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Hybrid risk adjustment for pharmaceutical benefits

Author

Listed:
  • Manuel García-Goñi
  • Pere Ibern
  • José María Inoriza

Abstract

This paper analyses the application of hybrid risk adjustment versus either prospective or concurrent risk adjustment formulae in the context of funding pharmaceutical benefits for the population of an integrated healthcare delivery organization in Catalonia during years 2002 and 2003. We apply a mixed formula and find that a hybrid risk adjustment model increases incentives for efficiency in the provision of low risk individuals at health organizations not only as a whole but also at each internal department compared to only prospective models by reducing within-group variation of drug expenditures.

Suggested Citation

  • Manuel García-Goñi & Pere Ibern & José María Inoriza, 2009. "Hybrid risk adjustment for pharmaceutical benefits," Working Papers, Research Center on Health and Economics 1139, Department of Economics and Business, Universitat Pompeu Fabra.
  • Handle: RePEc:upf:upfses:1139
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    References listed on IDEAS

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    1. Keeler, Emmett B. & Carter, Grace M. & Trude, Sally, 1988. "Insurance aspects of DRG outlier payments," Journal of Health Economics, Elsevier, vol. 7(3), pages 193-214, September.
    2. van de Ven, Wynand P. M. M. & van Vliet, Rene C. J. A. & Schut, Frederik T. & van Barneveld, Erik M., 2000. "Access to coverage for high-risks in a competitive individual health insurance market: via premium rate restrictions or risk-adjusted premium subsidies?," Journal of Health Economics, Elsevier, vol. 19(3), pages 311-339, May.
    3. van Barneveld, Erik M. & Lamers, Leida M. & van Vliet, Rene C. J. A. & van de Ven, Wynand P. M. M., 2001. "Risk sharing as a supplement to imperfect capitation: a tradeoff between selection and efficiency," Journal of Health Economics, Elsevier, vol. 20(2), pages 147-168, March.
    4. Van de ven, Wynand P.M.M. & Ellis, Randall P., 2000. "Risk adjustment in competitive health plan markets," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 14, pages 755-845, Elsevier.
    5. David M. Cutler & Mary Beth Landrum & Kate A. Stewart, 2009. "Intensive Medical Care and Cardiovascular Disease Disability Reductions," NBER Chapters, in: Health at Older Ages: The Causes and Consequences of Declining Disability among the Elderly, pages 191-222, National Bureau of Economic Research, Inc.
    6. Schokkaert, Erik & Van de Voorde, Carine, 2003. "Belgium: risk adjustment and financial responsibility in a centralised system," Health Policy, Elsevier, vol. 65(1), pages 5-19, July.
    7. Manuel García‐Goñi & Pere Ibern, 2008. "Predictability of drug expenditures: an application using morbidity data," Health Economics, John Wiley & Sons, Ltd., vol. 17(1), pages 119-126, January.
    8. Ellis, Randall P. & McGuire, Thomas G., 1988. "Insurance principles and the design of prospective payment systems," Journal of Health Economics, Elsevier, vol. 7(3), pages 215-237, September.
    9. Buchner, Florian & Wasem, Jurgen, 2003. "Needs for further improvement: risk adjustment in the German health insurance system," Health Policy, Elsevier, vol. 65(1), pages 21-35, July.
    10. Kathryn Antioch & Randall Ellis & Steve Gillett & Daniel Borovnicar & Ric Marshall, 2007. "Risk adjustment policy options for casemix funding: international lessons in financing reform," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 8(3), pages 195-212, September.
    11. Corinne Behrend & Florian Buchner & Michael Happich & Rolf Holle & Peter Reitmeir & Jürgen Wasem, 2007. "Risk-adjusted capitation payments: how well do principal inpatient diagnosis-based models work in the German situation? Results from a large data set," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 8(1), pages 31-39, March.
    12. Nigel Rice & Paul Dixon & David Lloyd & David Roberts, 1999. "Derivation of a needs based capitation formula for allocation prescribing budgets," Working Papers 034cheop, Centre for Health Economics, University of York.
    13. Joseph P. Newhouse, 1996. "Reimbursing Health Plans and Health Providers: Efficiency in Production versus Selection," Journal of Economic Literature, American Economic Association, vol. 34(3), pages 1236-1263, September.
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    Cited by:

    1. M. Carreras & M. García-Goñi & P. Ibern & J. Coderch & L. Vall-Llosera & J. Inoriza, 2011. "Estimates of patient costs related with population morbidity: can indirect costs affect the results?," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(4), pages 289-295, August.
    2. García-Goñi, Manuel & Hernández-Quevedo, Cristina & Nuño-Solinís, Roberto & Paolucci, Francesco, 2012. "Pathways towards chronic care-focused healthcare systems: Evidence from Spain," Health Policy, Elsevier, vol. 108(2), pages 236-245.
    3. Vivas-Consuelo, David & Usó-Talamantes, Ruth & Trillo-Mata, José Luis & Caballer-Tarazona, Maria & Barrachina-Martínez, Isabel & Buigues-Pastor, Laia, 2014. "Predictability of pharmaceutical spending in primary health services using Clinical Risk Groups," Health Policy, Elsevier, vol. 116(2), pages 188-195.
    4. Vivas, David & Guadalajara, Natividad & Barrachina, Isabel & Trillo, José-Luis & Usó, Ruth & de-la-Poza, Elena, 2011. "Explaining primary healthcare pharmacy expenditure using classification of medications for chronic conditions," Health Policy, Elsevier, vol. 103(1), pages 9-15.

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    More about this item

    Keywords

    Drug expenditure; hybrid risk-adjustment; morbidity; clinical risk groups;
    All these keywords.

    JEL classification:

    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health

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