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Direct versus indirect standardization in risk adjustment

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  • SCHOKKAERT, Erik
  • VAN DE VOORDE, Carine

Abstract

Direct and indirect standardization procedures aim at comparing differences in health or in health care expenditures between subgroups of the population after controlling for observable morbidity differences. There is a close analogy between this problem and the issue of risk adjustment in health insurance. Traditional methods of risk adjustment are analogous to indirect standardization. They are equivalent to the so-called conditional egalitarian mechanism in social choice. In general, they do not remove incentives for risk selection, even if the effect of non-morbidity variables is correctly taken into account. A method of risk adjustment based on direct standardization does remove the incentives for risk selection, but at the cost of violating a neutrality condition, stating that insurers should receive the same premium subsidy for all members of the same risk group. Direct standardization is equivalent to the egalitarian-equivalent (or proportional) mechanism in social choice. The conflict between removing incentives for risk selection and neutrality is unavoidable if the health expenditure function is not additively separable in the morbidity and efficiency variables.
(This abstract was borrowed from another version of this item.)

Suggested Citation

  • SCHOKKAERT, Erik & VAN DE VOORDE, Carine, 2009. "Direct versus indirect standardization in risk adjustment," LIDAM Reprints CORE 2139, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
  • Handle: RePEc:cor:louvrp:2139
    DOI: 10.1016/j.jhealeco.2008.10.012
    Note: In : Journal of Health Economics, 28, 361-374, 2009
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    1. van de Ven, Wynand P.M.M. & Beck, Konstantin & Van de Voorde, Carine & Wasem, Jurgen & Zmora, Irit, 2007. "Risk adjustment and risk selection in Europe: 6 years later," Health Policy, Elsevier, vol. 83(2-3), pages 162-179, October.
    2. Marc Fleurbaey, 2006. "Health, equity and social welfare," Annals of Economics and Statistics, GENES, issue 83-84, pages 21-59.
    3. Bossert W., 1996. "Redistribution mechanisms based on individual characteristics," Mathematical Social Sciences, Elsevier, vol. 31(1), pages 51-51, February.
    4. Schokkaert, Erik & Van de Voorde, Carine, 2004. "Risk selection and the specification of the conventional risk adjustment formula," Journal of Health Economics, Elsevier, vol. 23(6), pages 1237-1259, November.
    5. Roland Luttens & Dirk gaer, 2007. "Lorenz Dominance and Non-welfaristic Redistribution," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 28(2), pages 281-302, February.
    6. Fleurbaey, Marc & Schokkaert, Erik, 2009. "Unfair inequalities in health and health care," Journal of Health Economics, Elsevier, vol. 28(1), pages 73-90, January.
    7. Fleurbaey, Marc, 2012. "Fairness, Responsibility, and Welfare," OUP Catalogue, Oxford University Press, number 9780199653591.
    8. van de Ven, Wynand P. M. M. & Beck, Konstantin & Buchner, Florian & Chernichovsky, Dov & Gardiol, Lucien & Holly, Alberto & Lamers, Leida M. & Schokkaert, Erik & Shmueli, Amir & Spycher, Stephan & Van, 2003. "Risk adjustment and risk selection on the sickness fund insurance market in five European countries," Health Policy, Elsevier, vol. 65(1), pages 75-98, July.
    9. IÓigo Iturbe-Ormaetxe, 1997. "Redistribution and individual characteristics," Review of Economic Design, Springer;Society for Economic Design, vol. 3(1), pages 45-55.
    10. Hugh Gravelle, 2003. "Measuring income related inequality in health: standardisation and the partial concentration index," Health Economics, John Wiley & Sons, Ltd., vol. 12(10), pages 803-819, October.
    11. Adam Wagstaff & Eddy van Doorslaer, 2000. "Measuring and Testing for Inequity in the Delivery of Health Care," Journal of Human Resources, University of Wisconsin Press, vol. 35(4), pages 716-733.
    12. 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.
    13. Marc Fleurbaey, 2012. "Three Solutions for the Compensation Problem," World Scientific Book Chapters, in: Equality of Opportunity The Economics of Responsibility, chapter 2, pages 33-51, World Scientific Publishing Co. Pte. Ltd..
    14. Erik Schokkaert & Carine Van De Voorde, 2006. "Incentives for risk selection and omitted variables in the risk adjustment formula," Annals of Economics and Statistics, GENES, issue 83-84, pages 327-351.
    15. repec:adr:anecst:y:2006:i:83-84:p:02 is not listed on IDEAS
    16. Hugh Gravelle & Matthew Sutton & Stephen Morris & Frank Windmeijer & Alastair Leyland & Chris Dibben & Mike Muirhead, 2003. "Modelling supply and demand influences on the use of health care: implications for deriving a needs‐based capitation formula," Health Economics, John Wiley & Sons, Ltd., vol. 12(12), pages 985-1004, December.
    17. 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.
    18. Marc Fleurbaey & Walter Bossert, 1996. "Redistribution and compensation (*)," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 13(3), pages 343-355.
    19. Erik Schokkaert & Geert Dhaene & Carine Van De Voorde, 1998. "Risk adjustment and the trade‐off between efficiency and risk selection: an application of the theory of fair compensation," Health Economics, John Wiley & Sons, Ltd., vol. 7(5), pages 465-480, August.
    20. repec:adr:anecst:y:2006:i:83-84:p:13 is not listed on IDEAS
    21. 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:

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    2. S. Veen & R. Kleef & W. Ven & R. Vliet, 2015. "Improving the prediction model used in risk equalization: cost and diagnostic information from multiple prior years," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 16(2), pages 201-218, March.
    3. FLEURBAEY, Marc & SCHOKKAERT, Erik, 2011. "Equity in health and health care," LIDAM Discussion Papers CORE 2011026, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    4. Armstrong, John & Paolucci, Francesco & McLeod, Heather & van de Ven, Wynand P.M.M., 2010. "Risk equalisation in voluntary health insurance markets: A three country comparison," Health Policy, Elsevier, vol. 98(1), pages 39-49, November.
    5. Vincenzo Atella & Federico Belotti & Ludovico Carrino & Andrea Piano Mortari, 2017. "The future of Long Term Care in Europe. An investigation using a dynamic microsimulation model," CEIS Research Paper 405, Tor Vergata University, CEIS, revised 08 May 2017.
    6. Laura Anselmi & Yiu-Shing Lau & Matt Sutton & Anna Everton & Rob Shaw & Stephen Lorrimer, 2022. "Use of past care markers in risk-adjustment: accounting for systematic differences across providers," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 23(1), pages 133-151, February.
    7. Kristensen, Troels & Rose Olsen, Kim & Sortsø, Camilla & Ejersted, Charlotte & Thomsen, Janus Laust & Halling, Anders, 2013. "Resources allocation and health care needs in diabetes care in Danish GP clinics," Health Policy, Elsevier, vol. 113(1), pages 206-215.

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