    40. Victor Chernozhukov & Kaspar Wüthrich & Yinchu Zhu, 2018. "Exact and robust conformal inference methods for predictive machine learning with dependent data," CeMMAP working papers CWP16/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    41. Johanna Catherine Maclean & Benjamin L. Cook & Nicholas Carson & Michael F. Pesko, 2017. "Public Insurance and Psychotropic Prescription Medications for Mental Illness," NBER Working Papers 23760, National Bureau of Economic Research, Inc.
    42. 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.
    43. Kenneth Brevoort & Daniel Grodzicki & Martin B. Hackmann, 2017. "Medicaid and Financial Health," NBER Working Papers 24002, National Bureau of Economic Research, Inc.
    44. Bhatt, C.B. & Beck-Sagué, C.M., 2018. "Medicaid expansion and infant mortality in the United States," American Journal of Public Health, American Public Health Association, vol. 108(4), pages 565-567.
    45. 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..
    46. Howell, E. & Decker, S. & Hogan, S. & Yemane, A. & Foster, J., 2010. "Declining child mortality and continuing racial disparities in the era of the Medicaid and SCHIP insurance coverage expansions," American Journal of Public Health, American Public Health Association, vol. 100(12), pages 2500-2506.
    47. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881.
    48. Clayton, Denise Hammock, 2019. "The Effect of Prescription Drug Coverage on Mortality: Evidence from Medicaid Implementation," Journal of Health Economics, Elsevier, vol. 63(C), pages 100-113.
    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. 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.
    2. 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.
    3. Dunn, Abe & Knepper, Matthew & Dauda, Seidu, 2021. "Insurance expansions and hospital utilization: Relabeling and reabling?," Journal of Health Economics, Elsevier, vol. 78(C).
    4. Charles Courtemanche & James Marton & Benjamin Ukert & Aaron Yelowitz & Daniela Zapata, 2018. "Early Effects of the Affordable Care Act on Health Care Access, Risky Health Behaviors, and Self‐Assessed Health," Southern Economic Journal, John Wiley & Sons, vol. 84(3), pages 660-691, January.
    5. Black, Bernard & Hollingsworth, Alex & Nunes, Letícia & Simon, Kosali, 2022. "Simulated power analyses for observational studies: An application to the Affordable Care Act Medicaid expansion," Journal of Public Economics, Elsevier, vol. 213(C).
    6. Lindsey Rose Bullinger, 2021. "Child Support and the Affordable Care Act's Medicaid Expansions," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(1), pages 42-77, January.
    7. Rebecca M. Myerson & Reginald D. Tucker‐Seeley & Dana P. Goldman & Darius N. Lakdawalla, 2020. "Does Medicare Coverage Improve Cancer Detection and Mortality Outcomes?," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(3), pages 577-604, June.
    8. Feiyan Yang & Li Wei, 2023. "The impact of tax-subsidized health insurance on health and out-of-pocket burden in China," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 48(1), pages 194-246, January.
    9. Chaoran Chen & Zhigang Feng & Jiaying Gu, 2022. "Health, Health Insurance, and Inequality," Working Papers tecipa-730, University of Toronto, Department of Economics.
    10. Jonathan Gruber & Benjamin D. Sommers, 2020. "Fiscal Federalism and the Budget Impacts of the Affordable Care Act's Medicaid Expansion," NBER Working Papers 26862, National Bureau of Economic Research, Inc.
    11. M. Taha Kasim & Benjamin Ukert, 2021. "The impact of WIC participation on tobacco use and alcohol consumption," Contemporary Economic Policy, Western Economic Association International, vol. 39(3), pages 608-625, July.
    12. Cortnie Shupe, 2023. "Public Health Insurance and Medical Spending: The Incidence of the ACA Medicaid Expansion," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(1), pages 137-165, January.
    13. Seonghoon Kim & Kanghyock Koh, 2022. "Health insurance and subjective well‐being: Evidence from two healthcare reforms in the United States," Health Economics, John Wiley & Sons, Ltd., vol. 31(1), pages 233-249, January.
    14. Klein, Alexander & Crafts, Nicholas, 2023. "Unconditional Convergence in Manufacturing Productivity across U.S. States: What the Long-Run Data Show," CAGE Online Working Paper Series 660, Competitive Advantage in the Global Economy (CAGE).
    15. Jacqueline Fiore, 2017. "The Impact of the Affordable Care Act's Medicaid Expansion on Medicaid Spending by Health Care Service Category," Working Papers 1706, Tulane University, Department of Economics, revised Mar 2018.
    16. Mark Duggan & Atul Gupta & Emilie Jackson, 2022. "The Impact of the Affordable Care Act: Evidence from California's Hospital Sector," American Economic Journal: Economic Policy, American Economic Association, vol. 14(1), pages 111-151, February.
    17. Mengna Luan & Wenjing Shi & Zhigang Tao & Hongjie Yuan, 2023. "When patients have better insurance coverage in China: Provider incentives, costs, and quality of care," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 31(4), pages 1073-1106, October.
    18. Samuel Dodini, 2023. "Insurance Subsidies, the Affordable Care Act, and Financial Stability," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(1), pages 97-136, January.
    19. Bhalotra, Sonia & Fernandez, Manuel, 2021. "The Right to Health and the Health Effects of Denials," The Warwick Economics Research Paper Series (TWERPS) 1376, University of Warwick, Department of Economics.
    20. Sarah Miller & Luojia Hu & Robert Kaestner & Bhashkar Mazumder & Ashley Wong, 2021. "The ACA Medicaid Expansion in Michigan and Financial Health," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(2), pages 348-375, March.

    More about this item

    Keywords

    Health insurance; Medicaid; Mortality; Public health insurance; Healthcare; Affordable Care Act;
    All these keywords.

    JEL classification:

    • H75 - Public Economics - - State and Local Government; Intergovernmental Relations - - - State and Local Government: Health, Education, and Welfare
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • I38 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Government Programs; Provision and Effects of Welfare Programs

    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:eee:jhecon:v:72:y:2020:i:c:s0167629619306228. 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/locate/inca/505560 .

    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.