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How Increasing Medical Access to Opioids Contributes to the Opioid Epidemic Evidence from Medicare Part D

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  • David Powell
  • Rosalie Liccardo Pacula
  • Erin Audrey Taylor

Abstract

Drug overdoses involving opioid analgesics have increased dramatically since 1999, representing one of the United States' top public health crises. Opioids have legitimate medical functions, but improving access may increase abuse rates even among those not prescribed the drugs given that opioids are frequently diverted to nonmedical use. We have little evidence about the causal relationship between increased medical access to opioids and spillovers resulting in abuse. We use the introduction of the Medicare Prescription Drug Benefit Program (Part D) as a large and differential shock to the geographic supply of opioids. Part D increased opioid utilization for the 65+ population, and we show that this increase in utilization led to significant growth in the overall supply of opioids in high elderly share states relative to low elderly share states. This relative expansion in opioid supply resulted in an escalation in opioid-related substance abuse treatment admissions and opioid-related mortality among the Medicare-ineligible population, implying meaningful spillovers to individuals who did not experience any change in prescription drug benefits. The evidence suggests that increased opioid supply is associated with economically-important levels of diversion for nonmedical purposes. Our estimates imply that a 10% increase in medical opioid distribution leads to a 7.4% increase in opioid-related deaths and a 14.1% increase in substance abuse treatment admission rates for the Medicare-ineligible population.

Suggested Citation

  • David Powell & Rosalie Liccardo Pacula & Erin Audrey Taylor, 2016. "How Increasing Medical Access to Opioids Contributes to the Opioid Epidemic Evidence from Medicare Part D," Working Papers WR-1169, RAND Corporation.
  • Handle: RePEc:ran:wpaper:wr-1169
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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. Manolis Galenianos & Rosalie Liccardo Pacula & Nicola Persico, 2012. "A Search-Theoretic Model of the Retail Market for Illicit Drugs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 1239-1269.
    4. Swensen, Isaac D., 2015. "Substance-abuse treatment and mortality," Journal of Public Economics, Elsevier, vol. 122(C), pages 13-30.
    5. 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.
    6. Cutler, David M. & Jessup, Amber & Kenkel, Donald & Starr, Martha A., 2015. "Valuing Regulations Affecting Addictive or Habitual Goods," Journal of Benefit-Cost Analysis, Cambridge University Press, vol. 6(2), pages 247-280, July.
    7. Johanna Catherine Maclean & Brendan Saloner, 2019. "The Effect of Public Insurance Expansions on Substance Use Disorder Treatment: Evidence from the Affordable Care Act," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 38(2), pages 366-393, March.
    8. Alpert, Abby & Lakdawalla, Darius & Sood, Neeraj, 2023. "Prescription drug advertising and drug utilization: The role of Medicare Part D," Journal of Public Economics, Elsevier, vol. 221(C).
    9. Abby Alpert & David Powell & Rosalie Liccardo Pacula, 2018. "Supply-Side Drug Policy in the Presence of Substitutes: Evidence from the Introduction of Abuse-Deterrent Opioids," American Economic Journal: Economic Policy, American Economic Association, vol. 10(4), pages 1-35, November.
    10. 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.
    11. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2011. "Robust Inference With Multiway Clustering," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(2), pages 238-249, April.
    12. Anne Case & Angus Deaton, 2017. "Mortality and Morbidity in the 21st Century," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 397-476.
    13. Chaloupka, Frank, 1991. "Rational Addictive Behavior and Cigarette Smoking," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 722-742, August.
    14. Kolstad, Jonathan T. & Kowalski, Amanda E., 2012. "The impact of health care reform on hospital and preventive care: Evidence from Massachusetts," Journal of Public Economics, Elsevier, vol. 96(11), pages 909-929.
    15. 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.
    16. Helen G. Levy & Edward C. Norton & Jeffrey A. Smith, 2018. "Tobacco Regulation and Cost-Benefit Analysis: How Should We Value Foregone Consumer Surplus?," American Journal of Health Economics, University of Chicago Press, vol. 4(1), pages 1-25, Winter.
    17. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    18. 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.
    19. David A. Jaeger & Theodore J. Joyce & Robert Kaestner, 2020. "A Cautionary Tale of Evaluating Identifying Assumptions: Did Reality TV Really Cause a Decline in Teenage Childbearing?," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(2), pages 317-326, April.
    20. Carlos Dobkin & Nancy Nicosia, 2009. "The War on Drugs: Methamphetamine, Public Health, and Crime," American Economic Review, American Economic Association, vol. 99(1), pages 324-349, March.
    21. Cutler, David M & Gruber, Jonathan, 1996. "The Effect of Medicaid Expansions on Public Insurance, Private Insurance, and Redistribution," American Economic Review, American Economic Association, vol. 86(2), pages 378-383, May.
    22. Jonathan Gruber, 2011. "Massachusetts points the way to successful health care reform," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 30(1), pages 184-192, December.
    23. Becker, Gary S & Grossman, Michael & Murphy, Kevin M, 1991. "Rational Addiction and the Effect of Price on Consumption," American Economic Review, American Economic Association, vol. 81(2), pages 237-241, May.
    24. Grossman, Michael & Chaloupka, Frank J., 1998. "The demand for cocaine by young adults: a rational addiction approach," Journal of Health Economics, Elsevier, vol. 17(4), pages 427-474, August.
    25. Johanna Catherine Maclean & Brendan Saloner, 2018. "Substance Use Treatment Provider Behavior and Healthcare Reform: Evidence from Massachusetts," Health Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 76-101, January.
    26. Jenny Williams & Rosalie Liccardo Pacula & Rosanna Smart, 2019. "De Facto or De Jure? Ethnic Differences in Quit Responses to Legal Protections of Medical Marijuana Dispensaries," NBER Working Papers 25555, National Bureau of Economic Research, Inc.
    27. Mireille Jacobson, 2004. "Baby Booms and Drug Busts: Trends in Youth Drug use in the United States, 1975–2000," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(4), pages 1481-1512.
    28. Jonathan D. Ketcham & Kosali Simon, 2008. "Medicare Part D's Effects on Elderly Drug Costs and Utilization," NBER Working Papers 14326, National Bureau of Economic Research, Inc.
    29. Christopher Carpenter & Carlos Dobkin, 2009. "The Effect of Alcohol Consumption on Mortality: Regression Discontinuity Evidence from the Minimum Drinking Age," American Economic Journal: Applied Economics, American Economic Association, vol. 1(1), pages 164-182, January.
    30. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    31. Santhosh, L. & Meriwether, M. & Saucedo, C. & Reyes, R. & Cheng, C. & Clark, B. & Tipperman, D. & Schroeder, S.A., 2014. "From the sidelines to the frontline: How the substance abuse and mental health services administration embraced smoking cessation," American Journal of Public Health, American Public Health Association, vol. 104(5), pages 796-802.
    32. Paulozzi, L.J., 2006. "Opioid analgesic involvement in drug abuse deaths in American metropolitan areas," American Journal of Public Health, American Public Health Association, vol. 96(10), pages 1755-1757.
    33. Alpert, Abby, 2016. "The anticipatory effects of Medicare Part D on drug utilization," Journal of Health Economics, Elsevier, vol. 49(C), pages 28-45.
    34. Yelowitz, Aaron S., 2000. "Public policy and health insurance choices of the elderly: evidence from the medicare buy-in program," Journal of Public Economics, Elsevier, vol. 78(3), pages 301-324, November.
    35. Powell, David & Pacula, Rosalie Liccardo & Jacobson, Mireille, 2018. "Do medical marijuana laws reduce addictions and deaths related to pain killers?," Journal of Health Economics, Elsevier, vol. 58(C), pages 29-42.
    36. Bronchetti, Erin Todd, 2014. "Public insurance expansions and the health of immigrant and native children," Journal of Public Economics, Elsevier, vol. 120(C), pages 205-219.
    37. Mark G. Duggan & Fiona Scott Morton, 2011. "The Medium-Term Impact of Medicare Part D on Pharmaceutical Prices," American Economic Review, American Economic Association, vol. 101(3), pages 387-392, May.
    38. 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..
    39. Jonathan Gruber & Kosali Simon, 2007. "Crowd-Out Ten Years Later: Have Recent Public Insurance Expansions Crowded Out Private Health Insurance?," NBER Working Papers 12858, National Bureau of Economic Research, Inc.
    40. Thomas C. Buchmueller & Colleen Carey, 2018. "The Effect of Prescription Drug Monitoring Programs on Opioid Utilization in Medicare," American Economic Journal: Economic Policy, American Economic Association, vol. 10(1), pages 77-112, February.
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    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private

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