IDEAS home Printed from https://ideas.repec.org/a/zna/indecs/v5y2007i2p81-91.html
   My bibliography  Save this article

Intending the Unintended: The act of building agent-based models as a regular source of knowledge generation

Author

Listed:
  • Erik Johnston

    (School of Public Affairs, Arizona State University)

  • Yushim Kim

    (School of Public Affairs, Arizona State University)

  • Mitali Ayyangar

    (School of Planning, Arizona State University)

Abstract

Poverty is a complex issue that is rarely conducive to analysis in laboratory or field experiments. Effective interventions that aim to decrease or eliminate poverty require an understanding of the intricate web of associated social issues. The need for this increased comprehension necessitates the use of alternative robust means of analysis: one such being agent-based modelling. The strengths of agent-based modelling to disaggregate complex social behaviours and understand them are well known. However, while people have explored how the modelling process can prove to be fruitful, the usually unintended insight gained and the knowledge engendered during the model design process goes largely unnoticed. In this paper, we aspire to show precisely how the model building process is critical in leading to unintended knowledge generation for modellers by drawing from three US based examples where agent-based modelling was used to aid research into the effects of interventions that address poverty and human development through programs and issues facing low-income families. With these examples, we illustrate some of the means to harness new knowledge generated. In our discussion, we also highlight the advantageous nature of agent-based model design as an independent source of knowledge generation. Classification-ACM-1998: I.6.5 Model Development

Suggested Citation

  • Erik Johnston & Yushim Kim & Mitali Ayyangar, 2007. "Intending the Unintended: The act of building agent-based models as a regular source of knowledge generation," Interdisciplinary Description of Complex Systems - scientific journal, Croatian Interdisciplinary Society Provider Homepage: http://indecs.eu, vol. 5(2), pages 81-91.
  • Handle: RePEc:zna:indecs:v:5:y:2007:i:2:p:81-91
    as

    Download full text from publisher

    File URL: http://indecs.eu/2007/indecs2007-pp81-91.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Van Huyck, John B & Battalio, Raymond C & Beil, Richard O, 1990. "Tacit Coordination Games, Strategic Uncertainty, and Coordination Failure," American Economic Review, American Economic Association, vol. 80(1), pages 234-248, March.
    2. Oliveira, Victor & Racine, Elizabeth & Olmsted, Jennifer & Ghelfi, Linda M., 2002. "The Wic Program: Background, Trends, And Issues," Food Assistance and Nutrition Research Reports 33847, United States Department of Agriculture, Economic Research Service.
    3. Xiaoguang Gong & Renbin Xiao, 2007. "Research on Multi-Agent Simulation of Epidemic News Spread Characteristics," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 10(3), pages 1-1.
    4. repec:cup:cbooks:9780521555838 is not listed on IDEAS
    5. Gérard P. Cachon & Colin F. Camerer, 1996. "Loss-Avoidance and Forward Induction in Experimental Coordination Games," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(1), pages 165-194.
    6. Michael Moehring & Klaus G. Troitzsch, 2001. "Lake Anderson Revisited by Agents," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 4(3), pages 1-1.
    7. Joshua M. Epstein & Robert L. Axtell, 1996. "Growing Artificial Societies: Social Science from the Bottom Up," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262550253, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Christophe Le Page & Kadiri Serge Bobo & Towa Olivier William Kamgaing & Bobo Fernanda Ngahane & Matthias Waltert, 2015. "Interactive Simulations with a Stylized Scale Model to Codesign with Villagers an Agent-Based Model of Bushmeat Hunting in the Periphery of Korup National Park (Cameroon)," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 18(1), pages 1-8.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Alejandro Caparrós & Michael Finus, 2020. "Public good agreements under the weakest‐link technology," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 22(3), pages 555-582, June.
    2. Omar Al-Ubaydli, 2011. "How Large Looms the Ghost of the Past? State Dependence versus Heterogeneity in Coordination Games," Southern Economic Journal, John Wiley & Sons, vol. 78(2), pages 273-286, October.
    3. Giovanna Devetag & Andreas Ortmann, 2007. "When and why? A critical survey on coordination failure in the laboratory," Experimental Economics, Springer;Economic Science Association, vol. 10(3), pages 331-344, September.
    4. Francesco Feri & Bernd Irlenbusch & Matthias Sutter, 2010. "Efficiency Gains from Team-Based Coordination—Large-Scale Experimental Evidence," American Economic Review, American Economic Association, vol. 100(4), pages 1892-1912, September.
    5. Pedro Dal Bo & Andrew Foster & Louis Putterman, 2007. "Institutions and Behavior: Experimental Evidence on the Effects of Democracy," Working Papers 2007-9, Brown University, Department of Economics.
    6. Fehr, Dietmar, 2017. "Costly communication and learning from failure in organizational coordination," European Economic Review, Elsevier, vol. 93(C), pages 106-122.
    7. Arno Riedl & Ingrid M. T. Rohde & Martin Strobel, 2016. "Efficient Coordination in Weakest-Link Games," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(2), pages 737-767.
    8. Ahrens, Steffen & Bitter, Lea & Bosch-Rosa, Ciril, 2023. "Coordination under loss contracts," Games and Economic Behavior, Elsevier, vol. 137(C), pages 270-293.
    9. Luca Corazzini & Christopher Cotton & Paola Valbonesi, 2013. "Too many charities? Insight from an experiment with multiple public goods and contribution thresholds," "Marco Fanno" Working Papers 0171, Dipartimento di Scienze Economiche "Marco Fanno".
    10. Anke Gerbery & Thorsten Hensz & Bodo Vogtx, 2010. "Rational Investor Sentimentina Repeated Stochastic Game with Imperfect Monitoring," Post-Print hal-00911824, HAL.
    11. Keser, Claudia & Ehrhart, Karl-Martin & Berninghaus, Siegfried K., 1998. "Coordination and local interaction: experimental evidence," Economics Letters, Elsevier, vol. 58(3), pages 269-275, March.
    12. Roberto Weber & Colin Camerer & Yuval Rottenstreich & Marc Knez, 2001. "The Illusion of Leadership: Misattribution of Cause in Coordination Games," Organization Science, INFORMS, vol. 12(5), pages 582-598, October.
    13. Amnon Rapoport & Darryl A. Seale & Ido Erev & James A. Sundali, 1998. "Equilibrium Play in Large Group Market Entry Games," Management Science, INFORMS, vol. 44(1), pages 119-141, January.
    14. Banerjee, Simanti & Cason, Timothy N. & de Vries, Frans P. & Hanley, Nick, 2017. "Transaction costs, communication and spatial coordination in Payment for Ecosystem Services Schemes," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 68-89.
    15. Bohnet, Iris & Cooter, Robert, 2001. "Expressive Law: Framing or Equilibrium Selection?," Berkeley Olin Program in Law & Economics, Working Paper Series qt5h6970h8, Berkeley Olin Program in Law & Economics.
    16. Maoliang Ye & Jie Zheng & Plamen Nikolov & Sam Asher, 2020. "One Step at a Time: Does Gradualism Build Coordination?," Management Science, INFORMS, vol. 66(1), pages 113-129, January.
    17. Thomas Riechmann, 2005. "Dynamic Behavior in Minimum Effort Coordination Games - Some Theory of Group Size and Inter-Group Competition as Coordination Devices," Game Theory and Information 0503010, University Library of Munich, Germany.
    18. David Sally, 2002. "`What an Ugly Baby!'," Rationality and Society, , vol. 14(1), pages 78-108, February.
    19. Cason, Timothy N. & Sheremeta, Roman M. & Zhang, Jingjing, 2012. "Communication and efficiency in competitive coordination games," Games and Economic Behavior, Elsevier, vol. 76(1), pages 26-43.
    20. Berninghaus, Siegfried K. & Ehrhart, Karl-Martin & Keser, Claudia, 2002. "Conventions and Local Interaction Structures: Experimental Evidence," Games and Economic Behavior, Elsevier, vol. 39(2), pages 177-205, May.

    More about this item

    Keywords

    methods; agent-based modelling; knowledge generation; policy informatics;
    All these keywords.

    JEL classification:

    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:zna:indecs:v:5:y:2007:i:2:p:81-91. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Josip Stepanic (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.