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The value of improving insurance quality: Evidence from long-run Medicaid attrition

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  • Lee, Ajin
  • Vabson, Boris

Abstract

The US government increasingly provides public health insurance coverage through private firms. We examine associated welfare implications for beneficiaries, using a ‘revealed preference’ framework based on beneficiaries’ program attrition rates. Focusing on the Medicaid program in New York State, we exploit quasi-random variation in the initial assignment at birth to public versus private Medicaid based on birth weight. We find that infants assigned to private Medicaid at birth are less likely to subsequently leave Medicaid. We provide suggestive evidence that reduced attrition reflects beneficiary responses to improved program quality, rather than alternative mechanisms such as private Medicaid plans reducing re-enrollment barriers.

Suggested Citation

  • Lee, Ajin & Vabson, Boris, 2024. "The value of improving insurance quality: Evidence from long-run Medicaid attrition," Journal of Health Economics, Elsevier, vol. 94(C).
  • Handle: RePEc:eee:jhecon:v:94:y:2024:i:c:s0167629624000109
    DOI: 10.1016/j.jhealeco.2024.102865
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    1. repec:mpr:mprres:7375 is not listed on IDEAS
    2. Vilsa Curto & Liran Einav & Amy Finkelstein & Jonathan Levin & Jay Bhattacharya, 2019. "Health Care Spending and Utilization in Public and Private Medicare," American Economic Journal: Applied Economics, American Economic Association, vol. 11(2), pages 302-332, April.
    3. Jason Brown & Mark Duggan & Ilyana Kuziemko & William Woolston, 2014. "How Does Risk Selection Respond to Risk Adjustment? New Evidence from the Medicare Advantage Program," American Economic Review, American Economic Association, vol. 104(10), pages 3335-3364, October.
    4. Francesco Decarolis, 2015. "Medicare Part D: Are Insurers Gaming the Low Income Subsidy Design?," American Economic Review, American Economic Association, vol. 105(4), pages 1547-1580, April.
    5. Hansoo Ko & Renata E. Howland & Sherry A. Glied, 2020. "The Effects of Income on Children’s Health: Evidence from Supplemental Security Income Eligibility under New York State Medicaid," NBER Working Papers 26639, National Bureau of Economic Research, Inc.
    6. Clemens, Jeffrey & Gottlieb, Joshua D. & Molnár, Tímea Laura, 2017. "Do health insurers innovate? Evidence from the anatomy of physician payments," Journal of Health Economics, Elsevier, vol. 55(C), pages 153-167.
    7. Alan I. Barreca & Jason M. Lindo & Glen R. Waddell, 2016. "Heaping-Induced Bias In Regression-Discontinuity Designs," Economic Inquiry, Western Economic Association International, vol. 54(1), pages 268-293, January.
    8. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    9. Jason Abaluck & Jonathan Gruber, 2011. "Choice Inconsistencies among the Elderly: Evidence from Plan Choice in the Medicare Part D Program," American Economic Review, American Economic Association, vol. 101(4), pages 1180-1210, June.
    10. Douglas Almond & Joseph J. Doyle & Amanda E. Kowalski & Heidi Williams, 2010. "Estimating Marginal Returns to Medical Care: Evidence from At-risk Newborns," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(2), pages 591-634.
    11. Alan I. Barreca & Melanie Guldi & Jason M. Lindo & Glen R. Waddell, 2011. "Saving Babies? Revisiting the effect of very low birth weight classification," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 2117-2123.
    12. Mark Duggan & Tamara Hayford, 2013. "Has the Shift to Managed Care Reduced Medicaid Expenditures? Evidence from State and Local‐Level Mandates," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 32(3), pages 505-535, June.
    13. Duggan, Mark, 2004. "Does contracting out increase the efficiency of government programs? Evidence from Medicaid HMOs," Journal of Public Economics, Elsevier, vol. 88(12), pages 2549-2572, December.
    14. David Dranove & Christopher Ody & Amanda Starc, 2021. "A Dose of Managed Care: Controlling Drug Spending in Medicaid," American Economic Journal: Applied Economics, American Economic Association, vol. 13(1), pages 170-197, January.
    15. Currie, Janet & Fahr, John, 2005. "Medicaid managed care: effects on children's Medicaid coverage and utilization," Journal of Public Economics, Elsevier, vol. 89(1), pages 85-108, January.
    16. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    17. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    18. Liran Einav & Amy Finkelstein & Maria Polyakova, 2018. "Private Provision of Social Insurance: Drug-Specific Price Elasticities and Cost Sharing in Medicare Part D," American Economic Journal: Economic Policy, American Economic Association, vol. 10(3), pages 122-153, August.
    19. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    20. Marika Cabral & Michael Geruso & Neale Mahoney, 2018. "Do Larger Health Insurance Subsidies Benefit Patients or Producers? Evidence from Medicare Advantage," American Economic Review, American Economic Association, vol. 108(8), pages 2048-2087, August.
    21. Jason Abaluck & Jonathan Gruber, 2011. "Heterogeneity in Choice Inconsistencies among the Elderly: Evidence from Prescription Drug Plan Choice," American Economic Review, American Economic Association, vol. 101(3), pages 377-381, May.
    22. Lee, David S. & Card, David, 2008. "Regression discontinuity inference with specification error," Journal of Econometrics, Elsevier, vol. 142(2), pages 655-674, February.
    23. Krieger, J.W. & Connell, F.A. & LoGerfo, J.P., 1992. "Medicaid prenatal care: A comparison of use and outcomes in fee-for- service and managed care," American Journal of Public Health, American Public Health Association, vol. 82(2), pages 185-190.
    24. 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.
    25. Mark Duggan & Jonathan Gruber & Boris Vabson, 2018. "The Consequences of Health Care Privatization: Evidence from Medicare Advantage Exits," American Economic Journal: Economic Policy, American Economic Association, vol. 10(1), pages 153-186, February.
    26. Ilyana Kuziemko & Katherine Meckel & Maya Rossin-Slater, 2018. "Does Managed Care Widen Infant Health Disparities? Evidence from Texas Medicaid," American Economic Journal: Economic Policy, American Economic Association, vol. 10(3), pages 255-283, August.
    27. Zarek C. Brot-Goldberg & Samantha Burn & Timothy Layton & Boris Vabson, 2023. "Rationing Medicine Through Bureaucracy: Authorization Restrictions in Medicare," NBER Working Papers 30878, National Bureau of Economic Research, Inc.
    28. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    29. Lee, Ajin, 2020. "How do hospitals respond to managed care? Evidence from at-risk newborns," Journal of Public Economics, Elsevier, vol. 184(C).
    30. Jason Abaluck & Jonathan Gruber, 2016. "Evolving Choice Inconsistencies in Choice of Prescription Drug Insurance," American Economic Review, American Economic Association, vol. 106(8), pages 2145-2184, August.
    31. Jonathan D. Ketcham & Claudio Lucarelli & Eugenio J. Miravete & M. Christopher Roebuck, 2012. "Sinking, Swimming, or Learning to Swim in Medicare Part D," American Economic Review, American Economic Association, vol. 102(6), pages 2639-2673, October.
    32. Amy Finkelstein & Nathaniel Hendren & Mark Shepard, 2019. "Subsidizing Health Insurance for Low-Income Adults: Evidence from Massachusetts," American Economic Review, American Economic Association, vol. 109(4), pages 1530-1567, April.
    33. Bradley Herring & E. Kathleen Adams, 2011. "Using HMOs to serve the Medicaid population: what are the effects on utilization and does the type of HMO matter?," Health Economics, John Wiley & Sons, Ltd., vol. 20(4), pages 446-460, April.
    34. Oliver Hart & Andrei Shleifer & Robert W. Vishny, 1997. "The Proper Scope of Government: Theory and an Application to Prisons," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(4), pages 1127-1161.
    35. Anna Aizer & Janet Currie & Enrico Moretti, 2007. "Does Managed Care Hurt Health? Evidence from Medicaid Mothers," The Review of Economics and Statistics, MIT Press, vol. 89(3), pages 385-399, August.
    36. Jeffrey R. Kling & Sendhil Mullainathan & Eldar Shafir & Lee C. Vermeulen & Marian V. Wrobel, 2012. "Comparison Friction: Experimental Evidence from Medicare Drug Plans," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 199-235.
    37. Timothy J. Layton & Nicole Maestas & Daniel Prinz & Boris Vabson, 2019. "Private vs. Public Provision of Social Insurance: Evidence from Medicaid," NBER Working Papers 26042, National Bureau of Economic Research, Inc.
    38. Mark G. Duggan & Melissa Schettini Kearney, 2007. "The impact of child SSI enrollment on household outcomes," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 26(4), pages 861-886.
    39. Melanie E. Guldi & Amelia Hawkins & Jeffrey Hemmeter & Lucie Schmidt, 2018. "Supplemental Security Income and Child Outcomes: Evidence from Birth Weight Eligibility Cutoffs," Department of Economics Working Papers 2018-12, Department of Economics, Williams College.
    40. Levinson, Arik & Ullman, Frank, 1998. "Medicaid managed care and infant health," Journal of Health Economics, Elsevier, vol. 17(3), pages 351-368, June.
    41. Jonathan D. Ketcham & Claudio Lucarelli & Christopher A. Powers, 2015. "Paying Attention or Paying Too Much in Medicare Part D," American Economic Review, American Economic Association, vol. 105(1), pages 204-233, January.
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