IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/23044.html
   My bibliography  Save this paper

The Effect of State Medicaid Expansions on Prescription Drug Use: Evidence from the Affordable Care Act

Author

Listed:
  • Ausmita Ghosh
  • Kosali Simon
  • Benjamin D. Sommers

Abstract

This study provides a national analysis of how the 2014 Affordable Care Act (ACA) Medicaid expansions have affected aggregate prescription drug utilization. Given the prominent role of prescription medications in the management of chronic conditions, as well as the high prevalence of unmet health care needs in the population newly eligible for Medicaid, the use of prescription drugs represents an important measure of the ACA’s policy impact. Prescription drug utilization also provides insights into whether insurance expansions have increased access to physicians, since obtaining these medications requires interaction with a health care provider. We use 2013-2015 data from a large, nationally representative, all-payer pharmacy transactions database to examine effects on overall prescription medication utilization as well as effects within specific drug classes. Using a differences-in-differences (DD) regression framework, we find that within the first 15 months of expansion, Medicaid-paid prescription utilization increased by 19 percent in expansion states relative to states that did not expand; this works out to approximately seven additional prescriptions per year per newly enrolled beneficiary. The greatest increases in Medicaid prescriptions occurred among diabetes medications, which increased by 24 percent. Other classes of medication that experienced relatively large increases include contraceptives (22 percent) and cardiovascular drugs (21 percent), while several classes more consistent with acute conditions such as allergies and infections experienced significantly smaller increases. As a placebo test, we examine Medicare-paid prescriptions and find no evidence of a post-ACA effect. Both expansion and non-expansion states followed statistically similar trends in Medicaid prescription utilization in the pre-policy era, offering support for our DD approach. We did not observe reductions in uninsured or privately insured prescriptions, suggesting that increased utilization under Medicaid did not substitute for other forms of payment. Within expansion states, increases in prescription drug utilization were larger in geographical areas with higher uninsured rates prior to the ACA. Finally, we find some suggestive evidence that increases in prescription drug utilization were greater in areas with larger Hispanic and black populations.

Suggested Citation

  • 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.
  • Handle: RePEc:nbr:nberwo:23044
    Note: EH
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w23044.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kurt Lavetti & Kosali Simon, 2018. "Strategic Formulary Design in Medicare Part D Plans," American Economic Journal: Economic Policy, American Economic Association, vol. 10(3), pages 154-192, August.
    2. Buchmueller, T.C. & Levinson, Z.M. & Levy, H.G. & Wolfe, B.L., 2016. "Effect of the affordable care act on racial and ethnic disparities in health insurance coverage," American Journal of Public Health, American Public Health Association, vol. 106(8), pages 1416-1421.
    3. Robert Kaestner & Bowen Garrett & Jiajia Chen & Anuj Gangopadhyaya & Caitlyn Fleming, 2017. "Effects of ACA Medicaid Expansions on Health Insurance Coverage and Labor Supply," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 36(3), pages 608-642, June.
    4. 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.
    5. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    6. Charles Courtemanche & James Marton & Benjamin Ukert & Aaron Yelowitz & Daniela Zapata, 2016. "Impacts of the Affordable Care Act on Health Insurance Coverage in Medicaid Expansion and Non-Expansion States," NBER Working Papers 22182, National Bureau of Economic Research, Inc.
    7. 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.
    8. Borrescio-Higa, Florencia, 2015. "Can Walmart make us healthier? Prescription drug prices and health care utilization," Journal of Health Economics, Elsevier, vol. 44(C), pages 37-53.
    9. Amitabh Chandra & Jonathan Gruber & Robin McKnight, 2010. "Patient Cost-Sharing and Hospitalization Offsets in the Elderly," American Economic Review, American Economic Association, vol. 100(1), pages 193-213, March.
    10. Miller, Sarah, 2012. "The effect of insurance on emergency room visits: An analysis of the 2006 Massachusetts health reform," Journal of Public Economics, Elsevier, vol. 96(11), pages 893-908.
    11. 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.
    12. 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.
    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. 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.
    2. 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.
    3. 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.
    4. Kim, Seonghoon & Koh, Kanghyock, 2019. "The Effects of the Affordable Care Act Medicaid Expansion on Subjective Well-being," IZA Discussion Papers 12636, Institute of Labor Economics (IZA).
    5. Borgschulte, Mark & Vogler, Jacob, 2020. "Did the ACA Medicaid expansion save lives?," Journal of Health Economics, Elsevier, vol. 72(C).
    6. Johanna Catherine Maclean & Michael F. Pesko & Steven C. Hill, 2017. "The Effect of Insurance Expansions on Smoking Cessation Medication Prescriptions: Evidence from ACA Medicaid Expansions," NBER Working Papers 23450, National Bureau of Economic Research, Inc.
    7. 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.
    8. Jeffrey Clemens & Michael Wither, 2024. "When is tinkering with safety net programs harmful to beneficiaries?," Southern Economic Journal, John Wiley & Sons, vol. 91(1), pages 213-256, July.
    9. 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.
    10. 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.
    11. 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.
    12. Maclean Johanna Catherine & Cook Benjamin & Carson Nicholas & Pesko Michael F, 2019. "Public Health Insurance and Prescription Medications for Mental Illness," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 19(1), pages 1-25, 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. 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.
    15. Jeffrey Clemens & Drew McNichols & Joseph J. Sabia, 2020. "The Long-Run Effects of the Affordable Care Act: A Pre-Committed Research Design Over the COVID-19 Recession and Recovery," NBER Working Papers 27999, 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. Ghosh, Ausmita & Simon, Kosali & Sommers, Benjamin D., 2019. "The Effect of Health Insurance on Prescription Drug Use Among Low-Income Adults:Evidence from Recent Medicaid Expansions," Journal of Health Economics, Elsevier, vol. 63(C), pages 64-80.
    2. 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.
    3. Mark Duggan & Gopi Shah Goda & Emilie Jackson, 2019. "The Effects of the Affordable Care Act on Health Insurance Coverage and Labor Market Outcomes," National Tax Journal, National Tax Association;National Tax Journal, vol. 72(2), pages 261-322, June.
    4. 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.
    5. Charles Courtemanche & James Marton & Benjamin Ukert & Aaron Yelowitz & Daniela Zapata, 2019. "Effects of the Affordable Care Act on Health Behaviors After 3 Years," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 45(1), pages 7-33, January.
    6. Ruchi Avtar & Rajashri Chakrabarti & Lindsay Meyerson & William Nober & Maxim L. Pinkovskiy, 2020. "The Affordable Care Act and the COVID-19 Pandemic: A Regression Discontinuity Analysis," Staff Reports 948, Federal Reserve Bank of New York.
    7. Joanna Woronkowicz & Aparna Soni & Seth Freedman & Kosali Simon, 2020. "How have recent health insurance expansions affected coverage among artist occupations in the USA?," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 44(1), pages 117-154, March.
    8. Courtemanche, Charles & Friedson, Andrew & Koller, Andrew P. & Rees, Daniel I., 2019. "The affordable care act and ambulance response times," Journal of Health Economics, Elsevier, vol. 67(C).
    9. Dunn, Abe & Knepper, Matthew & Dauda, Seidu, 2021. "Insurance expansions and hospital utilization: Relabeling and reabling?," Journal of Health Economics, Elsevier, vol. 78(C).
    10. Chatterji, Pinka & Li, Yue, 2017. "Early coverage expansions under the Affordable Care Act and Supplemental Security Income participation," The Journal of the Economics of Ageing, Elsevier, vol. 10(C), pages 75-83.
    11. Padmaja Ayyagari & Dan M. Shane & George L. Wehby, 2017. "The Impact of Medicare Part D on Emergency Department Visits," Health Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 536-544, April.
    12. Jonathan Gruber & Benjamin D. Sommers, 2019. "The Affordable Care Act’s Effects on Patients, Providers and the Economy: What We’ve Learned So Far," NBER Working Papers 25932, National Bureau of Economic Research, Inc.
    13. 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.
    14. Russ Kashian & Nicholas Lovett & Yuhan Xue, 2020. "Has the affordable care act affected health care efficiency?," Journal of Regulatory Economics, Springer, vol. 58(2), pages 193-233, December.
    15. Mark Duggan & Gopi Shah Goda & Gina Li, 2021. "The Effects of the Affordable Care Act on the Near Elderly: Evidence for Health Insurance Coverage and Labor Market Outcomes," Tax Policy and the Economy, University of Chicago Press, vol. 35(1), pages 179-223.
    16. 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.
    17. Courtemanche, Charles & Marton, James & Ukert, Benjamin & Yelowitz, Aaron & Zapata, Daniela, 2018. "Effects of the Affordable Care Act on Health Behaviors after Three Years," IZA Discussion Papers 11468, Institute of Labor Economics (IZA).
    18. Brevoort, Kenneth & Grodzicki, Daniel & Hackmann, Martin B., 2020. "The credit consequences of unpaid medical bills," Journal of Public Economics, Elsevier, vol. 187(C).
    19. Joan Costa-Font & Nilesh Raut & Courtney H. Van Houtven, 2024. "Medicaid Expansion and the Mental Health of Spousal Caregivers," Review of Economics of the Household, Springer, vol. 22(3), pages 1047-1084, September.
    20. Yelowitz, Aaron & Ingram, Samuel J., 2021. "How Does Occupational Licensing Affect Entry into the Medical Field? An Examination of EMTs," IZA Discussion Papers 14071, Institute of Labor Economics (IZA).

    More about this item

    JEL classification:

    • I1 - Health, Education, and Welfare - - Health
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private

    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:23044. 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.