IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/27563.html
   My bibliography  Save this paper

Insurance Design and Pharmaceutical Innovation

Author

Listed:
  • Leila Agha
  • Soomi Kim
  • Danielle Li

Abstract

This paper studies how insurance coverage policies impact pharmaceutical innovation. In the United States, most patients obtain prescription drugs through insurance plans administered by Pharmacy Benefit Managers (PBMs). Beginning in 2012, PBMs began excluding coverage for many newly approved drugs when cheaper alternatives were available. Relative to firms’ existing practices, we show that exclusions substantially reduced insurance claims for targeted drugs, lowering their profitability. This new risk of coverage exclusion reshaped upstream pharmaceutical R&D: for every 1 standard deviation increase in drug class exclusion risk, we estimate an 11% decline in subsequent development activity. This change translated into a relative decline in the development of drug candidates that appear more incremental: that is, those in drug classes with more pre-existing therapies and with less scientifically novel research.

Suggested Citation

  • Leila Agha & Soomi Kim & Danielle Li, 2020. "Insurance Design and Pharmaceutical Innovation," NBER Working Papers 27563, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:27563
    Note: AG CF EH IO LE LS PE PR
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w27563.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ramana Nanda & William R. Kerr, 2015. "Financing Innovation," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 445-462, December.
    2. Daron Acemoglu & Philippe Aghion & Leonardo Bursztyn & David Hemous, 2012. "The Environment and Directed Technical Change," American Economic Review, American Economic Association, vol. 102(1), pages 131-166, February.
    3. DiMasi, Joseph A. & Grabowski, Henry G. & Hansen, Ronald W., 2016. "Innovation in the pharmaceutical industry: New estimates of R&D costs," Journal of Health Economics, Elsevier, vol. 47(C), pages 20-33.
    4. James G. MacKinnon & Morten Ørregaard Nielsen & Matthew D. Webb, 2021. "Wild Bootstrap and Asymptotic Inference With Multiway Clustering," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(2), pages 505-519, March.
    5. Djogbenou, Antoine A. & MacKinnon, James G. & Nielsen, Morten Ørregaard, 2019. "Asymptotic theory and wild bootstrap inference with clustered errors," Journal of Econometrics, Elsevier, vol. 212(2), pages 393-412.
    6. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    7. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    8. Richard G. Frank & Richard J. Zeckhauser, 2018. "High-Priced Drugs in Medicare Part D: Diagnosis and Potential Prescription," NBER Working Papers 24240, National Bureau of Economic Research, Inc.
    9. Y. Richard Wang & Mark V. Pauly, 2005. "Spillover Effects of Restrictive Drug Formularies on Physician Prescribing Behavior: Evidence from Medicaid," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 14(3), pages 755-773, September.
    10. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    11. Blume-Kohout, Margaret E. & Sood, Neeraj, 2013. "Market size and innovation: Effects of Medicare Part D on pharmaceutical research and development," Journal of Public Economics, Elsevier, vol. 97(C), pages 327-336.
    12. Daron Acemoglu & Joshua Linn, 2004. "Market Size in Innovation: Theory and Evidence from the Pharmaceutical Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 1049-1090.
    13. Stephane Régnier, 2013. "What is the value of ‘me-too’ drugs?," Health Care Management Science, Springer, vol. 16(4), pages 300-313, December.
    14. Russell J. Funk & Jason Owen-Smith, 2017. "A Dynamic Network Measure of Technological Change," Management Science, INFORMS, vol. 63(3), pages 791-817, March.
    15. Pierre Dubois & Olivier de Mouzon & Fiona Scott-Morton & Paul Seabright, 2015. "Market size and pharmaceutical innovation," RAND Journal of Economics, RAND Corporation, vol. 46(4), pages 844-871, October.
    16. Matt Marx & Aaron Fuegi, 2020. "Reliance on science: Worldwide front‐page patent citations to scientific articles," Strategic Management Journal, Wiley Blackwell, vol. 41(9), pages 1572-1594, September.
    17. Peter Egger & Christian Keuschnigg, 2015. "Innovation, Trade, and Finance," American Economic Journal: Microeconomics, American Economic Association, vol. 7(2), pages 121-157, May.
    18. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    19. Daron Acemoglu & David Cutler & Amy Finkelstein & Joshua Linn, 2006. "Did Medicare Induce Pharmaceutical Innovation?," American Economic Review, American Economic Association, vol. 96(2), pages 103-107, May.
    20. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    21. repec:zbw:bofrdp:urn:nbn:fi:bof-201512141480 is not listed on IDEAS
    22. Jeffrey Clemens, 2012. "The Effect of U.S. Health Insurance Expansions on Medical Innovation," Discussion Papers 11-016, Stanford Institute for Economic Policy Research.
    23. Abaluck, Jason & Gruber, Jonathan & Swanson, Ashley, 2018. "Prescription drug use under Medicare Part D: A linear model of nonlinear budget sets," Journal of Public Economics, Elsevier, vol. 164(C), pages 106-138.
    24. Einav, Liran & Finkelstein, Amy & Schrimpf, Paul, 2017. "Bunching at the kink: Implications for spending responses to health insurance contracts," Journal of Public Economics, Elsevier, vol. 146(C), pages 27-40.
    25. Pragya Kakani & Michael Chernew & Amitabh Chandra, 2020. "Rebates in the Pharmaceutical Industry: Evidence from Medicines Sold in Retail Pharmacies in the U.S," NBER Working Papers 26846, National Bureau of Economic Research, Inc.
    26. Avinash Dixit, 1979. "A Model of Duopoly Suggesting a Theory of Entry Barriers," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 20-32, Spring.
    27. Amy Finkelstein, 2004. "Static and Dynamic Effects of Health Policy: Evidence from the Vaccine Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(2), pages 527-564.
    28. Froot, Kenneth A & Scharfstein, David S & Stein, Jeremy C, 1993. "Risk Management: Coordinating Corporate Investment and Financing Policies," Journal of Finance, American Finance Association, vol. 48(5), pages 1629-1658, December.
    29. Jeffrey P. Clemens & Parker Rogers, 2020. "Demand Shocks, Procurement Policies, and the Nature of Medical Innovation: Evidence from Wartime Prosthetic Device Patents," CESifo Working Paper Series 8781, CESifo.
    30. David Dranove & Craig Garthwaite & Manuel I. Hermosilla, 2020. "Expected Profits and The Scientific Novelty of Innovation," NBER Working Papers 27093, National Bureau of Economic Research, Inc.
    31. Margaret K. Kyle & Anita M. McGahan, 2012. "Investments in Pharmaceuticals Before and After TRIPS," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 1157-1172, November.
    32. Eric Budish & Benjamin N. Roin & Heidi Williams, 2015. "Do Firms Underinvest in Long-Term Research? Evidence from Cancer Clinical Trials," American Economic Review, American Economic Association, vol. 105(7), pages 2044-2085, July.
    33. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    34. Patrick Thiebaud & Bimal V. Patel & Michael B. Nichol, 2008. "The demand for statin: the effect of copay on utilization and compliance," Health Economics, John Wiley & Sons, Ltd., vol. 17(1), pages 83-97, January.
    35. repec:zbw:bofrdp:2015_028 is not listed on IDEAS
    36. N. Gregory Mankiw & Michael D. Whinston, 1986. "Free Entry and Social Inefficiency," RAND Journal of Economics, The RAND Corporation, vol. 17(1), pages 48-58, Spring.
    37. Garber Alan M & Jones Charles I. & Romer Paul, 2006. "Insurance and Incentives for Medical Innovation," Forum for Health Economics & Policy, De Gruyter, vol. 9(2), pages 1-27, March.
    38. Lakdawalla, Darius & Sood, Neeraj, 2009. "Innovation and the welfare effects of public drug insurance," Journal of Public Economics, Elsevier, vol. 93(3-4), pages 541-548, April.
    39. Yin, Wesley, 2008. "Market incentives and pharmaceutical innovation," Journal of Health Economics, Elsevier, vol. 27(4), pages 1060-1077, July.
    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. Massimo Florio & Simona Gamba, 2021. "Biomed Europa: After the coronavirus, a public infrastructure to overcome the pharmaceutical oligopoly," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 92(3), pages 387-409, September.
    2. Jeffrey P. Clemens & Morten Olsen, 2021. "Medicare and the Rise of American Medical Patenting: The Economics of User-Driven Innovation," CESifo Working Paper Series 9008, CESifo.
    3. Gamba, Simona & Magazzini, Laura & Pertile, Paolo, 2021. "R&D and market size: Who benefits from orphan drug legislation?," Journal of Health Economics, Elsevier, vol. 80(C).
    4. Dranove, David & Garthwaite, Craig & Heard, Christopher & Wu, Bingxiao, 2022. "The economics of medical procedure innovation," Journal of Health Economics, Elsevier, vol. 81(C).

    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. Jeffrey P. Clemens & Parker Rogers, 2020. "Demand Shocks, Procurement Policies, and the Nature of Medical Innovation: Evidence from Wartime Prosthetic Device Patents," CESifo Working Paper Series 8781, CESifo.
    2. Joshua Krieger & Danielle Li & Dimitris Papanikolaou, 2022. "Missing Novelty in Drug Development," The Review of Financial Studies, Society for Financial Studies, vol. 35(2), pages 636-679.
    3. Gamba, Simona & Magazzini, Laura & Pertile, Paolo, 2021. "R&D and market size: Who benefits from orphan drug legislation?," Journal of Health Economics, Elsevier, vol. 80(C).
    4. Agarwal, Ruchir & Gaule, Patrick, 2022. "What drives innovation? Lessons from COVID-19 R&D," Journal of Health Economics, Elsevier, vol. 82(C).
    5. Heidi L. Williams, 2016. "Intellectual Property Rights and Innovation: Evidence from Health Care Markets," Innovation Policy and the Economy, University of Chicago Press, vol. 16(1), pages 53-87.
    6. Zhang, Xuan & Nie, Huihua, 2021. "Public health insurance and pharmaceutical innovation: Evidence from China," Journal of Development Economics, Elsevier, vol. 148(C).
    7. Jeffrey P. Clemens & Morten Olsen, 2021. "Medicare and the Rise of American Medical Patenting: The Economics of User-Driven Innovation," CESifo Working Paper Series 9008, CESifo.
    8. Volker Grossmann, 2021. "Medical Innovations and Ageing: A Health Economics Perspective," CESifo Working Paper Series 9387, CESifo.
    9. Hermosilla, Manuel, 2024. "Regulating ethical experimentation: Impacts of the breakthrough therapy designation on drug R&D," Journal of Health Economics, Elsevier, vol. 94(C).
    10. Kyle, Margaret K., 2022. "Incentives for pharmaceutical innovation: What’s working, what’s lacking," International Journal of Industrial Organization, Elsevier, vol. 84(C).
    11. Jeffrey Clemens, 2012. "The Effect of U.S. Health Insurance Expansions on Medical Innovation," Discussion Papers 11-016, Stanford Institute for Economic Policy Research.
    12. Dranove, David & Garthwaite, Craig & Heard, Christopher & Wu, Bingxiao, 2022. "The economics of medical procedure innovation," Journal of Health Economics, Elsevier, vol. 81(C).
    13. Kalcheva, Ivalina & McLemore, Ping & Pant, Shagun, 2018. "Innovation: The interplay between demand-side shock and supply-side environment," Research Policy, Elsevier, vol. 47(2), pages 440-461.
    14. Iizuka, Toshiaki & Uchida, Gyo, 2017. "Promoting innovation in small markets: Evidence from the market for rare and intractable diseases," Journal of Health Economics, Elsevier, vol. 54(C), pages 56-65.
    15. Pierre Dubois & Olivier de Mouzon & Fiona Scott-Morton & Paul Seabright, 2015. "Market size and pharmaceutical innovation," RAND Journal of Economics, RAND Corporation, vol. 46(4), pages 844-871, October.
    16. Grossmann, Volker, 2013. "Do cost-sharing and entry deregulation curb pharmaceutical innovation?," Journal of Health Economics, Elsevier, vol. 32(5), pages 881-894.
    17. Michael D. Frakes & Melissa F. Wasserman, 2020. "Investing in Ex Ante Regulation: Evidence from Pharmaceutical Patent Examination," NBER Working Papers 27579, National Bureau of Economic Research, Inc.
    18. Alberto Galasso & Hong Luo, 2016. "Tort Reform and Innovation," NBER Working Papers 22712, National Bureau of Economic Research, Inc.
    19. Aggarwal, Mayank & Chakrabarti, Anindya S. & Chatterjee, Chirantan & Higgins, Matthew J., 2023. "Research and market structure: Evidence from an antibiotic-resistant pathogenic outbreak," Research Policy, Elsevier, vol. 52(1).
    20. Margaret K. Kyle, 2019. "The Alignment of Innovation Policy and Social Welfare: Evidence from Pharmaceuticals," NBER Chapters, in: Innovation Policy and the Economy, Volume 20, pages 95-123, National Bureau of Economic Research, Inc.

    More about this item

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy

    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:27563. 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.