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Cognitive Ability, Character Skills, and Learning to Play Equilibrium: A Level-k Analysis

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  • Gill, David

    (Purdue University)

  • Prowse, Victoria L.

    (Purdue University)

Abstract

In this paper we investigate how cognitive ability and character skills influence behavior, success and the evolution of play towards Nash equilibrium in repeated strategic interactions. We study behavior in a p-beauty contest experiment and find striking differences according to cognitive ability: more cognitively able subjects choose numbers closer to equilibrium, converge more frequently to equilibrium play and earn more even as behavior approaches the equilibrium prediction. To understand better how subjects with different cognitive abilities learn differently, we estimate a structural model of learning based on level-k reasoning. We find a systematic positive relationship between cognitive ability and levels; furthermore, the average level of more cognitively able subjects responds positively to the cognitive ability of their opponents, while the average level of less cognitively able subjects does not respond. Finally, we compare the influence of cognitive ability to that of character skills, and find that both cognition and personality affect behavior and learning. More agreeable and emotionally stable subjects perform better and learn faster, although the effect of cognitive ability on behavior is stronger than that of character skills.

Suggested Citation

  • Gill, David & Prowse, Victoria L., 2014. "Cognitive Ability, Character Skills, and Learning to Play Equilibrium: A Level-k Analysis," IZA Discussion Papers 8236, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp8236
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    1. Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), 2011. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 4, number 4, June.
    2. Houser, Daniel & Winter, Joachim, 2004. "How Do Behavioral Assumptions Affect Structural Inference? Evidence from a Laboratory Experiment," Journal of Business & Economic Statistics, American Statistical Association, vol. 22(1), pages 64-79, January.
    3. Didier Fouarge & Trudie Schils & Andries de Grip, 2013. "Why do low-educated workers invest less in further training?," Applied Economics, Taylor & Francis Journals, vol. 45(18), pages 2587-2601, June.
    4. Stahl Dale O. & Wilson Paul W., 1995. "On Players' Models of Other Players: Theory and Experimental Evidence," Games and Economic Behavior, Elsevier, vol. 10(1), pages 218-254, July.
    5. Webley, Paul & Nyhus, Ellen K., 2013. "Economic socialization, saving and assets in European young adults," Economics of Education Review, Elsevier, vol. 33(C), pages 19-30.
    6. Rydval, Ondrej & Ortmann, Andreas & Ostatnicky, Michal, 2009. "Three very simple games and what it takes to solve them," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 589-601, October.
    7. Cardella, Eric, 2012. "Learning to make better strategic decisions," Journal of Economic Behavior & Organization, Elsevier, vol. 84(1), pages 382-392.
    8. Stephen V. Burks & Connor Lewis & Paul Kivia & Amanda Wiener & Jon E. Anderson & Lorenz Götten & Colin DeYoung & Aldo Rustichini, 2014. "Moving Ahead by Thinking Backwards: Cognitive Skills, Personality, and Economic Preferences in Collegiate Success," Discussion Papers 2014-01, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
    9. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    10. Erik Lindqvist & Roine Vestman, 2011. "The Labor Market Returns to Cognitive and Noncognitive Ability: Evidence from the Swedish Enlistment," American Economic Journal: Applied Economics, American Economic Association, vol. 3(1), pages 101-128, January.
    11. Colin Camerer & Teck-Hua Ho, 1999. "Experience-weighted Attraction Learning in Normal Form Games," Econometrica, Econometric Society, vol. 67(4), pages 827-874, July.
    12. Ho, Teck-Hua & Camerer, Colin & Weigelt, Keith, 1998. "Iterated Dominance and Iterated Best Response in Experimental "p-Beauty Contests."," American Economic Review, American Economic Association, vol. 88(4), pages 947-969, September.
    13. Julia Muller & Christiane Schwieren, 2012. "What can the Big Five Personality Factors contribute to explain Small-Scale Economic Behavior?," Tinbergen Institute Discussion Papers 12-028/1, Tinbergen Institute.
    14. Agranov, Marina & Potamites, Elizabeth & Schotter, Andrew & Tergiman, Chloe, 2012. "Beliefs and endogenous cognitive levels: An experimental study," Games and Economic Behavior, Elsevier, vol. 75(2), pages 449-463.
    15. Nagel, Rosemarie, 1995. "Unraveling in Guessing Games: An Experimental Study," American Economic Review, American Economic Association, vol. 85(5), pages 1313-1326, December.
    16. Oliver Schnusenberg & Andrés Gallo, 2011. "On Cognitive Ability and Learning in a Beauty Contest," Journal for Economic Educators, Middle Tennessee State University, Business and Economic Research Center, vol. 11(1), pages 13-24, Summer.
    17. Robert Östling & Joseph Tao-yi Wang & Eileen Y. Chou & Colin F. Camerer, 2011. "Testing Game Theory in the Field: Swedish LUPI Lottery Games," American Economic Journal: Microeconomics, American Economic Association, vol. 3(3), pages 1-33, August.
    18. Vincent P. Crawford & Miguel A. Costa-Gomes & Nagore Iriberri, 2013. "Structural Models of Nonequilibrium Strategic Thinking: Theory, Evidence, and Applications," Journal of Economic Literature, American Economic Association, vol. 51(1), pages 5-62, March.
    19. Al-Ubaydli, Omar & Jones, Garett & Weel, Jaap, 2010. "Patience, cognitive skill and coordination in the repeated stag hunt," MPRA Paper 27723, University Library of Munich, Germany.
    20. Le Coq, Chloé & Sturluson, Jon Thor, 2012. "Does opponents’ experience matter? Experimental evidence from a quantity precommitment game," Journal of Economic Behavior & Organization, Elsevier, vol. 84(1), pages 265-277.
    21. Almlund, Mathilde & Duckworth, Angela Lee & Heckman, James & Kautz, Tim, 2011. "Personality Psychology and Economics," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 1-181, Elsevier.
    22. Urs Fischbacher, 2007. "z-Tree: Zurich toolbox for ready-made economic experiments," Experimental Economics, Springer;Economic Science Association, vol. 10(2), pages 171-178, June.
    23. repec:taf:applec:45:y:2013:i:18:p:2587-2601 is not listed on IDEAS
    24. Gneezy, Uri & Rustichini, Aldo & Vostroknutov, Alexander, 2010. "Experience and insight in the Race game," Journal of Economic Behavior & Organization, Elsevier, vol. 75(2), pages 144-155, August.
    25. Burnham, Terence C. & Cesarini, David & Johannesson, Magnus & Lichtenstein, Paul & Wallace, Björn, 2009. "Higher cognitive ability is associated with lower entries in a p-beauty contest," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 171-175, October.
    26. Isabelle Brocas & Juan D. Carrillo & Stephanie W. Wang & Colin F. Camerer, 2014. "Imperfect Choice or Imperfect Attention? Understanding Strategic Thinking in Private Information Games," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(3), pages 944-970.
    27. repec:mpr:mprres:7497 is not listed on IDEAS
    28. René Fahr & Bernd Irlenbusch, 2008. "Identifying personality traits to enhance trust between organisations: an experimental approach," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 29(6), pages 469-487.
    29. Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), 2011. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 3, number 3, June.
    30. Emrah Arbak & Marie-Claire Villeval, 2013. "Voluntary leadership: motivation and influence," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 40(3), pages 635-662, March.
    31. Colin F. Camerer & Teck-Hua Ho & Juin-Kuan Chong, 2004. "A Cognitive Hierarchy Model of Games," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 861-898.
    32. Dufwenberg, Martin & Sundaram, Ramya & Butler, David J., 2010. "Epiphany in the Game of 21," Journal of Economic Behavior & Organization, Elsevier, vol. 75(2), pages 132-143, August.
    33. Avi Goldfarb & Mo Xiao, 2011. "Who Thinks about the Competition? Managerial Ability and Strategic Entry in US Local Telephone Markets," American Economic Review, American Economic Association, vol. 101(7), pages 3130-3161, December.
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    JEL classification:

    • C92 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Group Behavior
    • C73 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - Stochastic and Dynamic Games; Evolutionary Games
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness

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