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Expanded prescription coverage and opioid use disorders: Evidence from Medicare Part D

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  • Ang, Ricardo B.

Abstract

Medicare Part D, implemented on January 2006, expanded subsidized outpatient prescription-drug coverage, including medication-assisted treatment (MAT) drugs, for adults aged 65 and older. Using 6.2 million discharge records from the 2001 to 2011 Healthcare Cost and Utilization Project National Inpatient Sample, I study how this policy influenced serious opioid use disorder (OUD) events. The analysis uses a difference-in-differences framework that compares OUD-related hospitalizations among 65- to 69-year-olds with those of 60- to 64-year-olds, and an event study confirms parallel trends before implementation. Part D lowered OUD-related hospital admissions by 158.3 per 100,000 discharges, a 53% decline from the pre-policy mean. The reduction is concentrated in admissions that include diagnoses of opioid abuse or dependence, whereas admissions related to opioid poisoning show little change. Larger proportional declines among Black and Hispanic adults and among men indicate that changes in drug coverage were accompanied by differences in outcomes across demographic groups. Estimates are robust across alternative specifications. By reducing out-of-pocket costs for MAT drugs covered by Part D, comprehensive prescription benefits can substantially cut avoidable hospital stays even when individual treatment uptake is not observed. These findings inform current debates on drug-benefit design for aging populations confronting opioid-related harm and illustrate how insurance coverage shapes health production later in life.

Suggested Citation

  • Ang, Ricardo B., 2025. "Expanded prescription coverage and opioid use disorders: Evidence from Medicare Part D," Economics & Human Biology, Elsevier, vol. 59(C).
  • Handle: RePEc:eee:ehbiol:v:59:y:2025:i:c:s1570677x25000693
    DOI: 10.1016/j.ehb.2025.101536
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    References listed on IDEAS

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    1. Mark Duggan & Fiona Scott Morton, 2010. "The Effect of Medicare Part D on Pharmaceutical Prices and Utilization," American Economic Review, American Economic Association, vol. 100(1), pages 590-607, March.
    2. Hollingsworth, Alex & Ruhm, Christopher J. & Simon, Kosali, 2017. "Macroeconomic conditions and opioid abuse," Journal of Health Economics, Elsevier, vol. 56(C), pages 222-233.
    3. Gary V. Engelhardt & Jonathan Gruber, 2011. "Medicare Part D and the Financial Protection of the Elderly," American Economic Journal: Economic Policy, American Economic Association, vol. 3(4), pages 77-102, November.
    4. Matthew T. Knowles, 2022. "How access to addictive drugs affects the supply of substance abuse treatment: Evidence from Medicare Part D," Health Economics, John Wiley & Sons, Ltd., vol. 31(8), pages 1649-1675, August.
    5. Powell, David & Pacula, Rosalie Liccardo & Taylor, Erin, 2020. "How increasing medical access to opioids contributes to the opioid epidemic: Evidence from Medicare Part D," Journal of Health Economics, Elsevier, vol. 71(C).
    6. Gary V. Engelhardt & Jonathan Gruber, 2011. "Does Medicare Part D Protect the Elderly from Financial Risk?," Issues in Brief ib2011-8, Center for Retirement Research, revised Jun 2011.
    7. Amy Finkelstein, 2007. "The Aggregate Effects of Health Insurance: Evidence from the Introduction of Medicare," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 1-37.
    8. Helen Levy & David R. Weir, 2010. "Take-up of Medicare Part D: Results From the Health and Retirement Study," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 65(4), pages 492-501.
    9. Gal Wettstein, 2019. "Health insurance and opioid deaths: Evidence from the Affordable Care Act young adult provision," Health Economics, John Wiley & Sons, Ltd., vol. 28(5), pages 666-677, May.
    10. Robert Kaestner & Cuping Schiman & G. Caleb Alexander, 2019. "Effects of Prescription Drug Insurance on Hospitalization and Mortality: Evidence from Medicare Part D," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 86(3), pages 595-628, September.
    11. Ayyagari, Padmaja & Shane, Dan M., 2015. "Does prescription drug coverage improve mental health? Evidence from Medicare Part D," Journal of Health Economics, Elsevier, vol. 41(C), pages 46-58.
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    Cited by:

    1. Ricardo B. Ang, 2026. "Medicare Part D and Hospital Admissions due to Antimicrobial Resistance," Health Economics, John Wiley & Sons, Ltd., vol. 35(5), pages 759-777, May.

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