IDEAS home Printed from https://ideas.repec.org/a/inm/ormnsc/v58y2012i9p1682-1693.html
   My bibliography  Save this article

Combining Equity and Utilitarianism in a Mathematical Programming Model

Author

Listed:
  • J. N. Hooker

    (Tepper School of Business, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213)

  • H. P. Williams

    (Department of Management, London School of Economics and Political Science, London WC2A 2AE, United Kingdom)

Abstract

We discuss the problem of combining the conflicting objectives of equity and utilitarianism, for social policy making, in a single mathematical programming model. The definition of equity we use is the Rawlsian one of maximizing the minimum utility over individuals or classes of individuals. However, when the disparity of utility becomes too great, the objective becomes progressively utilitarian. Such a model is particularly applicable not only to health provision but to other areas as well. Building a mixed-integer/linear programming (MILP) formulation of the problem raises technical issues, because the objective function is nonconvex and the hypograph is not MILP representable in its initial form. We present a succinct formulation and show that it is "sharp" in the sense that its linear programming relaxation describes the convex hull of the feasible set (before extra resource allocation or policy constraints are added). We apply the formulation to a healthcare planning problem and show that instances of realistic size are easily solved by standard MILP software. This paper was accepted by Dimitris Bertsimas, optimization.

Suggested Citation

  • J. N. Hooker & H. P. Williams, 2012. "Combining Equity and Utilitarianism in a Mathematical Programming Model," Management Science, INFORMS, vol. 58(9), pages 1682-1693, September.
  • Handle: RePEc:inm:ormnsc:v:58:y:2012:i:9:p:1682-1693
    DOI: 10.1287/mnsc.1120.1515
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/mnsc.1120.1515
    Download Restriction: no

    File URL: https://libkey.io/10.1287/mnsc.1120.1515?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Gaertner, Wulf, 2009. "A Primer in Social Choice Theory: Revised Edition," OUP Catalogue, Oxford University Press, number 9780199565306.
    2. Dolan, Paul, 1998. "The measurement of individual utility and social welfare," Journal of Health Economics, Elsevier, vol. 17(1), pages 39-52, January.
    3. Dimitris Bertsimas & Vivek F. Farias & Nikolaos Trichakis, 2011. "The Price of Fairness," Operations Research, INFORMS, vol. 59(1), pages 17-31, February.
    4. Blackorby, Charles & Bossert, Walter & Donaldson, David, 2002. "Utilitarianism and the theory of justice," Handbook of Social Choice and Welfare, in: K. J. Arrow & A. K. Sen & K. Suzumura (ed.), Handbook of Social Choice and Welfare, edition 1, volume 1, chapter 11, pages 543-596, Elsevier.
    5. Hanan Luss, 1999. "On Equitable Resource Allocation Problems: A Lexicographic Minimax Approach," Operations Research, INFORMS, vol. 47(3), pages 361-378, June.
    6. K. J. Arrow & A. K. Sen & K. Suzumura (ed.), 2002. "Handbook of Social Choice and Welfare," Handbook of Social Choice and Welfare, Elsevier, edition 1, volume 1, number 1.
    7. H. Paul Williams, 2009. "Logic and Integer Programming," International Series in Operations Research and Management Science, Springer, number 978-0-387-92280-5, September.
    8. Ogryczak, Wlodzimierz, 1997. "On the lexicographic minimax approach to location problems," European Journal of Operational Research, Elsevier, vol. 100(3), pages 566-585, August.
    9. Binmore, Ken, 2005. "Natural Justice," OUP Catalogue, Oxford University Press, number 9780195178111.
    10. Williams, Alan & Cookson, Richard, 2000. "Equity in health," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 35, pages 1863-1910, Elsevier.
    11. A. J. Culyer & J. P. Newhouse (ed.), 2000. "Handbook of Health Economics," Handbook of Health Economics, Elsevier, edition 1, volume 1, number 1.
    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. Li, Linda & Firouz, Mohammad & Ahmed, Abdulaziz & Delen, Dursun, 2023. "On the Egalitarian–Utilitarian spectrum in stochastic capacitated resource allocation problems," International Journal of Production Economics, Elsevier, vol. 262(C).
    2. Zhou, Liping & Geng, Na & Jiang, Zhibin & Wang, Xiuxian, 2017. "Combining revenue and equity in capacity allocation of imaging facilities," European Journal of Operational Research, Elsevier, vol. 256(2), pages 619-628.
    3. Karsu, Özlem & Morton, Alec, 2015. "Inequity averse optimization in operational research," European Journal of Operational Research, Elsevier, vol. 245(2), pages 343-359.
    4. Hussein El Hajj & Douglas R. Bish & Ebru K. Bish, 2021. "Equity in genetic newborn screening," Naval Research Logistics (NRL), John Wiley & Sons, vol. 68(1), pages 44-64, February.
    5. Akoluk, Damla & Karsu, Özlem, 2022. "Ensuring multidimensional equality in public service," Socio-Economic Planning Sciences, Elsevier, vol. 80(C).
    6. John P. Dickerson & Ariel D. Procaccia & Tuomas Sandholm, 2019. "Failure-Aware Kidney Exchange," Management Science, INFORMS, vol. 65(4), pages 1768-1791, April.
    7. Argyris, Nikolaos & Karsu, Özlem & Yavuz, Mirel, 2022. "Fair resource allocation: Using welfare-based dominance constraints," European Journal of Operational Research, Elsevier, vol. 297(2), pages 560-578.
    8. Farhad Hasankhani & Amin Khademi, 2021. "Is it Time to Include Post‐Transplant Survival in Heart Transplantation Allocation Rules?," Production and Operations Management, Production and Operations Management Society, vol. 30(8), pages 2653-2671, August.
    9. Lessan, Javad & Fu, Liping & Bachmann, Chris, 2020. "Towards user-centric, market-driven mobility management of road traffic using permit-based schemes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 141(C).
    10. Violet Xinying Chen & J. N. Hooker, 2023. "A guide to formulating fairness in an optimization model," Annals of Operations Research, Springer, vol. 326(1), pages 581-619, July.
    11. Thomas L. Magnanti & Karthik Natarajan, 2018. "Allocating Students to Multidisciplinary Capstone Projects Using Discrete Optimization," Interfaces, INFORMS, vol. 48(3), pages 204-216, June.
    12. Chen, Violet Xinying & Hooker, J.N., 2022. "Combining leximax fairness and efficiency in a mathematical programming model," European Journal of Operational Research, Elsevier, vol. 299(1), pages 235-248.
    13. Kanellopoulos, A. & Gerdessen, J.C. & Claassen, G.D.H., 2015. "Compromise programming: Non-interactive calibration of utility-based metrics," European Journal of Operational Research, Elsevier, vol. 244(2), pages 519-524.
    14. Marco Chiarandini & Rolf Fagerberg & Stefano Gualandi, 2019. "Handling preferences in student-project allocation," Annals of Operations Research, Springer, vol. 275(1), pages 39-78, April.
    15. Maxime C. Cohen & Adam N. Elmachtoub & Xiao Lei, 2022. "Price Discrimination with Fairness Constraints," Management Science, INFORMS, vol. 68(12), pages 8536-8552, December.
    16. Zhou, Liping & Geng, Na & Jiang, Zhibin & Wang, Xiuxian, 2018. "Multi-objective capacity allocation of hospital wards combining revenue and equity," Omega, Elsevier, vol. 81(C), pages 220-233.
    17. Satoshi Nakano & Kazuhiko Nishimura, 2016. "Optimal Population in a Finite Horizon," Papers 1608.01535, arXiv.org, revised Jan 2018.
    18. Mónica Hernández & Trinidad Gómez & Laura Delgado-Antequera & Rafael Caballero, 2021. "Using multiobjective optimization models to establish healthy diets in Spain following Mediterranean standards," Operational Research, Springer, vol. 21(3), pages 1927-1961, September.
    19. Yiping Jiang & Yufei Yuan, 2019. "Emergency Logistics in a Large-Scale Disaster Context: Achievements and Challenges," IJERPH, MDPI, vol. 16(5), pages 1-23, March.
    20. Thomas Breugem & Luk N. Van Wassenhove, 2022. "The Price of Imposing Vertical Equity Through Asymmetric Outcome Constraints," Management Science, INFORMS, vol. 68(11), pages 7977-7993, November.
    21. Tae Wan Kim, 2021. "Flawed Like Us and the Starry Moral Law: Review of Machines Like Me by Ian McEwan," Journal of Business Ethics, Springer, vol. 170(4), pages 875-879, May.
    22. Breugem, Thomas & Van Wassenhove, Luk N., 2022. "The price of imposing vertical equity through asymmetric outcome constraints," Other publications TiSEM b6e85652-c54a-4597-a32e-d, Tilburg University, School of Economics and Management.

    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. Violet Xinying Chen & J. N. Hooker, 2023. "A guide to formulating fairness in an optimization model," Annals of Operations Research, Springer, vol. 326(1), pages 581-619, July.
    2. Liu, Songsong & Papageorgiou, Lazaros G., 2018. "Fair profit distribution in multi-echelon supply chains via transfer prices," Omega, Elsevier, vol. 80(C), pages 77-94.
    3. Lars Schwettmann, 2012. "Competing allocation principles: time for compromise?," Theory and Decision, Springer, vol. 73(3), pages 357-380, September.
    4. Carmen Herrero & Juan Moreno-Ternero, 2008. "Opportunity analysis of newborn screening programs," Review of Economic Design, Springer;Society for Economic Design, vol. 12(4), pages 259-277, December.
    5. Hervé Moulin & Jay Sethuraman, 2013. "The Bipartite Rationing Problem," Operations Research, INFORMS, vol. 61(5), pages 1087-1100, October.
    6. Kohei Kamaga & Takashi Kojima, 2010. "On the leximin and utilitarian overtaking criteria with extended anonymity," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 35(3), pages 377-392, September.
    7. Jeremiah Hurley & Neil Buckley & Katherine Cuff & Mita Giacomini & David Cameron, 2011. "Judgments regarding the fair division of goods: the impact of verbal versus quantitative descriptions of alternative divisions," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 37(2), pages 341-372, July.
    8. Bleichrodt, Han & Crainich, David & Eeckhoudt, Louis, 2008. "Aversion to health inequalities and priority setting in health care," Journal of Health Economics, Elsevier, vol. 27(6), pages 1594-1604, December.
    9. MORENO-TERNERO, Juan & OSTERDAL, Lars P., 2014. "Normative foundations for equity-sensitive population health evaluation functions," LIDAM Discussion Papers CORE 2014031, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    10. Alexandre Jacquillat & Vikrant Vaze, 2018. "Interairline Equity in Airport Scheduling Interventions," Transportation Science, INFORMS, vol. 52(4), pages 941-964, August.
    11. Mansdotter, Anna & Lindholm, Lars & Ohman, Ann, 2004. "Women, men and public health--how the choice of normative theory affects resource allocation," Health Policy, Elsevier, vol. 69(3), pages 351-364, September.
    12. Kyann Zhang & Gayathri Kumar & Chris Skedgel, 2021. "Towards a New Understanding of Unmet Medical Need," Applied Health Economics and Health Policy, Springer, vol. 19(6), pages 785-788, November.
    13. Anand, Paul, 2003. "The integration of claims to health-care: a programming approach," Journal of Health Economics, Elsevier, vol. 22(5), pages 731-745, September.
    14. Matthew Clarke & Sardar M.N. Islam, 2005. "The relationship between national income and health: a new measure applied to Bangkok," Progress in Development Studies, , vol. 5(3), pages 182-198, July.
    15. Zhang Jiangao & Shitao Yang, 2016. "On the Lexicographic Centre of Multiple Objective Optimization," Journal of Optimization Theory and Applications, Springer, vol. 168(2), pages 600-614, February.
    16. Juan D. Moreno-Ternero & Lars Peter Østerdal, 2017. "A normative foundation for equity-sensitive health evaluation: The role of relative comparisons of health gains," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 19(5), pages 1009-1025, October.
    17. Hanan Luss, 2010. "Equitable bandwidth allocation in content distribution networks," Naval Research Logistics (NRL), John Wiley & Sons, vol. 57(3), pages 266-278, April.
    18. Marcus Pivato, 2014. "Additive representation of separable preferences over infinite products," Theory and Decision, Springer, vol. 77(1), pages 31-83, June.
    19. Hrayer Aprahamian & Douglas R. Bish & Ebru K. Bish, 2019. "Optimal Risk-Based Group Testing," Management Science, INFORMS, vol. 65(9), pages 4365-4384, September.
    20. Kostreva, Michael M. & Ogryczak, Wlodzimierz & Wierzbicki, Adam, 2004. "Equitable aggregations and multiple criteria analysis," European Journal of Operational Research, Elsevier, vol. 158(2), pages 362-377, October.

    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:inm:ormnsc:v:58:y:2012:i:9:p:1682-1693. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.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.