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Pharmaceutical demand response to utilization management

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  • Sarig, Oren

Abstract

Prescription drug insurance increasingly imposes prior authorization (requiring providers to request coverage before claim approval) to manage utilization. Prior authorization has been criticized because of its administrative burden on providers. The primary alternative to managing utilization is imposing out-of-pocket (OOP) payment to incentivize beneficiaries to seek lower-cost care, effectively providing beneficiaries with partial insurance. Would beneficiaries prefer indirectly paying for prior authorization through higher premiums; or would they prefer prior authorization was replaced by higher OOP costs? This tradeoff depends on how much OOP costs could be displaced by prior authorization, which depends on their relative impact on demand. I estimate the effect of prior authorization and OOP costs on pharmaceutical demand in Medicare Part D, addressing endogeneity caused by unobserved drug quality and selection into plans. Despite criticism of prior authorization, I find that Medicare beneficiaries would prefer higher premiums to pay for prior authorization, over higher OOP costs.

Suggested Citation

  • Sarig, Oren, 2024. "Pharmaceutical demand response to utilization management," Journal of Health Economics, Elsevier, vol. 93(C).
  • Handle: RePEc:eee:jhecon:v:93:y:2024:i:c:s0167629623001078
    DOI: 10.1016/j.jhealeco.2023.102830
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    References listed on IDEAS

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    1. Kate Ho & Joseph Hogan & Fiona Scott Morton, 2017. "The impact of consumer inattention on insurer pricing in the Medicare Part D program," RAND Journal of Economics, RAND Corporation, vol. 48(4), pages 877-905, December.
    2. Reynaert, Mathias & Verboven, Frank, 2014. "Improving the performance of random coefficients demand models: The role of optimal instruments," Journal of Econometrics, Elsevier, vol. 179(1), pages 83-98.
    3. Sara Ellison Fisher & Iain Cockburn & Zvi Griliches & Jerry Hausman, 1997. "Characteristics of Demand for Pharmaceutical Products: An Examination of Four Cephalosporins," RAND Journal of Economics, The RAND Corporation, vol. 28(3), pages 426-446, Autumn.
    4. Liran Einav & Amy Finkelstein & Stephen P. Ryan & Paul Schrimpf & Mark R. Cullen, 2013. "Selection on Moral Hazard in Health Insurance," American Economic Review, American Economic Association, vol. 103(1), pages 178-219, February.
    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. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, September.
    7. Panle Jia & Pinelopi K. Goldberg & Shubham Chaudhuri, 2006. "Estimating the Effects of Global Patent Protection in Pharmaceuticals: A Case Study of Quinolones in India," American Economic Review, American Economic Association, vol. 96(5), pages 1477-1514, December.
    8. Cardell, N. Scott, 1997. "Variance Components Structures for the Extreme-Value and Logistic Distributions with Application to Models of Heterogeneity," Econometric Theory, Cambridge University Press, vol. 13(2), pages 185-213, April.
    9. 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.
    10. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-890, July.
    11. Maria Polyakova, 2016. "Regulation of Insurance with Adverse Selection and Switching Costs: Evidence from Medicare Part D," American Economic Journal: Applied Economics, American Economic Association, vol. 8(3), pages 165-195, July.
    12. 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.
    13. 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.
    14. Liran Einav & Amy Finkelstein & Paul Schrimpf, 2015. "The Response of Drug Expenditure to Nonlinear Contract Design: Evidence from Medicare Part D," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(2), pages 841-899.
    15. Abe Dunn, 2012. "Drug Innovations and Welfare Measures Computed from Market Demand: The Case of Anti-cholesterol Drugs," American Economic Journal: Applied Economics, American Economic Association, vol. 4(3), pages 167-189, July.
    16. Christina M Dalton & Gautam Gowrisankaran & Robert J Town, 2020. "Salience, Myopia, and Complex Dynamic Incentives: Evidence from Medicare Part D," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(2), pages 822-869.
    17. Dillender, Marcus, 2018. "What happens when the insurer can say no? Assessing prior authorization as a tool to prevent high-risk prescriptions and to lower costs," Journal of Public Economics, Elsevier, vol. 165(C), pages 170-200.
    18. Andrea Coscelli, 2000. "The Importance of Doctors’ and Patients’ Preferences in the Prescription Decision," Journal of Industrial Economics, Wiley Blackwell, vol. 48(3), pages 349-369, September.
    19. Amitabh Chandra & Jonathan Gruber & Robin McKnight, 2007. "Patient Cost-Sharing, Hospitalization Offsets, and the Design of Optimal Health Insurance for the Elderly," NBER Working Papers 12972, National Bureau of Economic Research, Inc.
    20. Mark Duggan & Patrick Healy & Fiona Scott Morton, 2008. "Providing Prescription Drug Coverage to the Elderly: America's Experiment with Medicare Part D," Journal of Economic Perspectives, American Economic Association, vol. 22(4), pages 69-92, Fall.
    21. Leibowitz, Arleen & Manning, Willard G. & Newhouse, Joseph P., 1985. "The demand for prescription drugs as a function of cost-sharing," Social Science & Medicine, Elsevier, vol. 21(10), pages 1063-1069, January.
    22. Laura Grigolon & Frank Verboven, 2014. "Nested Logit or Random Coefficients Logit? A Comparison of Alternative Discrete Choice Models of Product Differentiation," The Review of Economics and Statistics, MIT Press, vol. 96(5), pages 916-935, December.
    23. repec:bla:jindec:v:48:y:2000:i:3:p:349-69 is not listed on IDEAS
    24. Benjamin R. Handel, 2013. "Adverse Selection and Inertia in Health Insurance Markets: When Nudging Hurts," American Economic Review, American Economic Association, vol. 103(7), pages 2643-2682, December.
    25. Steven T. Berry, 1994. "Estimating Discrete-Choice Models of Product Differentiation," RAND Journal of Economics, The RAND Corporation, vol. 25(2), pages 242-262, Summer.
    26. Cardon, James H & Hendel, Igal, 2001. "Asymmetric Information in Health Insurance: Evidence from the National Medical Expenditure Survey," RAND Journal of Economics, The RAND Corporation, vol. 32(3), pages 408-427, Autumn.
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    More about this item

    Keywords

    Pharmaceutical; Demand; Elasticity; Utilization management; Prior authorization; Medicare; Part D; Selection; Moral hazard;
    All these keywords.

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms
    • L65 - Industrial Organization - - Industry Studies: Manufacturing - - - Chemicals; Rubber; Drugs; Biotechnology; Plastics

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