IDEAS home Printed from https://ideas.repec.org/a/inm/ormoor/v48y2023i2p1095-1118.html

Mean Field Contest with Singularity

Author

Listed:
  • Marcel Nutz

    (Departments of Statistics and Mathematics, Columbia University, New York, New York 10027)

  • Yuchong Zhang

    (Department of Statistical Sciences, University of Toronto, Toronto, Ontario M5G1Z5, Canada)

Abstract

We formulate a mean field game where each player stops a privately observed Brownian motion with absorption. Players are ranked according to their level of stopping and rewarded as a function of their relative rank. There is a unique mean field equilibrium, and it is shown to be the limit of associated n -player games. Conversely, the mean field strategy induces n -player ε -Nash equilibria for any continuous reward function—but not for discontinuous ones. In a second part, we study the problem of a principal who can choose how to distribute a reward budget over the ranks and aims to maximize the performance of the median player. The optimal reward design (contract) is found in closed form, complementing the merely partial results available in the n -player case. We then analyze the quality of the mean field design when used as a proxy for the optimizer in the n -player game. Surprisingly, the quality deteriorates dramatically as n grows. We explain this with an asymptotic singularity in the induced n -player equilibrium distributions.

Suggested Citation

  • Marcel Nutz & Yuchong Zhang, 2023. "Mean Field Contest with Singularity," Mathematics of Operations Research, INFORMS, vol. 48(2), pages 1095-1118, May.
  • Handle: RePEc:inm:ormoor:v:48:y:2023:i:2:p:1095-1118
    DOI: 10.1287/moor.2022.1297
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/moor.2022.1297
    Download Restriction: no

    File URL: https://libkey.io/10.1287/moor.2022.1297?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. Han Feng & David Hobson, 2015. "Gambling in contests modelled with diffusions," Decisions in Economics and Finance, Springer;Associazione per la Matematica, vol. 38(1), pages 21-37, April.
    2. Han Feng & David Hobson, 2014. "Gambling in contests with random initial law," Papers 1405.7801, arXiv.org, revised Feb 2016.
    3. Green, Jerry R & Stokey, Nancy L, 1983. "A Comparison of Tournaments and Contracts," Journal of Political Economy, University of Chicago Press, vol. 91(3), pages 349-364, June.
    4. Rene Carmona & Francois Delarue & Daniel Lacker, 2016. "Mean field games of timing and models for bank runs," Papers 1606.03709, arXiv.org, revised Jan 2017.
    5. René Carmona & Peiqi Wang, 2021. "Finite-State Contract Theory with a Principal and a Field of Agents," Management Science, INFORMS, vol. 67(8), pages 4725-4741, August.
    6. Demski, Joel S. & Sappington, David, 1984. "Optimal incentive contracts with multiple agents," Journal of Economic Theory, Elsevier, vol. 33(1), pages 152-171, June.
    7. Marcel Nutz & Yuchong Zhang, 2019. "A Mean Field Competition," Management Science, INFORMS, vol. 44(4), pages 1245-1263, November.
    8. Seel, Christian, 2015. "Gambling in contests with heterogeneous loss constraints," Economics Letters, Elsevier, vol. 136(C), pages 154-157.
    9. Han Feng & David Hobson, 2016. "Gambling In Contests With Regret," Mathematical Finance, Wiley Blackwell, vol. 26(3), pages 674-695, July.
    10. Dawei Fang & Thomas Noe & Philipp Strack, 2020. "Turning Up the Heat: The Discouraging Effect of Competition in Contests," Journal of Political Economy, University of Chicago Press, vol. 128(5), pages 1940-1975.
    11. Dilip Mookherjee, 1984. "Optimal Incentive Schemes with Many Agents," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 433-446.
    12. Barry J. Nalebuff & Joseph E. Stiglitz, 1983. "Prices and Incentives: Towards a General Theory of Compensation and Competition," Bell Journal of Economics, The RAND Corporation, vol. 14(1), pages 21-43, Spring.
    13. Romuald Elie & Thibaut Mastrolia & Dylan Possamaï, 2019. "A Tale of a Principal and Many, Many Agents," Mathematics of Operations Research, INFORMS, vol. 44(2), pages 440-467, May.
    14. Sun, Yeneng, 2006. "The exact law of large numbers via Fubini extension and characterization of insurable risks," Journal of Economic Theory, Elsevier, vol. 126(1), pages 31-69, January.
    15. Seel, Christian & Strack, Philipp, 2013. "Gambling in contests," Journal of Economic Theory, Elsevier, vol. 148(5), pages 2033-2048.
    16. Bengt Holmstrom, 1982. "Moral Hazard in Teams," Bell Journal of Economics, The RAND Corporation, vol. 13(2), pages 324-340, Autumn.
    Full references (including those not matched with items on IDEAS)

    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. Marcel Nutz & Yuchong Zhang, 2021. "Mean Field Contest with Singularity," Papers 2103.04219, arXiv.org.
    2. Marcel Nutz & Yuchong Zhang, 2021. "Reward Design in Risk-Taking Contests," Papers 2102.03417, arXiv.org, revised Nov 2021.
    3. Embrey, Matthew & Seel, Christian & Philipp Reiss, J., 2024. "Gambling in risk-taking contests: Experimental evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 221(C), pages 570-585.
    4. Marcel Nutz & Yuchong Zhang, 2019. "A Mean Field Competition," Management Science, INFORMS, vol. 44(4), pages 1245-1263, November.
    5. Romuald Élie & Emma Hubert & Thibaut Mastrolia & Dylan Possamaï, 2021. "Mean–field moral hazard for optimal energy demand response management," Mathematical Finance, Wiley Blackwell, vol. 31(1), pages 399-473, January.
    6. Banerjee, Swapnendu & Chakraborty, Somenath, 2022. "Individual versus Team Production with Social Preferences," MPRA Paper 120996, University Library of Munich, Germany.
    7. Svensson, Jakob, 2003. "Why conditional aid does not work and what can be done about it?," Journal of Development Economics, Elsevier, vol. 70(2), pages 381-402, April.
    8. repec:eee:labchp:v:3:y:1999:i:pb:p:2373-2437 is not listed on IDEAS
    9. Whitmeyer, Mark, 2023. "Submission costs in risk-taking contests," Games and Economic Behavior, Elsevier, vol. 142(C), pages 101-112.
    10. Alexander K. Koch & Eloïc Peyrache, 2011. "Aligning Ambition and Incentives," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 27(3), pages 655-688.
    11. Romuald Elie & Emma Hubert & Thibaut Mastrolia & Dylan Possamai, 2019. "Mean-field moral hazard for optimal energy demand response management," Papers 1902.10405, arXiv.org, revised Mar 2020.
    12. Fleckinger, Pierre, 2012. "Correlation and relative performance evaluation," Journal of Economic Theory, Elsevier, vol. 147(1), pages 93-117.
    13. Hitoshi Matsushima, 2010. "Role Of Relative And Absolute Performance Evaluations In Intergroup Competition," The Japanese Economic Review, Japanese Economic Association, vol. 61(4), pages 443-454, December.
    14. Awaya, Yu & Do, Jihwan, 2022. "Incentives under equal-pay constraint and subjective peer evaluation," Games and Economic Behavior, Elsevier, vol. 135(C), pages 41-59.
    15. Chen, Bo, 2012. "All-or-nothing payments," Journal of Mathematical Economics, Elsevier, vol. 48(3), pages 133-142.
    16. Ola Kvaløy & Trond E. Olsen, 2012. "The Rise of Individual Performance Pay," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 21(2), pages 493-518, June.
    17. Agranov, Marina & Tergiman, Chloe, 2013. "Incentives and compensation schemes: An experimental study," International Journal of Industrial Organization, Elsevier, vol. 31(3), pages 238-247.
    18. Imhof, Lorens & Kräkel, Matthias, 2014. "Bonus pools and the informativeness principle," European Economic Review, Elsevier, vol. 66(C), pages 180-191.
    19. Romuald Elie & Dylan Possamai, 2016. "Contracting theory with competitive interacting agents," Papers 1605.08099, arXiv.org.
    20. William Chan & Priscilla Man, 2012. "Help and Factionalism in Politics and Organizations," Southern Economic Journal, John Wiley & Sons, vol. 79(1), pages 144-160, July.
    21. R. Emre Aytimur, 2022. "On the optimality of competition within a team," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(3), pages 673-680, April.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    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:inm:ormoor:v:48:y:2023:i:2:p:1095-1118. 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.