IDEAS home Printed from https://ideas.repec.org/a/taf/jecmet/v21y2014i1p19-36.html
   My bibliography  Save this article

Understanding with theoretical models

Author

Listed:
  • Petri Ylikoski
  • N. Emrah Aydinonat

Abstract

This paper discusses the epistemic import of highly abstract and simplified theoretical models using Thomas Schelling's checkerboard model as an example. We argue that the epistemic contribution of theoretical models can be better understood in the context of a cluster of models relevant to the explanatory task at hand. The central claim of the paper is that theoretical models make better sense in the context of a menu of possible explanations. In order to justify this claim, we introduce a distinction between causal scenarios and causal mechanism schemes . These conceptual tools help us to articulate the basis for modelers' intuitive confidence that their models make an important epistemic contribution. By focusing on the role of the menu of possible explanations in the evaluation of explanatory hypotheses, it is possible to understand how a causal mechanism scheme can improve our explanatory understanding even in cases where it does not describe the actual cause of a particular phenomenon.

Suggested Citation

  • Petri Ylikoski & N. Emrah Aydinonat, 2014. "Understanding with theoretical models," Journal of Economic Methodology, Taylor & Francis Journals, vol. 21(1), pages 19-36, March.
  • Handle: RePEc:taf:jecmet:v:21:y:2014:i:1:p:19-36
    DOI: 10.1080/1350178X.2014.886470
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/1350178X.2014.886470
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/1350178X.2014.886470?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. N. Emrah Aydinonat, 2007. "Models, conjectures and exploration: an analysis of Schelling's checkerboard model of residential segregation," Journal of Economic Methodology, Taylor & Francis Journals, vol. 14(4), pages 429-454.
    2. Jim Woodward, 2006. "Some varieties of robustness," Journal of Economic Methodology, Taylor & Francis Journals, vol. 13(2), pages 219-240.
    3. Cartwright,Nancy, 1999. "The Dappled World," Cambridge Books, Cambridge University Press, number 9780521643368.
    4. Cartwright,Nancy, 1999. "The Dappled World," Cambridge Books, Cambridge University Press, number 9780521644112.
    5. Schelling, Thomas C, 1969. "Models of Segregation," American Economic Review, American Economic Association, vol. 59(2), pages 488-493, May.
    6. 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. Walter Veit, 2019. "Modeling Morality," Papers 1907.08659, arXiv.org.
    2. Grüne-Yanoff, Till & Verreault-Julien, Philippe, 2021. "How-possibly explanations in economics: anything goes?," LSE Research Online Documents on Economics 108622, London School of Economics and Political Science, LSE Library.
    3. Jaakko Kuorikoski & Aki Lehtinen, 2018. "Model selection in macroeconomics: DSGE and ad hocness," Journal of Economic Methodology, Taylor & Francis Journals, vol. 25(3), pages 252-264, July.
    4. Tomasz Ingram & Katarzyna Bratnicka-Mysliwiec, 2021. "Organizational Resilience and Family Firm Performance: The Role of Socioemotional Wealth," European Research Studies Journal, European Research Studies Journal, vol. 0(3), pages 523-540.

    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. Luis R. Izquierdo & Segismundo S. Izquierdo & José Manuel Galán & José Ignacio Santos, 2009. "Techniques to Understand Computer Simulations: Markov Chain Analysis," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 12(1), pages 1-6.
    2. N. Emrah Aydinonat, 2007. "Models, conjectures and exploration: an analysis of Schelling's checkerboard model of residential segregation," Journal of Economic Methodology, Taylor & Francis Journals, vol. 14(4), pages 429-454.
    3. Lauren Larrouy, 2015. "The Ontology of Schelling's "Theory of Interdependent Decisions"," GREDEG Working Papers 2015-38, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    4. Joshua M. Epstein, 2007. "Agent-Based Computational Models and Generative Social Science," Introductory Chapters, in: Generative Social Science Studies in Agent-Based Computational Modeling, Princeton University Press.
    5. Giandomenica Becchio, 2020. "The Two Blades of Occam's Razor in Economics: Logical and Heuristic," Economic Thought, World Economics Association, vol. 9(1), pages 1-17, July.
    6. Julian Reiss, 2001. "Natural economic quantities and their measurement," Journal of Economic Methodology, Taylor & Francis Journals, vol. 8(2), pages 287-311.
    7. Giorgio Fagiolo & Mattia Guerini & Francesco Lamperti & Alessio Moneta & Andrea Roventini, 2017. "Validation of Agent-Based Models in Economics and Finance," LEM Papers Series 2017/23, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    8. Elsner, Wolfram & Heinrich, Torsten, 2009. "A simple theory of 'meso'. On the co-evolution of institutions and platform size--With an application to varieties of capitalism and 'medium-sized' countries," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 38(5), pages 843-858, October.
    9. Furtado, Bernardo Alves & Eberhardt, Isaque Daniel Rocha, 2015. "Modelo espacial simples da economia: uma proposta teórico-metodológica [A simple spatial economic model: a proposal]," MPRA Paper 67005, University Library of Munich, Germany.
    10. Aumann, Craig A., 2007. "A methodology for developing simulation models of complex systems," Ecological Modelling, Elsevier, vol. 202(3), pages 385-396.
    11. Florian Ellsaesser & Eric W. K. Tsang & Jochen Runde, 2014. "Models of causal inference: Imperfect but applicable is better than perfect but inapplicable," Strategic Management Journal, Wiley Blackwell, vol. 35(10), pages 1541-1551, October.
    12. N. Emrah Aydinonat, 2005. "An interview with Thomas C. Schelling: Interpretation of game theory and the checkerboard model," Economics Bulletin, AccessEcon, vol. 2(2), pages 1-7.
    13. Bithell, M. & Macmillan, W.D., 2007. "Escape from the cell: Spatially explicit modelling with and without grids," Ecological Modelling, Elsevier, vol. 200(1), pages 59-78.
    14. Stephen Pratten, 2007. "Realism, closed systems and abstraction," Journal of Economic Methodology, Taylor & Francis Journals, vol. 14(4), pages 473-497.
    15. Zakaria Babutsidze, 2012. "Consumer Learning through Interaction: Effects on Aggregate Outcomes," Chapters, in: Guido Buenstorf (ed.), Evolution, Organization and Economic Behavior, chapter 4, Edward Elgar Publishing.
    16. Kinouchi, Renato, 2018. "Philosophical issues related to risks and values," LSE Research Online Documents on Economics 90470, London School of Economics and Political Science, LSE Library.
    17. Florence Goffette-Nagot & Pablo Jensen & Sebastian Grauwin, 2009. "Dynamic models of residential segregation: Brief review, analytical resolution and study of the introduction of coordination," Post-Print halshs-00404400, HAL.
    18. Bernardo A. Furtado & Miguel A. Fuentes & Claudio J. Tessone, 2019. "Policy Modeling and Applications: State-of-the-Art and Perspectives," Complexity, Hindawi, vol. 2019, pages 1-11, February.
    19. Khamdamov, T., 2022. "A brief overview of the evolution of computer simulations in economic research," Journal of the New Economic Association, New Economic Association, vol. 54(2), pages 189-207.
    20. Marcel Boumans & Mary Morgan, 2002. "Ceteris paribus conditions: materiality and the application of economic theories," Journal of Economic Methodology, Taylor & Francis Journals, vol. 8(1), pages 11-26.

    More about this item

    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:taf:jecmet:v:21:y:2014:i:1:p:19-36. 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: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/RJEC20 .

    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.