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Learning to make better strategic decisions

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  • Cardella, Eric
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    Abstract

    Strategic settings are often complex and agents who lack deep reasoning ability may initially fail to make optimal decisions. This paper experimentally investigates how the decision making quality of an agent's opponent impacts learning-by-doing (LBD) and learning-by-observing (LBO) in a 2-player strategic game. Specifically, does LBD become more effective when agents face an opponent who exhibits optimal decision making? Similarly, does LBO become more effective when agents observe an opponent who exhibits optimal decision making? I consider an experimental design that enables me to measure strategic decision making quality, and control the decision making quality of an agent's opponent. The results suggest that LBD is more effective when facing an optimal decision making opponent. Whereas, LBO is, at most, marginally more effective when observing an optimal decision making opponent. The results also suggest that LBD is at least as effective as LBO at improving decision making in the 2-player game considered.

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    Bibliographic Info

    Article provided by Elsevier in its journal Journal of Economic Behavior & Organization.

    Volume (Year): 84 (2012)
    Issue (Month): 1 ()
    Pages: 382-392

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    Handle: RePEc:eee:jeborg:v:84:y:2012:i:1:p:382-392

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    Web page: http://www.elsevier.com/locate/jebo

    Related research

    Keywords: Learning; Learning-by-doing; Learning-by-observing; Strategic game; Dominant strategy;

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    1. Steffen Huck & Hans-Theo Normann & Joerg Oechssler, 1998. "Does information about competitors' actions increase or decrease competition in experimental oligopoly markets?," Industrial Organization 9803004, EconWPA.
    2. Offerman, Theo & Potters, Jan & Sonnemans, Joep, 2002. "Imitation and Belief Learning in an Oligopoly Experiment," Review of Economic Studies, Wiley Blackwell, vol. 69(4), pages 973-97, October.
    3. Jose Apesteguia & Steffen Huck & Jorg Oechssler, 2003. "Imitation - Theory and Experimental Evidence," Experimental 0309001, EconWPA.
    4. Harrison, Glenn W & McCabe, Kevin A, 1996. "Expectations and Fairness in a Simple Bargaining Experiment," International Journal of Game Theory, Springer, vol. 25(3), pages 303-27.
    5. Antoni Bosch-Dom�nech & Jos� G. Montalvo & Rosemarie Nagel & Albert Satorra, 2002. "One, Two, (Three), Infinity, ...: Newspaper and Lab Beauty-Contest Experiments," American Economic Review, American Economic Association, vol. 92(5), pages 1687-1701, December.
    6. Rapoport, Amnon & Stein, William E. & Parco, James E. & Nicholas, Thomas E., 2003. "Equilibrium play and adaptive learning in a three-person centipede game," Games and Economic Behavior, Elsevier, vol. 43(2), pages 239-265, May.
    7. Merlo, Antonio & Schotter, Andrew, 2003. "Learning by not doing: an experimental investigation of observational learning," Games and Economic Behavior, Elsevier, vol. 42(1), pages 116-136, January.
    8. Ignacio Palacios-Huerta & Oscar Volij, 2009. "Field Centipedes," American Economic Review, American Economic Association, vol. 99(4), pages 1619-35, September.
    9. Boyan Jovanovic & Yaw Nyarko, 1994. "The Transfer of Human Capital," NBER Working Papers 4823, National Bureau of Economic Research, Inc.
    10. Steffen Huck & Hans-Theo Normann & Joerg Oechssler, 1997. "Learning in Cournot Oligopoly - An Experiment," Game Theory and Information 9707009, EconWPA, revised 22 Jul 1997.
    11. Grosskopf, Brit & Nagel, Rosemarie, 2008. "The two-person beauty contest," Games and Economic Behavior, Elsevier, vol. 62(1), pages 93-99, January.
    12. Eileen Chou & Margaret McConnell & Rosemarie Nagel & Charles Plott, 2009. "The control of game form recognition in experiments: understanding dominant strategy failures in a simple two person “guessing” game," Experimental Economics, Springer, vol. 12(2), pages 159-179, June.
    13. Fernando Vega-Redondo, 1997. "The Evolution of Walrasian Behavior," Econometrica, Econometric Society, vol. 65(2), pages 375-384, March.
    14. J. Ochs & Alvin E. Roth, 1998. "An experimental study of sequential bargaining," Levine's Working Paper Archive 331, David K. Levine.
    15. Steven D. Levitt & John A. List & Sally E. Sadoff, 2009. "Checkmate: Exploring Backward Induction Among Chess Players," NBER Working Papers 15610, National Bureau of Economic Research, Inc.
    16. Binmore, K & Shaked, A & Sutton, J, 1985. "Testing Noncooperative Bargaining Theory: A Preliminary Study," American Economic Review, American Economic Association, vol. 75(5), pages 1178-80, December.
    17. McKelvey, Richard D & Palfrey, Thomas R, 1992. "An Experimental Study of the Centipede Game," Econometrica, Econometric Society, vol. 60(4), pages 803-36, July.
    18. Rosenthal, Robert W., 1981. "Games of perfect information, predatory pricing and the chain-store paradox," Journal of Economic Theory, Elsevier, vol. 25(1), pages 92-100, August.
    19. Duffy, John & Nagel, Rosemarie, 1997. "On the Robustness of Behaviour in Experimental "Beauty Contest" Games," Economic Journal, Royal Economic Society, vol. 107(445), pages 1684-1700, November.
    20. Avinash Dixit, 2005. "Restoring Fun to Game Theory," The Journal of Economic Education, Taylor & Francis Journals, vol. 36(3), pages 205-219, July.
    21. 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 947-69, September.
    22. Colin Camerer & Teck-Hua Ho, 1999. "Experience-weighted Attraction Learning in Normal Form Games," Econometrica, Econometric Society, vol. 67(4), pages 827-874, July.
    23. 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.
    24. Steven D. Levitt & John A. List, 2007. "What Do Laboratory Experiments Measuring Social Preferences Reveal About the Real World?," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 153-174, Spring.
    25. Binmore,K. & McCarthy,J. & Ponti,G. & ..., 1999. "A backward induction experiment," Working papers 34, Wisconsin Madison - Social Systems.
    26. 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.
    27. Laughlin, Patrick R. & Bonner, Bryan L. & Miner, Andrew G., 2002. "Groups perform better than the best individuals on Letters-to-Numbers problems," Organizational Behavior and Human Decision Processes, Elsevier, vol. 88(2), pages 605-620, July.
    28. Jason Shachat & J. Todd Swarthout, 2004. "Do we detect and exploit mixed strategy play by opponents?," Computational Statistics, Springer, vol. 59(3), pages 359-373, 07.
    29. Schlag, Karl H., 1999. "Which one should I imitate?," Journal of Mathematical Economics, Elsevier, vol. 31(4), pages 493-522, May.
    30. Johnson, Eric J. & Camerer, Colin & Sen, Sankar & Rymon, Talia, 2002. "Detecting Failures of Backward Induction: Monitoring Information Search in Sequential Bargaining," Journal of Economic Theory, Elsevier, vol. 104(1), pages 16-47, May.
    31. Janice Nadler & Leigh Thompson & Leaf Van Boven, 2003. "Learning Negotiation Skills: Four Models of Knowledge Creation and Transfer," Management Science, INFORMS, vol. 49(4), pages 529-540, April.
    32. Fey, Mark & McKelvey, Richard D & Palfrey, Thomas R, 1996. "An Experimental Study of Constant-Sum Centipede Games," International Journal of Game Theory, Springer, vol. 25(3), pages 269-87.
    33. Nagel, Rosemarie, 1995. "Unraveling in Guessing Games: An Experimental Study," American Economic Review, American Economic Association, vol. 85(5), pages 1313-26, December.
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