IDEAS home Printed from https://ideas.repec.org/a/bla/randje/v51y2020i2p447-469.html

Estimating dynamic games of oligopolistic competition: an experimental investigation

Author

Listed:
  • Tobias Salz
  • Emanuel Vespa

Abstract

We evaluate standard assumptions in the estimation of dynamic oligopoly models with laboratory data. Using an entry/exit game, we estimate structural parameters under the assumption that the data are generated by a Markov‐perfect equilibrium and subsequently predict counterfactual behavior. If behavior was collusive, however, the assumption would be violated and one would mispredict counterfactuals. The laboratory allows us to compare predicted behavior to true counterfactuals implemented as treatments. Our main finding is that prediction errors due to collusion are modest in size. We also document a different deviation from equilibrium behavior (inertia) that can lead to large prediction errors.

Suggested Citation

  • Tobias Salz & Emanuel Vespa, 2020. "Estimating dynamic games of oligopolistic competition: an experimental investigation," RAND Journal of Economics, RAND Corporation, vol. 51(2), pages 447-469, June.
  • Handle: RePEc:bla:randje:v:51:y:2020:i:2:p:447-469
    DOI: 10.1111/1756-2171.12321
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/1756-2171.12321
    Download Restriction: no

    File URL: https://libkey.io/10.1111/1756-2171.12321?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Richard Ericson & Ariel Pakes, 1995. "Markov-Perfect Industry Dynamics: A Framework for Empirical Work," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 62(1), pages 53-82.
    2. Emanuel Vespa, 2020. "An Experimental Investigation Of Cooperation In The Dynamic Common Pool Game," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 61(1), pages 417-440, February.
    3. Ariel Pakes & Michael Ostrovsky & Steven Berry, 2007. "Simple estimators for the parameters of discrete dynamic games (with entry/exit examples)," RAND Journal of Economics, RAND Corporation, vol. 38(2), pages 373-399, June.
    4. Pathak, Parag A. & Shi, Peng, 2021. "How well do structural demand models work? Counterfactual predictions in school choice," Journal of Econometrics, Elsevier, vol. 222(1), pages 161-195.
    5. Ronald L. Goettler & Brett R. Gordon, 2011. "Does AMD Spur Intel to Innovate More?," Journal of Political Economy, University of Chicago Press, vol. 119(6), pages 1141-1200.
    6. Chaim Fershtman & Ariel Pakes, 2000. "A Dynamic Oligopoly with Collusion and Price Wars," RAND Journal of Economics, The RAND Corporation, vol. 31(2), pages 207-236, Summer.
    7. Doraszelski, Ulrich & Pakes, Ariel, 2007. "A Framework for Applied Dynamic Analysis in IO," Handbook of Industrial Organization, in: Mark Armstrong & Robert Porter (ed.), Handbook of Industrial Organization, edition 1, volume 3, chapter 30, pages 1887-1966, Elsevier.
    8. Drew Fudenberg & David G. Rand & Anna Dreber, 2012. "Slow to Anger and Fast to Forgive: Cooperation in an Uncertain World," American Economic Review, American Economic Association, vol. 102(2), pages 720-749, April.
    9. Marhsall, Robert C. & Marx, Leslie M., 2014. "The Economics of Collusion: Cartels and Bidding Rings," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262525941, December.
    10. Guillaume Fréchette & John H. Kagel & Massimo Morelli, 2005. "Behavioral Identification in Coalitional Bargaining: An Experimental Analysis of Demand Bargaining and Alternating Offers," Econometrica, Econometric Society, vol. 73(6), pages 1893-1937, November.
    11. Patrick Bajari & Ali Hortacsu, 2005. "Are Structural Estimates of Auction Models Reasonable? Evidence from Experimental Data," Journal of Political Economy, University of Chicago Press, vol. 113(4), pages 703-741, August.
    12. Dutta Prajit K., 1995. "A Folk Theorem for Stochastic Games," Journal of Economic Theory, Elsevier, vol. 66(1), pages 1-32, June.
    13. Daniel Houser & Michael Keane & Kevin McCabe, 2004. "Behavior in a Dynamic Decision Problem: An Analysis of Experimental Evidence Using a Bayesian Type Classification Algorithm," Econometrica, Econometric Society, vol. 72(3), pages 781-822, May.
    14. Timothy F. Bresnahan & Peter C. Reiss, 1990. "Entry in Monopoly Market," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(4), pages 531-553.
    15. Aguirregabiria, Victor & Ho, Chun-Yu, 2012. "A dynamic oligopoly game of the US airline industry: Estimation and policy experiments," Journal of Econometrics, Elsevier, vol. 168(1), pages 156-173.
    16. Emanuel Vespa & Alistair J. Wilson, 2019. "Experimenting with the transition rule in dynamic games," Quantitative Economics, Econometric Society, vol. 10(4), pages 1825-1849, November.
    17. Ron Borkovsky & Paul Ellickson & Brett Gordon & Victor Aguirregabiria & Pedro Gardete & Paul Grieco & Todd Gureckis & Teck-Hua Ho & Laurent Mathevet & Andrew Sweeting, 2015. "Multiplicity of equilibria and information structures in empirical games: challenges and prospects," Marketing Letters, Springer, vol. 26(2), pages 115-125, June.
    18. Patrick Bajari & C. Lanier Benkard & Jonathan Levin, 2007. "Estimating Dynamic Models of Imperfect Competition," Econometrica, Econometric Society, vol. 75(5), pages 1331-1370, September.
    19. Katerina Sherstyuk & Nori Tarui & Majah-Leah V. Ravago & Tatsuyoshi Saijo, 2016. "Intergenerational Games with Dynamic Externalities and Climate Change Experiments," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 3(2), pages 247-281.
    20. Joseph E. Harrington & Andrzej Skrzypacz, 2011. "Private Monitoring and Communication in Cartels: Explaining Recent Collusive Practices," American Economic Review, American Economic Association, vol. 101(6), pages 2425-2449, October.
    21. 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, March.
    22. Mailath, George J. & Samuelson, Larry, 2006. "Repeated Games and Reputations: Long-Run Relationships," OUP Catalogue, Oxford University Press, number 9780195300796.
    23. 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, March.
    24. Andrew Sweeting, 2013. "Dynamic Product Positioning in Differentiated Product Markets: The Effect of Fees for Musical Performance Rights on the Commercial Radio Industry," Econometrica, Econometric Society, vol. 81(5), pages 1763-1803, September.
    25. 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, March.
    26. 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, March.
    27. Aguirregabiria, Victor & Mira, Pedro, 2010. "Dynamic discrete choice structural models: A survey," Journal of Econometrics, Elsevier, vol. 156(1), pages 38-67, May.
    28. Marco Battaglini & Salvatore Nunnari & Thomas R. Palfrey, 2016. "The Dynamic Free Rider Problem: A Laboratory Study," American Economic Journal: Microeconomics, American Economic Association, vol. 8(4), pages 268-308, November.
    29. V. Joseph Hotz & Robert A. Miller, 1993. "Conditional Choice Probabilities and the Estimation of Dynamic Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 497-529.
    30. Blonigen, Bruce A. & Knittel, Christopher R. & Soderbery, Anson, 2017. "Keeping it fresh: Strategic product redesigns and welfare," International Journal of Industrial Organization, Elsevier, vol. 53(C), pages 170-214.
    31. Áureo de Paula, 2013. "Econometric Analysis of Games with Multiple Equilibria," Annual Review of Economics, Annual Reviews, vol. 5(1), pages 107-131, May.
    32. Davis, Douglas D. & Holt, Charles A., 2008. "The Effects of Collusion in Laboratory Experiments," Handbook of Experimental Economics Results, in: Charles R. Plott & Vernon L. Smith (ed.), Handbook of Experimental Economics Results, edition 1, volume 1, chapter 21, pages 170-177, Elsevier.
    33. Abito, Jose Miguel, 2015. "How much can we identify from repeated games?," MPRA Paper 66378, University Library of Munich, Germany.
    34. Christopher T. Conlon & Julie Holland Mortimer, 2010. "Effects of Product Availability: Experimental Evidence," NBER Working Papers 16506, National Bureau of Economic Research, Inc.
    35. Ertaç, Seda & Hortaçsu, Ali & Roberts, James W., 2011. "Entry into auctions: An experimental analysis," International Journal of Industrial Organization, Elsevier, vol. 29(2), pages 168-178, March.
    36. Victor Aguirregabiria & Arvind Magesan, 2020. "Identification and Estimation of Dynamic Games When Players’ Beliefs Are Not in Equilibrium," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(2), pages 582-625.
    37. 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, March.
    38. Martin Pesendorfer & Philipp Schmidt-Dengler, 2008. "Asymptotic Least Squares Estimators for Dynamic Games -super-1," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 901-928.
    39. 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.
    40. Stephen P. Ryan, 2012. "The Costs of Environmental Regulation in a Concentrated Industry," Econometrica, Econometric Society, vol. 80(3), pages 1019-1061, May.
    41. Antonio Merlo & Thomas R. Palfrey, 2018. "External validation of voter turnout models by concealed parameter recovery," Public Choice, Springer, vol. 176(1), pages 297-314, July.
    42. Vivian Lei & Charles N. Noussair, 2002. "An Experimental Test of an Optimal Growth Model," American Economic Review, American Economic Association, vol. 92(3), pages 549-570, June.
    43. Philipp Schmidt-Dengler, 2006. "The Timing of New Technology Adoption: The Case of MRI," 2006 Meeting Papers 3, Society for Economic Dynamics.
    44. Battaglini, Marco & Nunnari, Salvatore & Palfrey, Thomas R., 2012. "Legislative Bargaining and the Dynamics of Public Investment," American Political Science Review, Cambridge University Press, vol. 106(2), pages 407-429, May.
    45. Ackerberg, Daniel & Lanier Benkard, C. & Berry, Steven & Pakes, Ariel, 2007. "Econometric Tools for Analyzing Market Outcomes," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 63, Elsevier.
    46. Maskin, Eric & Tirole, Jean, 2001. "Markov Perfect Equilibrium: I. Observable Actions," Journal of Economic Theory, Elsevier, vol. 100(2), pages 191-219, October.
    47. 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, March.
    48. Marshall, Robert C. & Marx, Leslie M. & Raiff, Matthew E., 2008. "Cartel price announcements: The vitamins industry," International Journal of Industrial Organization, Elsevier, vol. 26(3), pages 762-802, May.
    49. 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, March.
    50. 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, March.
    51. Robert H. Porter, 1983. "A Study of Cartel Stability: The Joint Executive Committee, 1880-1886," Bell Journal of Economics, The RAND Corporation, vol. 14(2), pages 301-314, Autumn.
    52. Kenneth Matheny & Charles Noussair, 2000. "An experimental study of decisions in dynamic optimization problems," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 15(2), pages 389-419.
    53. Urs Fischbacher, 2007. "z-Tree: Zurich toolbox for ready-made economic experiments," Experimental Economics, Springer;Economic Science Association, vol. 10(2), pages 171-178, June.
    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. Jose Miguel Abito & Cuicui Chen, 2021. "How much can we identify from repeated games?," Economics Bulletin, AccessEcon, vol. 41(3), pages 1212-1222.
    2. N. M. Rozanova, 2021. "Methodological Issues of Modern Competition Policy," Studies on Russian Economic Development, Springer, vol. 32(5), pages 492-498, September.
    3. Karp, Larry & Sakamoto, Hiroaki, 2021. "Sober optimism and the formation of international environmental agreements," Journal of Economic Theory, Elsevier, vol. 197(C).
    4. Yaroslav Rosokha & Chen Wei, 2024. "Cooperation in Queueing Systems," Management Science, INFORMS, vol. 70(11), pages 7597-7616, November.
    5. Marta Boczoń & Emanuel Vespa & Taylor Weidman & Alistair J Wilson, 2025. "Testing Models of Strategic Uncertainty: Equilibrium Selection in Repeated Games," Journal of the European Economic Association, European Economic Association, vol. 23(2), pages 784-814.

    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. Victor Aguirregabiria & Victor Aguirregabiria & Aviv Nevo & Aviv Nevo, 2010. "Recent Developments in Empirical IO: Dynamic Demand and Dynamic Games," Working Papers tecipa-419, University of Toronto, Department of Economics.
    2. Santos, Carlos Daniel, 2009. "Recovering the sunk costs of R&D: the moulds industry case," LSE Research Online Documents on Economics 28689, London School of Economics and Political Science, LSE Library.
    3. Cassandra R. Chambers & Wayne E. Baker, 2020. "Robust Systems of Cooperation in the Presence of Rankings: How Displaying Prosocial Contributions Can Offset the Disruptive Effects of Performance Rankings," Organization Science, INFORMS, vol. 31(2), pages 287-307, March.
    4. Pierre-Olivier Pineau, 2022. "Choosing to Pay More for Electricity: an experiment on the level of residential consumer cooperation," CIRANO Working Papers 2022s-18, CIRANO.
    5. David F. Perkis & Timothy N. Cason & Wallace E. Tyner, 2016. "An Experimental Investigation of Hard and Soft Price Ceilings in Emissions Permit Markets," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 63(4), pages 703-718, April.
    6. Giuseppe Attanasi & Samuele Centorrino & Elena Manzoni, 2020. "Zero-Intelligence vs. Human Agents: An Experimental Analysis of the Efficiency of Double Auctions and Over-the-Counter Markets of Varying Sizes," Working Papers 05/2020, University of Verona, Department of Economics.
    7. Sean Crockett, 2013. "Price Dynamics In General Equilibrium Experiments," Journal of Economic Surveys, Wiley Blackwell, vol. 27(3), pages 421-438, July.
    8. Oren Bar-Gill & Christoph Engel, 2016. "Bargaining in the Absence of Property Rights: An Experiment," Journal of Law and Economics, University of Chicago Press, vol. 59(2), pages 477-495.
    9. Muriel Niederle & Carmit Segal & Lise Vesterlund, 2013. "How Costly Is Diversity? Affirmative Action in Light of Gender Differences in Competitiveness," Management Science, INFORMS, vol. 59(1), pages 1-16, May.
    10. David M. Bruner & John R. Boyce, 2013. "Voluntary Contributions to Property Rights," Working Papers 13-14, Department of Economics, Appalachian State University.
    11. Ronald M. Harstad, 2014. "Efficiency Measurement via Revealed Thresholds, Without Knowing Valuations," Working Papers 1405, Department of Economics, University of Missouri, revised 01 Mar 2016.
    12. Charness, Gary & Kuhn, Peter, 2011. "Lab Labor: What Can Labor Economists Learn from the Lab?," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 3, pages 229-330, Elsevier.
    13. Nicholas, Aaron, 2022. "Invisible Hand, invisible morals: An experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 197(C), pages 395-418.
    14. repec:osf:osfxxx:wur7c_v1 is not listed on IDEAS
    15. Heczko, Alexander & Kittsteiner, Thomas & Ott, Marion, 2023. "The benefits of auctioneer competition: Merging auctions and adding auctioneers," ZEW Discussion Papers 23-038, ZEW - Leibniz Centre for European Economic Research.
    16. Elena Cettolin & Arno Riedl, 2017. "Justice Under Uncertainty," Management Science, INFORMS, vol. 63(11), pages 3739-3759, November.
    17. Pfajfar, Damjan & Žakelj, Blaž, 2018. "Inflation Expectations And Monetary Policy Design: Evidence From The Laboratory," Macroeconomic Dynamics, Cambridge University Press, vol. 22(4), pages 1035-1075, June.
    18. 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.
    19. Ola Andersson & Marieke Huysentruyt & Topi Miettinen & Ute Stephan, 2017. "Person–Organization Fit and Incentives: A Causal Test," Management Science, INFORMS, vol. 63(1), pages 73-96, January.
    20. Andrea Albertazzi & Friederike Mengel & Ronald Peeters, 2021. "Benchmarking information aggregation in experimental markets," Economic Inquiry, Western Economic Association International, vol. 59(4), pages 1500-1516, October.
    21. Gustavo Caballero, "undated". "Information Effect Regarding Inequality of Opportunities on Redistribution: A Lab Experiment," Working Papers 2014-75, Department of Economics, University of Calgary, revised 15 Oct 2014.

    More about this item

    JEL classification:

    • L10 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - General
    • L13 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Oligopoly and Other Imperfect Markets

    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:bla:randje:v:51:y:2020:i:2:p:447-469. 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: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/randdus.html .

    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.