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Overbidding and Heterogeneous Behavior in Contest Experiments

  • Sheremeta, Roman

We provide an overview of experimental literature on contests and point out the two main phenomena observed in most contest experiments: (i) overbidding relative to the standard Nash equilibrium prediction and (ii) heterogeneous behavior of ex-ante symmetric contestants. Based on the sample of contest experiments that we review, the median overbidding rate is 72%. We provide different explanations for the overbidding phenomenon, including bounded rationality, utility of winning, other-regarding preferences, probability distortion, and the shape of the payoff function. We also provide explanations for heterogeneous behavior of contestants based on differences in preferences towards winning, inequality, risk and losses, and demographic differences. Furthermore, we suggest mechanisms that can reduce overbidding and induce more homogeneous behavior. Finally, we discuss directions for future research.

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Paper provided by University Library of Munich, Germany in its series MPRA Paper with number 44124.

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Date of creation: 25 Jan 2013
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Handle: RePEc:pra:mprapa:44124
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  1. Marco Casari & John C. Ham & John H. Kagel, 2005. "Selection bias, demographic effects, and ability effects in common value auction experiments," Staff Reports 213, Federal Reserve Bank of New York.
  2. Jack Hirshleifer & John G. Riley, 1978. "Elements of the Theory of Auctions and Contests," UCLA Economics Working Papers 118, UCLA Department of Economics.
  3. Anderson, Lisa R & Stafford, Sarah L, 2003. " An Experimental Analysis of Rent Seeking under Varying Competitive Conditions," Public Choice, Springer, vol. 115(1-2), pages 199-216, April.
  4. Yasar Barut & Dan Kovenock & Charles Noussair, 1999. "A Comparison of Multiple-Unit All-Pay and Winner-Pay Auctions Under Incomplete Information," CIG Working Papers FS IV 99-09, Wissenschaftszentrum Berlin (WZB), Research Unit: Competition and Innovation (CIG).
  5. Fonseca, Miguel A., 2009. "An experimental investigation of asymmetric contests," International Journal of Industrial Organization, Elsevier, vol. 27(5), pages 582-591, September.
  6. Cason, Timothy N. & Masters, William A. & Sheremeta, Roman M., 2010. "Entry into winner-take-all and proportional-prize contests: An experimental study," Journal of Public Economics, Elsevier, vol. 94(9-10), pages 604-611, October.
  7. Marco Faravelli & Luca Stanca, 2010. "When Less is More: Rationing and Rent Dissipation in Stochastic Contests," Discussion Papers Series 412, School of Economics, University of Queensland, Australia.
  8. Subhashish Modak Chowdhury & Roman M. Sheremeta, 2010. "Multiple equilibria in Tullock contests," Working Paper series, University of East Anglia, Centre for Behavioural and Experimental Social Science (CBESS) 10-12, School of Economics, University of East Anglia, Norwich, UK..
  9. Botelho, Anabela & Harrison, Glenn W. & Pinto, Lígia M. Costa & Rutström, Elisabet E., 2009. "Testing static game theory with dynamic experiments: A case study of public goods," Games and Economic Behavior, Elsevier, vol. 67(1), pages 253-265.e3, September.
  10. Ham, John C. & Kagel, John H., 2006. "Gender effects in private value auctions," Economics Letters, Elsevier, vol. 92(3), pages 375-382, September.
  11. Bull, Clive & Schotter, Andrew & Weigelt, Keith, 1987. "Asymmetric Tournaments, Equal Opportunity Laws and Affirmative Action: Some Experimental Results," Working Papers 87-33, C.V. Starr Center for Applied Economics, New York University.
  12. Borghans Lex & Lee Duckworth Angela & Heckman James J. & Weel Bas ter, 2008. "The Economics and Psychology of Personality Traits," ROA Research Memorandum 001, Maastricht University, Research Centre for Education and the Labour Market (ROA).
  13. Bull, Clive & Schotter, Andrew & Weigelt, Keith, 1987. "Tournaments and Piece Rates: An Experimental Study," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 1-33, February.
  14. Dechenaux, Emmanuel & Kovenock, Dan & Sheremeta, Roman M., 2012. "A survey of experimental research on contests, all-pay auctions and tournaments," Discussion Papers, Research Professorship & Project "The Future of Fiscal Federalism" SP II 2012-109, Social Science Research Center Berlin (WZB).
  15. Stefan Szymanski, 2003. "The Economic Design of Sporting Contests," Journal of Economic Literature, American Economic Association, vol. 41(4), pages 1137-1187, December.
  16. Roman M. Sheremeta & Jingjing Zhang, 2009. "Can Groups Solve the Problem of Overbidding in Contests?," Department of Economics Working Papers 2009-05, McMaster University.
  17. Amos Tversky & Daniel Kahneman, 1979. "Prospect Theory: An Analysis of Decision under Risk," Levine's Working Paper Archive 7656, David K. Levine.
  18. Timothy N. Cason & Roman M. Sheremeta & Jingjing Zhang, 2010. "Communication and efficiency in competitive coordination games," IEW - Working Papers 505, Institute for Empirical Research in Economics - University of Zurich, revised Feb 2012.
  19. Wieland Müller & Andrew Schotter, 2010. "Workaholics and Dropouts in Organizations," Journal of the European Economic Association, European Economic Association, vol. 8(4), pages 717-743, 06.
  20. Eyal Baharad & Shmuel Nitzan, 2008. "Contest Efforts in Light of Behavioural Considerations," Economic Journal, Royal Economic Society, vol. 118(533), pages 2047-2059, November.
  21. Dan Kovenock & Brian Roberson & Roman M. Sheremeta, 2010. "The Attack and Defense of Weakest-Link Networks," Purdue University Economics Working Papers 1256, Purdue University, Department of Economics.
  22. Roman M. Sheremeta, 2009. "Experimental Comparison of Multi-Stage and One-Stage Contests," Working Papers 09-04, Chapman University, Economic Science Institute.
  23. Muriel Niederle & Lise Vesterlund, 2007. "Do Women Shy Away from Competition? Do Men Compete Too Much?," The Quarterly Journal of Economics, MIT Press, vol. 122(3), pages 1067-1101, 08.
  24. Chowdhury, Subhasish & Kovenock, Dan & Sheremeta, Roman, 2011. "An Experimental Investigation of Colonel Blotto Games," MPRA Paper 46810, University Library of Munich, Germany.
  25. Tor Eriksson & Sabrina Teyssier & Marie-Claire Villeval, 2006. "Self-Selection and the Efficiency of Tournaments," Post-Print halshs-00175041, HAL.
  26. Klaus Abbink & Jordi Brandts & Benedikt Herrmann & Henrik Orzen, 2009. "Inter-Group Conflict and Intra-Group Punishment in an Experimental Contest Game," Discussion Papers 2009-03, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
  27. David Schmidt & Robert Shupp & James M. Walker, 2005. "Resource Allocation Contests: Experimental Evidence," Caepr Working Papers 2006-004, Center for Applied Economics and Policy Research, Economics Department, Indiana University Bloomington, revised Aug 2006.
  28. Xiaojing Kong, 2008. "Loss Aversion and Rent-Seeking: An Experimental Study," Discussion Papers 2008-13, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
  29. Konrad, Kai A & Schlesinger, Harris, 1997. "Risk Aversion in Rent-Seeking and Rent-Augmenting Games," Economic Journal, Royal Economic Society, vol. 107(445), pages 1671-83, November.
  30. Francesco Fallucchi & Elke Renner & Martin Sefton, 2012. "Information Feedback and Contest Structure in Rent-Seeking Games," Discussion Papers 2012-12, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
  31. Curtis R. Price & Roman M. Sheremeta, 2009. "Endowment Effects in Contests," Working Papers 09-07, Chapman University, Economic Science Institute.
  32. J. Atsu Amegashie & Marco Runkel, 2008. "The Paradoxes of Revenge in Conflicts," CESifo Working Paper Series 2261, CESifo Group Munich.
  33. Roman M. Sheremeta, 2011. "Contest Design: An Experimental Investigation," Economic Inquiry, Western Economic Association International, vol. 49(2), pages 573-590, 04.
  34. Mago, Shakun & Sheremeta, Roman & Yates, Andrew, 2012. "Best-of-Three Contest Experiments: Strategic versus Psychological Momentum," MPRA Paper 43031, University Library of Munich, Germany.
  35. John Morgan & Henrik Orzen & Martin Sefton, 2008. "Endogenous Entry in Contests," Discussion Papers 2008-08, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
  36. Gary Charness & Matthias Sutter, 2012. "Groups Make Better Self-Interested Decisions," Journal of Economic Perspectives, American Economic Association, vol. 26(3), pages 157-76, Summer.
  37. Chen, Yan & Katuščák, Peter & Ozdenoren, Emre, 2013. "Why canʼt a woman bid more like a man?," Games and Economic Behavior, Elsevier, vol. 77(1), pages 181-213.
  38. Gill, David & Prowse, Victoria L., 2009. "A Structural Analysis of Disappointment Aversion in a Real Effort Competition," IZA Discussion Papers 4536, Institute for the Study of Labor (IZA).
  39. Szidarovszky, Ferenc & Okuguchi, Koji, 1997. "On the Existence and Uniqueness of Pure Nash Equilibrium in Rent-Seeking Games," Games and Economic Behavior, Elsevier, vol. 18(1), pages 135-140, January.
  40. Kimbrough, Erik O. & Sheremeta, Roman M., 2013. "Side-payments and the costs of conflict," International Journal of Industrial Organization, Elsevier, vol. 31(3), pages 278-286.
  41. Young Park & Luís Santos-Pinto, 2010. "Overconfidence in tournaments: evidence from the field," Theory and Decision, Springer, vol. 69(1), pages 143-166, July.
  42. R. McKelvey & T. Palfrey, 2010. "Quantal Response Equilibria for Normal Form Games," Levine's Working Paper Archive 510, David K. Levine.
  43. Changxia Ke & Kai A. Konrad & Florian Morath, 2011. "Brothers in Arms - An Experiment on the Alliance Puzzle," Working Papers brothers_in_arms, Max Planck Institute for Tax Law and Public Finance.
  44. Morgan, John & Sefton, Martin, 2000. "Funding Public Goods with Lotteries: Experimental Evidence," Review of Economic Studies, Wiley Blackwell, vol. 67(4), pages 785-810, October.
  45. Gill, David & Stone, Rebecca, 2009. "Fairness and desert in tournaments," Discussion Paper Series In Economics And Econometrics 0903, Economics Division, School of Social Sciences, University of Southampton.
  46. Dan Lovallo & Colin Camerer, 1999. "Overconfidence and Excess Entry: An Experimental Approach," American Economic Review, American Economic Association, vol. 89(1), pages 306-318, March.
  47. Curtis R. Price & Roman M. Sheremeta, 2012. "Endowment Origin, Demographic Effects and Individual Preferences in Contests," Working Papers 12-07, Chapman University, Economic Science Institute.
  48. Kahneman, Daniel & Knetsch, Jack L & Thaler, Richard H, 1990. "Experimental Tests of the Endowment Effect and the Coase Theorem," Journal of Political Economy, University of Chicago Press, vol. 98(6), pages 1325-48, December.
  49. Erte Xiao & Daniel Houser, 2005. "Emotion expression in human punishment behavior," Experimental 0504003, EconWPA, revised 18 May 2005.
  50. Potters, Jan & de Vries, Casper G. & van Winden, Frans, 1998. "An experimental examination of rational rent-seeking," European Journal of Political Economy, Elsevier, vol. 14(4), pages 783-800, November.
  51. Klemperer, Paul, 2002. "How (not) to run auctions: The European 3G telecom auctions," European Economic Review, Elsevier, vol. 46(4-5), pages 829-845, May.
  52. Rachel Croson & James Sundali, 2005. "The Gambler’s Fallacy and the Hot Hand: Empirical Data from Casinos," Journal of Risk and Uncertainty, Springer, vol. 30(3), pages 195-209, May.
  53. Douglas Davis & Robert Reilly, 1998. "Do too many cooks always spoil the stew? An experimental analysis of rent-seeking and the role of a strategic buyer," Public Choice, Springer, vol. 95(1), pages 89-115, April.
  54. Cary Deck & Roman M. Sheremeta, 2012. "Fight or Flight?," Journal of Conflict Resolution, Peace Science Society (International), vol. 56(6), pages 1069-1088, December.
  55. Erik O. Kimbrough & Roman M. Sheremeta, 2012. "Why Can’t We Be Friends? Entitlements, bargaining, and conflict," Working Papers 12-16, Chapman University, Economic Science Institute.
  56. Edward Millner & Michael Pratt, 1989. "An experimental investigation of efficient rent-seeking," Public Choice, Springer, vol. 62(2), pages 139-151, August.
  57. Edward P. Lazear & Sherwin Rosen, 1979. "Rank-Order Tournaments as Optimum Labor Contracts," NBER Working Papers 0401, National Bureau of Economic Research, Inc.
  58. Gneezy, Uri & Smorodinsky, Rann, 2006. "All-pay auctions--an experimental study," Journal of Economic Behavior & Organization, Elsevier, vol. 61(2), pages 255-275, October.
  59. Eisenkopf, Gerald & Teyssier, Sabrina, 2013. "Envy and loss aversion in tournaments," Journal of Economic Psychology, Elsevier, vol. 34(C), pages 240-255.
  60. Craig Landry & Andreas Lange & John A. List & Michael K. Price & Nicholas G. Rupp, 2005. "Toward an Understanding of the Economics of Charity: Evidence from a Field Experiment," NBER Working Papers 11611, National Bureau of Economic Research, Inc.
  61. Burks, Stephen V. & Carpenter, Jeffrey P. & Götte, Lorenz & Rustichini, Aldo, 2008. "Cognitive Skills Explain Economic Preferences, Strategic Behavior, and Job Attachment," IZA Discussion Papers 3609, Institute for the Study of Labor (IZA).
  62. Noussair, Charles & Silver, Jonathon, 2006. "Behavior in all-pay auctions with incomplete information," Games and Economic Behavior, Elsevier, vol. 55(1), pages 189-206, April.
  63. Schniter, Eric & Sheremeta, Roman M. & Sznycer, Daniel, 2013. "Building and rebuilding trust with promises and apologies," Journal of Economic Behavior & Organization, Elsevier, vol. 94(C), pages 242-256.
  64. Peter Tufano, 2008. "Saving whilst Gambling: An Empirical Analysis of UK Premium Bonds," American Economic Review, American Economic Association, vol. 98(2), pages 321-26, May.
  65. Subhasish M. Chowdhury & Roman M. Sheremeta & Theodore L. Turocy, 2012. "Overdissipation and Convergence in Rent-seeking Experiments: Cost structure and prize allocation rules," Working Papers 12-13, Chapman University, Economic Science Institute.
  66. Arye L. Hillman & John G. Riley, 1987. "Politically Contestable Rents and Transfers," UCLA Economics Working Papers 452, UCLA Department of Economics.
  67. Lugovskyy, Volodymyr & Puzzello, Daniela & Tucker, Steven, 2010. "An experimental investigation of overdissipation in the all pay auction," European Economic Review, Elsevier, vol. 54(8), pages 974-997, November.
  68. Edward P. Lazear, 1996. "Performance Pay and Productivity," NBER Working Papers 5672, National Bureau of Economic Research, Inc.
  69. Loukas Balafoutas & Rudolf Kerschbamer & Matthias Sutter, 2011. "Distributional Preferences and Competitive Behavior," Working Papers 2011-04, Faculty of Economics and Statistics, University of Innsbruck.
  70. Ahn, T.K. & Isaac, R. Mark & Salmon, Timothy C., 2011. "Rent seeking in groups," International Journal of Industrial Organization, Elsevier, vol. 29(1), pages 116-125, January.
  71. Maria Giovanna Devetag & Massimo Warglien, 2002. "Games and phone numbers: do short term memory bounds affect strategic behavior?," CEEL Working Papers 0211, Cognitive and Experimental Economics Laboratory, Department of Economics, University of Trento, Italia.
  72. Shogren, Jason F & Baik, Kyung H, 1991. " Reexamining Efficient Rent-Seeking in Laboratory Markets," Public Choice, Springer, vol. 69(1), pages 69-79, February.
  73. Shakun D. Mago & Roman Sheremeta & Andrew Yates, 2010. "Best-of-Three Contests: Experimental Evidence," Working Papers 10-24, Chapman University, Economic Science Institute.
  74. Gerald Eisenkopf & Sabrina Teyssier, 2010. "Envy and Loss Aversion in Tournaments," TWI Research Paper Series 52, Thurgauer Wirtschaftsinstitut, Universit�t Konstanz.
  75. Konrad, Kai A., 2009. "Strategy and Dynamics in Contests," OUP Catalogue, Oxford University Press, number 9780199549603, March.
  76. Mago, Shakun & Samak, Anya & Sheremeta, Roman, 2013. "Facing Your Opponents: Social Identification and Information Feedback in Contests," MPRA Paper 47029, University Library of Munich, Germany.
  77. Benedikt Herrmann & Henrik Orzen, 2008. "The appearance of homo rivalis: Social preferences and the nature of rent seeking," Discussion Papers 2008-10, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
  78. McKelvey Richard D. & Palfrey Thomas R., 1995. "Quantal Response Equilibria for Normal Form Games," Games and Economic Behavior, Elsevier, vol. 10(1), pages 6-38, July.
  79. Wolfgang Leininger, 2003. "On evolutionarily stable behavior in contests," Economics of Governance, Springer, vol. 4(3), pages 177-186, November.
  80. Emel Filiz-Ozbay & Erkut Y. Ozbay, 2007. "Auctions with Anticipated Regret: Theory and Experiment," American Economic Review, American Economic Association, vol. 97(4), pages 1407-1418, September.
  81. Christine Harbring & Bernd Irlenbusch, 2011. "Sabotage in Tournaments: Evidence from a Laboratory Experiment," Management Science, INFORMS, vol. 57(4), pages 611-627, April.
  82. Daniel Zizzo, 2010. "Experimenter demand effects in economic experiments," Experimental Economics, Springer, vol. 13(1), pages 75-98, March.
  83. Canice Prendergast, 1999. "The Provision of Incentives in Firms," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 7-63, March.
  84. John Cadigan & Pamela Schmitt & Kurtis Swope & Robert Shupp, 2004. "Multi-Period Rent-Seeking Contests with Carryover: Theory and Experimental Evidence," Departmental Working Papers 5, United States Naval Academy Department of Economics.
  85. Erik O. Kimbrough & Roman M. Sheremeta & Timothy Shields, 2011. "Resolving Conflicts by a Random Device," Working Papers 11-09, Chapman University, Economic Science Institute.
  86. Hehenkamp, B. & Leininger, W. & Possajennikov, A., 2004. "Evolutionary equilibrium in Tullock contests: spite and overdissipation," European Journal of Political Economy, Elsevier, vol. 20(4), pages 1045-1057, November.
  87. Millner, Edward L & Pratt, Michael D, 1991. " Risk Aversion and Rent-Seeking: An Extension and Some Experimental Evidence," Public Choice, Springer, vol. 69(1), pages 81-92, February.
  88. Hilary, Gilles & Hui, Kai Wai, 2009. "Does religion matter in corporate decision making in America?," Journal of Financial Economics, Elsevier, vol. 93(3), pages 455-473, September.
  89. Skaperdas, Stergios & Gan, Li, 1995. "Risk Aversion in Contests," Economic Journal, Royal Economic Society, vol. 105(431), pages 951-62, July.
  90. Savikhin, Anya & Sheremeta, Roman, 2012. "Simultaneous Decision-Making in Competitive and Cooperative Environments," MPRA Paper 46809, University Library of Munich, Germany.
  91. Tversky, Amos & Kahneman, Daniel, 1992. " Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
  92. Agranov, Marina & Tergiman, Chloe, 2013. "Incentives and compensation schemes: An experimental study," International Journal of Industrial Organization, Elsevier, vol. 31(3), pages 238-247.
  93. Roman M. Sheremeta & William A. Masters & Timothy N. Cason, 2012. "Winner-Take-All and Proportional-Prize Contests: Theory and Experimental Results," Working Papers 12-04, Chapman University, Economic Science Institute.
  94. Lim, Wooyoung & Matros, Alexander & Turocy, Theodore L., 2014. "Bounded rationality and group size in Tullock contests: Experimental evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 99(C), pages 155-167.
  95. Charles A. Holt & Susan K. Laury, 2002. "Risk Aversion and Incentive Effects," American Economic Review, American Economic Association, vol. 92(5), pages 1644-1655, December.
  96. Eric Schniter & Roman M. Sheremeta & Timothy Shields, 2011. "Conflicted Minds: Recalibrational Emotions Following Trust-based Interaction," Working Papers 11-12, Chapman University, Economic Science Institute.
  97. Hyndman, Kyle & Ozbay, Erkut Y. & Sujarittanonta, Pacharasut, 2012. "Rent seeking with regretful agents: Theory and experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 84(3), pages 866-878.
  98. Ke, Changxia & Konrad, Kai A. & Morath, Florian, 2013. "Brothers in arms - An experiment on the alliance puzzle," Munich Reprints in Economics 22069, University of Munich, Department of Economics.
  99. Richard Engelbrecht-Wiggans & Elena Katok, 2007. "Regret in auctions: theory and evidence," Economic Theory, Springer, vol. 33(1), pages 81-101, October.
  100. Stein, William E, 2002. " Asymmetric Rent-Seeking with More Than Two Contestants," Public Choice, Springer, vol. 113(3-4), pages 325-36, December.
  101. Shakun D. Mago & Roman M. Sheremeta, 2012. "Multi-Battle Contests: An Experimental Study," Working Papers 12-06, Chapman University, Economic Science Institute.
  102. Thomas Riechmann, 2007. "An analysis of rent-seeking games with relative-payoff maximizers," Public Choice, Springer, vol. 133(1), pages 147-155, October.
  103. Xiaojing Kong, 2008. "Loss Aversion and Rent-Seeking: An Experimental Study," Discussion Papers 2008-13, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
  104. Philip Brookins & John Lightle & Dmitry Ryvkin, 2014. "An experimental study of sorting in group contests," Working Papers wp2014_01_01, Department of Economics, Florida State University.
  105. Hillman, Arye L & Katz, Eliakim, 1984. "Risk-Averse Rent Seekers and the Social Cost of Monopoly Power," Economic Journal, Royal Economic Society, vol. 94(373), pages 104-10, March.
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