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A Method for Implementing Counterfactual Experiments in Models with Multiple Equilibria

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Victor, Aguirregabiria

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Abstract

This paper proposes a method for implementing counterfactual experiments in estimated models that have multiple equilibria. The method assumes that the researcher does not know the equilibrium selection mechanism and wants to impose minimum restrictions on it. Our key assumption is that the equilibrium selection function does not jump discontinuously between equilibria as we change marginally the structural parameters of the model. Under this assumption, we show that, although the equilibrium selection function is unknown, the researcher can obtain an approximation of this function in a neighborhood of the estimated values of the structural parameters. Under the additional assumption that the counterfactual equilibrium is stable, this approximation can be combined with iterations in the equilibrium mapping to obtain the exact counterfactual equilibrium. We illustrate the differences between our approach and other methods, such as the selection of a counterfactual equilibrium that is closer to the equilibrium in the data, and equilibrium mapping iterations using the equilibrium in the data as the initial value. We show that, in general, these alternative methods are not consistent with the assumption that the equilibrium selection mechanism is continuous with respect to the structural parameters.

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Paper provided by University Library of Munich, Germany in its series MPRA Paper with number 17805.

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Date of creation: 10 Oct 2009
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Handle: RePEc:pra:mprapa:17805

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Related research
Keywords: Structural models with multiple equilibria; Counterfactual experiments; Equilibrium selection.;

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Find related papers by JEL classification:
C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - General
C60 - Mathematical and Quantitative Methods - - Mathematical Methods and Programming - - - General

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  1. Martin Pesendorfer & Philipp Schmidt-Dengler, 2008. "Asymptotic Least Squares Estimators for Dynamic Games," Review of Economic Studies, Blackwell Publishing, vol. 75(3), pages 901-928, 07. [Downloadable!] (restricted)
  2. Victor Aguirregabiria & Pedro Mira, 2007. "Sequential Estimation of Dynamic Discrete Games," Econometrica, Econometric Society, vol. 75(1), pages 1-53, 01. [Downloadable!] (restricted)
    Other versions:
  3. Patrick Bajari & C. Lanier Benkard & Jonathan Levin, 2007. "Estimating Dynamic Models of Imperfect Competition," Econometrica, Econometric Society, vol. 75(5), pages 1331-1370, 09. [Downloadable!] (restricted)
    Other versions:
  4. Allan Collard-Wexler, 2006. "Demand Fluctuations and Plant Turnover in the Ready-Mix Concrete Industry," Working Papers 06-25, New York University, Leonard N. Stern School of Business, Department of Economics. [Downloadable!]
  5. Timothy Dunne & Shawn Klimek & Mark Roberts & Daniel Yi Xu, 2009. "Entry, Exit, and the Determinants of Market Structure," Working Papers 09-23, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
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  6. Brock, William A & Durlauf, Steven N, 2001. "Discrete Choice with Social Interactions," Review of Economic Studies, Blackwell Publishing, vol. 68(2), pages 235-60, April.
  7. Patrick Bajari & Han Hong & John Krainer & Denis Nekipelov, 2006. "Estimating Static Models of Strategic Interaction," NBER Working Papers 12013, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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