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Exploration in Teams and the Encouragement Effect: Theory and Experimental Evidence

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  • Emma von Essen

    (Department of Economics and Business Economics, Aarhus University, 8210 Aarhus V, Denmark; The Swedish Institute for Social Research, Stockholm University, 10691 Stockholm, Sweden)

  • Marieke Huysentruyt

    (Strategy and Business Policy, HEC Paris, 78350 Jouy-en-Josas, France; Stockholm Institute of Transition Economics, Stockholm School of Economics, 113 50 Stockholm, Sweden)

  • Topi Miettinen

    (Stockholm Institute of Transition Economics, Stockholm School of Economics, 113 50 Stockholm, Sweden; Department of Economics and Finance, Hanken School of Economics, FI-00100 Helsinki, Finland; Helsinki Graduate School of Economics, FI-00100 Helsinki, Finland)

Abstract

This paper analyzes a two-person, two-stage model of sequential exploration where both information and payoff externalities exist and tests the derived hypotheses in the laboratory. We theoretically show that, even when agents are self-interested and perfectly rational, the information externality induces an encouragement effect: a positive effect of first player exploration on the optimality of the second player exploring as well. When agents have other-regarding preferences and imperfectly optimize, the encouragement effect is strongest. The explorative nature of the game raises the expected surplus compared with a payoff equivalent public goods game. We empirically confirm our main theoretical predictions using a novel experimental paradigm. Our findings are relevant for motivating and managing groups and teams innovating not only for private but also and especially so, for public goods.

Suggested Citation

  • Emma von Essen & Marieke Huysentruyt & Topi Miettinen, 2020. "Exploration in Teams and the Encouragement Effect: Theory and Experimental Evidence," Management Science, INFORMS, vol. 66(12), pages 5861-5885, December.
  • Handle: RePEc:inm:ormnsc:v:66:y:12:i:2020:p:5861-5885
    DOI: 10.1287/mnsc.2019.3494
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    as
    1. Guth, Werner & Levati, M. Vittoria & Sutter, Matthias & van der Heijden, Eline, 2007. "Leading by example with and without exclusion power in voluntary contribution experiments," Journal of Public Economics, Elsevier, vol. 91(5-6), pages 1023-1042, June.
    2. John A. List & Azeem M. Shaikh & Yang Xu, 2019. "Multiple hypothesis testing in experimental economics," Experimental Economics, Springer;Economic Science Association, vol. 22(4), pages 773-793, December.
    3. Becker, Gary S, 1974. "A Theory of Social Interactions," Journal of Political Economy, University of Chicago Press, vol. 82(6), pages 1063-1093, Nov.-Dec..
    4. Gary Charness & Matthew Rabin, 2002. "Understanding Social Preferences with Simple Tests," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(3), pages 817-869.
    5. Ernst Fehr & Klaus M. Schmidt, 1999. "A Theory of Fairness, Competition, and Cooperation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 817-868.
    6. Uri Gneezy & Jan Potters, 1997. "An Experiment on Risk Taking and Evaluation Periods," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 631-645.
    7. Fabian Kosse & Thomas Deckers & Pia Pinger & Hannah Schildberg-Hörisch & Armin Falk, 2020. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," Journal of Political Economy, University of Chicago Press, vol. 128(2), pages 434-467.
    8. John P A Ioannidis, 2005. "Why Most Published Research Findings Are False," PLOS Medicine, Public Library of Science, vol. 2(8), pages 1-1, August.
    9. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    10. Steven D. Levitt & John A. List, 2011. "Was There Really a Hawthorne Effect at the Hawthorne Plant? An Analysis of the Original Illumination Experiments," American Economic Journal: Applied Economics, American Economic Association, vol. 3(1), pages 224-238, January.
    11. Kevin J. Boudreau & Karim R. Lakhani, 2016. "Innovation Experiments: Researching Technical Advance, Knowledge Production, and the Design of Supporting Institutions," Innovation Policy and the Economy, University of Chicago Press, vol. 16(1), pages 135-167.
    12. Falk, Armin & Fischbacher, Urs, 2006. "A theory of reciprocity," Games and Economic Behavior, Elsevier, vol. 54(2), pages 293-315, February.
    13. Florian Ederer & Gustavo Manso, 2013. "Is Pay for Performance Detrimental to Innovation?," Management Science, INFORMS, vol. 59(7), pages 1496-1513, July.
    14. Stigler, George J., 2011. "Economics of Information," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 5, pages 35-49.
    15. Ben Greiner, 2015. "Subject pool recruitment procedures: organizing experiments with ORSEE," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 1(1), pages 114-125, July.
    16. Aghion, Philippe & Tirole, Jean, 1997. "Formal and Real Authority in Organizations," Journal of Political Economy, University of Chicago Press, vol. 105(1), pages 1-29, February.
    17. Vesely, Stepan & Wengström, Erik, 2017. "Risk and Cooperation: Experimental Evidence from Stochastic Public Good Games," Working Papers 2017:3, Lund University, Department of Economics.
    18. John List & Sally Sadoff & Mathis Wagner, 2011. "So you want to run an experiment, now what? Some simple rules of thumb for optimal experimental design," Experimental Economics, Springer;Economic Science Association, vol. 14(4), pages 439-457, November.
    19. Patrick Bolton & Christopher Harris, 1999. "Strategic Experimentation," Econometrica, Econometric Society, vol. 67(2), pages 349-374, March.
    20. M. Vittoria Levati & Matthias Sutter & Eline van der Heijden, 2007. "Leading by Example in a Public Goods Experiment with Heterogeneity and Incomplete Information," Journal of Conflict Resolution, Peace Science Society (International), vol. 51(5), pages 793-818, October.
    21. Clark, Kenneth & Sefton, Martin, 2001. "The Sequential Prisoner's Dilemma: Evidence on Reciprocation," Economic Journal, Royal Economic Society, vol. 111(468), pages 51-68, January.
    22. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Jürgen Schupp & Gert G. Wagner, 2011. "Individual Risk Attitudes: Measurement, Determinants, And Behavioral Consequences," Journal of the European Economic Association, European Economic Association, vol. 9(3), pages 522-550, June.
    23. M. Vittoria Levati & Andrea Morone, 2013. "Voluntary Contributions with Risky and Uncertain Marginal Returns: The Importance of the Parameter Values," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 15(5), pages 736-744, October.
    24. Compte, Olivier & Jehiel, Philippe, 2003. "Voluntary contributions to a joint project with asymmetric agents," Journal of Economic Theory, Elsevier, vol. 112(2), pages 334-342, October.
    25. Eyal Winter, 2009. "Incentive Reversal," American Economic Journal: Microeconomics, American Economic Association, vol. 1(2), pages 133-147, August.
    26. Richard Mckelvey & Thomas Palfrey, 1998. "Quantal Response Equilibria for Extensive Form Games," Experimental Economics, Springer;Economic Science Association, vol. 1(1), pages 9-41, June.
    27. J. J. McCall, 1970. "Economics of Information and Job Search," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(1), pages 113-126.
    28. Fershtman, Chaim & Rubinstein, Ariel, 1997. "A Simple Model of Equilibrium in Search Procedures," Journal of Economic Theory, Elsevier, vol. 72(2), pages 432-441, February.
    29. Anat R. Admati & Motty Perry, 1991. "Joint Projects without Commitment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 259-276.
    30. Cox, James C. & Friedman, Daniel & Gjerstad, Steven, 2007. "A tractable model of reciprocity and fairness," Games and Economic Behavior, Elsevier, vol. 59(1), pages 17-45, April.
    31. I. Gilboa & A. Postlewaite & L. Samuelson & D. Schmeidler, 2015. "Economic models as analogies," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 4.
    32. Strausz, Roland, 1999. "Efficiency in Sequential Partnerships," Journal of Economic Theory, Elsevier, vol. 85(1), pages 140-156, March.
    33. Charles R. Plott & Vernon L. Smith (ed.), 2008. "Handbook of Experimental Economics Results," Handbook of Experimental Economics Results, Elsevier, edition 1, volume 1, number 7.
    34. Julia Brüggemann & Kilian Bizer, 2016. "Laboratory experiments in innovation research: a methodological overview and a review of the current literature," Journal of Innovation and Entrepreneurship, Springer, vol. 5(1), pages 1-13, December.
    35. Eyal Winter, 2006. "Optimal incentives for sequential production processes," RAND Journal of Economics, RAND Corporation, vol. 37(2), pages 376-390, June.
    36. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    37. Dufwenberg, Martin & Kirchsteiger, Georg, 2004. "A theory of sequential reciprocity," Games and Economic Behavior, Elsevier, vol. 47(2), pages 268-298, May.
    38. Armin Falk & Ernst Fehr & Urs Fischbacher, 2003. "On the Nature of Fair Behavior," Economic Inquiry, Western Economic Association International, vol. 41(1), pages 20-26, January.
    39. repec:ner:ucllon:http://discovery.ucl.ac.uk/17678/ is not listed on IDEAS
    40. Charles R. Plott & Vernon L. Smith (ed.), 2008. "Handbook of Experimental Economics Results," Handbook of Experimental Economics Results, Elsevier, edition 1, volume 1, number 4.
    41. Charles R. Plott & Vernon L. Smith (ed.), 2008. "Handbook of Experimental Economics Results," Handbook of Experimental Economics Results, Elsevier, edition 1, volume 1, number 2.
    42. Falk, Armin & Fehr, Ernst & Fischbacher, Urs, 2008. "Testing theories of fairness--Intentions matter," Games and Economic Behavior, Elsevier, vol. 62(1), pages 287-303, January.
    43. Charles R. Plott & Vernon L. Smith (ed.), 2008. "Handbook of Experimental Economics Results," Handbook of Experimental Economics Results, Elsevier, edition 1, volume 1, number 1.
    44. Klor, Esteban F. & Kube, Sebastian & Winter, Eyal & Zultan, Ro’i, 2014. "Can higher rewards lead to less effort? Incentive reversal in teams," Journal of Economic Behavior & Organization, Elsevier, vol. 97(C), pages 72-83.
    45. Meta Brown & Christopher J. Flinn & Andrew Schotter, 2011. "Real-Time Search in the Laboratory and the Market," American Economic Review, American Economic Association, vol. 101(2), pages 948-974, April.
    46. Björk, Lisa & Kocher, Martin & Martinsson, Peter & Nam Khanh, Pham, 2016. "Cooperation under risk and ambiguity," Working Papers in Economics 683, University of Gothenburg, Department of Economics.
    47. 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.
    48. Jacob K. Goeree & Charles A. Holt, 2001. "Ten Little Treasures of Game Theory and Ten Intuitive Contradictions," American Economic Review, American Economic Association, vol. 91(5), pages 1402-1422, December.
    49. Lindbeck, Assar & Weibull, Jorgen W, 1988. "Altruism and Time Consistency: The Economics of Fait Accompli," Journal of Political Economy, University of Chicago Press, vol. 96(6), pages 1165-1182, December.
    50. Weitzman, Martin L, 1979. "Optimal Search for the Best Alternative," Econometrica, Econometric Society, vol. 47(3), pages 641-654, May.
    51. Colin F. Camerer & Teck-Hua Ho & Juin Kuan Chong, 2004. "Behavioural Game Theory: Thinking, Learning and Teaching," Palgrave Macmillan Books, in: Steffen Huck (ed.), Advances in Understanding Strategic Behaviour, chapter 8, pages 120-180, Palgrave Macmillan.
    52. Shane Frederick, 2005. "Cognitive Reflection and Decision Making," Journal of Economic Perspectives, American Economic Association, vol. 19(4), pages 25-42, Fall.
    53. Goeree, Jacob K. & Holt, Charles A., 2000. "Asymmetric inequality aversion and noisy behavior in alternating-offer bargaining games," European Economic Review, Elsevier, vol. 44(4-6), pages 1079-1089, May.
    54. Charles A. Holt & Jacob K. Goeree, 1999. "Stochastic Game Theory: For Playing Games, Not Just for Doing Theory," Virginia Economics Online Papers 306, University of Virginia, Department of Economics.
    55. Palfrey, Thomas R. & Rosenthal, Howard, 1991. "Testing for effects of cheap talk in a public goods game with private information," Games and Economic Behavior, Elsevier, vol. 3(2), pages 183-220, May.
    56. Dickinson, David L., 1998. "The voluntary contributions mechanism with uncertain group payoffs," Journal of Economic Behavior & Organization, Elsevier, vol. 35(4), pages 517-533, May.
    57. Sanjiv Erat & Uri Gneezy, 2016. "Incentives for creativity," Experimental Economics, Springer;Economic Science Association, vol. 19(2), pages 269-280, June.
    58. Tore Ellingsen & Magnus Johannesson, 2008. "Pride and Prejudice: The Human Side of Incentive Theory," American Economic Review, American Economic Association, vol. 98(3), pages 990-1008, June.
    59. Charles R. Plott & Vernon L. Smith (ed.), 2008. "Handbook of Experimental Economics Results," Handbook of Experimental Economics Results, Elsevier, edition 1, volume 1, number 3.
    60. Anderson, Simon P. & Goeree, Jacob K. & Holt, Charles A., 1998. "A theoretical analysis of altruism and decision error in public goods games," Journal of Public Economics, Elsevier, vol. 70(2), pages 297-323, November.
    61. Fabian Kosse & Thomas Deckers & Pia Pinger & Hannah Schildberg-Horisch & Armin Falk, 2018. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," Working Papers 2018-025, Human Capital and Economic Opportunity Working Group.
    62. Olivier Compte & Philippe Jehiel, 2004. "Gradualism in Bargaining and Contribution Games," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(4), pages 975-1000.
    63. Charles R. Plott & Vernon L. Smith (ed.), 2008. "Handbook of Experimental Economics Results," Handbook of Experimental Economics Results, Elsevier, edition 1, volume 1, number 8.
    64. Charles R. Plott & Vernon L. Smith (ed.), 2008. "Handbook of Experimental Economics Results," Handbook of Experimental Economics Results, Elsevier, edition 1, volume 1, number 5.
    65. Marina Halac & Navin Kartik & Qingmin Liu, 2016. "Optimal Contracts for Experimentation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(3), pages 1040-1091.
    66. repec:lmu:muenar:20867 is not listed on IDEAS
    67. Zacharias Maniadis & Fabio Tufano & John A. List, 2014. "One Swallow Doesn't Make a Summer: New Evidence on Anchoring Effects," American Economic Review, American Economic Association, vol. 104(1), pages 277-290, January.
    68. McBride, Michael, 2006. "Discrete public goods under threshold uncertainty," Journal of Public Economics, Elsevier, vol. 90(6-7), pages 1181-1199, August.
    69. Steiger, Eva-Maria & Zultan, Ro'i, 2014. "See no evil: Information chains and reciprocity," Journal of Public Economics, Elsevier, vol. 109(C), pages 1-12.
    70. Berg Joyce & Dickhaut John & McCabe Kevin, 1995. "Trust, Reciprocity, and Social History," Games and Economic Behavior, Elsevier, vol. 10(1), pages 122-142, July.
    71. Charles R. Plott & Vernon L. Smith (ed.), 2008. "Handbook of Experimental Economics Results," Handbook of Experimental Economics Results, Elsevier, edition 1, volume 1, number 6.
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