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Evolving sustainable institutions in agent-based simulations with learning

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Listed:
  • Zosh, Christopher
  • Pape, Andreas
  • Guilfoos, Todd
  • DiCola, Peter

Abstract

We develop a novel, game-theoretic computational model in which learning agents explore how much to consume from a common resource.

Suggested Citation

  • Zosh, Christopher & Pape, Andreas & Guilfoos, Todd & DiCola, Peter, 2026. "Evolving sustainable institutions in agent-based simulations with learning," Journal of Economic Behavior & Organization, Elsevier, vol. 243(C).
  • Handle: RePEc:eee:jeborg:v:243:y:2026:i:c:s0167268126000430
    DOI: 10.1016/j.jebo.2026.107455
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    1. Visser, M. & Burns, J., 2015. "Inequality, social sanctions and cooperation within South African fishing communities," Journal of Economic Behavior & Organization, Elsevier, vol. 118(C), pages 95-109.
    2. Erev, Ido & Roth, Alvin E, 1998. "Predicting How People Play Games: Reinforcement Learning in Experimental Games with Unique, Mixed Strategy Equilibria," American Economic Review, American Economic Association, vol. 88(4), pages 848-881, September.
    3. Lucas Molleman & Felix Kölle & Chris Starmer & Simon Gächter, 2019. "People prefer coordinated punishment in cooperative interactions," Nature Human Behaviour, Nature, vol. 3(11), pages 1145-1153, November.
    4. Todd Guilfoos & Andreas Pape, 2016. "Predicting human cooperation in the Prisoner’s Dilemma using case-based decision theory," Theory and Decision, Springer, vol. 80(1), pages 1-32, January.
    5. Nicklisch, Andreas & Grechenig, Kristoffel & Thöni, Christian, 2016. "Information-sensitive Leviathans," Journal of Public Economics, Elsevier, vol. 144(C), pages 1-13.
    6. Liu, Jia & Riyanto, Yohanes E. & Zhang, Ruike, 2020. "Firing the right bullets: Exploring the effectiveness of the hired-gun mechanism in the provision of public goods," Journal of Economic Behavior & Organization, Elsevier, vol. 170(C), pages 222-243.
    7. Ido Erev & Eyal Ert & Alvin E. Roth, 2010. "A Choice Prediction Competition for Market Entry Games: An Introduction," Games, MDPI, vol. 1(2), pages 1-20, May.
    8. Jürgen Eichberger & Ani Guerdjikova, 2020. "Case-Based Decision Theory. From the choice of actions to reasoning about theories," Post-Print hal-02505265, HAL.
    9. Radoc, Benjamin, 2018. "Case-based investing: Stock selection under uncertainty," Journal of Behavioral and Experimental Finance, Elsevier, vol. 17(C), pages 53-59.
    10. Erev, I. & Roth, Alvin E., 2014. "Maximization, learning, and economic behavior," Scholarly Articles 30831199, Harvard University Department of Economics.
    11. Sarin, Rajiv & Vahid, Farshid, 2001. "Predicting How People Play Games: A Simple Dynamic Model of Choice," Games and Economic Behavior, Elsevier, vol. 34(1), pages 104-122, January.
    12. Kirman, Alan P. & Vriend, Nicolaas J., 2001. "Evolving market structure: An ACE model of price dispersion and loyalty," Journal of Economic Dynamics and Control, Elsevier, vol. 25(3-4), pages 459-502, March.
    13. Selles Jules & Bonhommeau Sylvain & Guillotreau Patrice & Vallée Thomas, 2020. "Can the Threat of Economic Sanctions Ensure the Sustainability of International Fisheries? An Experiment of a Dynamic Non-cooperative CPR Game with Uncertain Tipping Point," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(1), pages 153-176, May.
    14. Ernst Fehr & Tony Williams, 2017. "Social norms, endogenous sorting and the culture of cooperation," ECON - Working Papers 267, Department of Economics - University of Zurich, revised Apr 2018.
    15. Ananish Chaudhuri, 2011. "Sustaining cooperation in laboratory public goods experiments: a selective survey of the literature," Experimental Economics, Springer;Economic Science Association, vol. 14(1), pages 47-83, March.
    16. Ido Erev & Eyal Ert & Alvin E. Roth, 2010. "Erev, I. et al . A Choice Prediction Competition for Market Entry Games: An Introduction. Games 2010, 1 , 117-136," Games, MDPI, vol. 1(3), pages 1-5, July.
    17. Duffy, John, 2001. "Learning to speculate: Experiments with artificial and real agents," Journal of Economic Dynamics and Control, Elsevier, vol. 25(3-4), pages 295-319, March.
    18. Franke, Reiner, 2003. "Reinforcement learning in the El Farol model," Journal of Economic Behavior & Organization, Elsevier, vol. 51(3), pages 367-388, July.
    19. Elinor Ostrom, 2014. "Do institutions for collective action evolve?," Journal of Bioeconomics, Springer, vol. 16(1), pages 3-30, April.
    20. Engel, Christoph, 2014. "Social preferences can make imperfect sanctions work: Evidence from a public good experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 108(C), pages 343-353.
    21. Neugart, Michael, 2008. "Labor market policy evaluation with ACE," Journal of Economic Behavior & Organization, Elsevier, vol. 67(2), pages 418-430, August.
    22. Waring, Timothy M. & Goff, Sandra H. & Smaldino, Paul E., 2017. "The coevolution of economic institutions and sustainable consumption via cultural group selection," Ecological Economics, Elsevier, vol. 131(C), pages 524-532.
    23. Andreoni, James & Gee, Laura K., 2012. "Gun for hire: Delegated enforcement and peer punishment in public goods provision," Journal of Public Economics, Elsevier, vol. 96(11), pages 1036-1046.
    24. Pape, Andreas Duus & Kurtz, Kenneth J., 2013. "Evaluating case-based decision theory: Predicting empirical patterns of human classification learning," Games and Economic Behavior, Elsevier, vol. 82(C), pages 52-65.
    25. Gilboa,Itzhak & Schmeidler,David, 2001. "A Theory of Case-Based Decisions," Cambridge Books, Cambridge University Press, number 9780521802345.
    26. Ostrom, Elinor & Walker, James & Gardner, Roy, 1992. "Covenants with and without a Sword: Self-Governance Is Possible," American Political Science Review, Cambridge University Press, vol. 86(2), pages 404-417, June.
    27. Fijnanda van Klingeren & Vincent Buskens, 2024. "Graduated sanctioning, endogenous institutions and sustainable cooperation in common-pool resources: An experimental test," Rationality and Society, , vol. 36(2), pages 183-229, May.
    28. Sethi, Rajiv & Somanathan, E, 1996. "The Evolution of Social Norms in Common Property Resource Use," American Economic Review, American Economic Association, vol. 86(4), pages 766-788, September.
    29. Elinor Ostrom, 2000. "Collective Action and the Evolution of Social Norms," Journal of Economic Perspectives, American Economic Association, vol. 14(3), pages 137-158, Summer.
    30. Wolfgang Ossadnik & Dirk Wilmsmann & Benedikt Niemann, 2013. "Experimental evidence on case-based decision theory," Theory and Decision, Springer, vol. 75(2), pages 211-232, August.
    31. Simon Gachter & Ernst Fehr, 2000. "Cooperation and Punishment in Public Goods Experiments," American Economic Review, American Economic Association, vol. 90(4), pages 980-994, September.
    32. Itzhak Gilboa & David Schmeidler, 1995. "Case-Based Decision Theory," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 605-639.
    33. Bardhan, Pranab, 1993. "Analytics of the institutions of informal cooperation in rural development," World Development, Elsevier, vol. 21(4), pages 633-639, April.
    34. Colin Camerer & Teck-Hua Ho, 1999. "Experience-weighted Attraction Learning in Normal Form Games," Econometrica, Econometric Society, vol. 67(4), pages 827-874, July.
    35. De Geest, Lawrence R. & Kingsley, David C., 2021. "Norm enforcement with incomplete information," Journal of Economic Behavior & Organization, Elsevier, vol. 189(C), pages 403-430.
    36. B. LeBaron, 2001. "A builder's guide to agent-based financial markets," Quantitative Finance, Taylor & Francis Journals, vol. 1(2), pages 254-261.
    37. Gilboa, Itzhak & Schmeidler, David & Wakker, Peter P., 2002. "Utility in Case-Based Decision Theory," Journal of Economic Theory, Elsevier, vol. 105(2), pages 483-502, August.
    38. Priya Thomas & Todd Guilfoos, 2023. "Case-Based Reasoning and Dynamic Choice Modeling," Land Economics, University of Wisconsin Press, vol. 99(1), pages 103-121.
    39. Itzhak Gilboa & David Schmeidler, 1996. "Act similarity in case-based decision theory (*)," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 9(1), pages 47-62.
    40. Wilson, David Sloan & Ostrom, Elinor & Cox, Michael E., 2013. "Generalizing the core design principles for the efficacy of groups," Journal of Economic Behavior & Organization, Elsevier, vol. 90(S), pages 21-32.
    41. Oliveira, Fernando S., 2023. "The emergence of social inequality: A Co-Evolutionary analysis," Journal of Economic Behavior & Organization, Elsevier, vol. 215(C), pages 192-206.
    42. Jürgen Eichberger & Ani Guerdjikova, 2020. "Case-Based Decision Theory: From the Choice of Actions to Reasoning about Theories," Revue économique, Presses de Sciences-Po, vol. 71(2), pages 283-306.
    43. Kinjo Keita & Sugawara Shinya, 2016. "Predicting Empirical Patterns in Viewing Japanese TV Dramas Using Case-Based Decision Theory," The B.E. Journal of Theoretical Economics, De Gruyter, vol. 16(2), pages 679-709, June.
    44. Thomas Markussen & Louis Putterman & Jean-Robert Tyran, 2014. "Self-Organization for Collective Action: An Experimental Study of Voting on Sanction Regimes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 301-324.
    45. Farmer, J. Doyne & Joshi, Shareen, 2002. "The price dynamics of common trading strategies," Journal of Economic Behavior & Organization, Elsevier, vol. 49(2), pages 149-171, October.
    46. Shin, Hoon C. & Yu, David J. & Park, Samuel & Anderies, John M. & Abbott, Joshua K. & Janssen, Marco A. & Ahn, T.K., 2020. "How do resource mobility and group size affect institutional arrangements for rule enforcement? A qualitative comparative analysis of fishing groups in South Korea," Ecological Economics, Elsevier, vol. 174(C).
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    Keywords

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    JEL classification:

    • D02 - Microeconomics - - General - - - Institutions: Design, Formation, Operations, and Impact
    • C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
    • P48 - Political Economy and Comparative Economic Systems - - Other Economic Systems - - - Legal Institutions; Property Rights; Natural Resources; Energy; Environment; Regional Studies
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • D04 - Microeconomics - - General - - - Microeconomic Policy: Formulation; Implementation; Evaluation
    • Q20 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - General

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