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Calibration as Estimation

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Author Info
Allan W. Gregory
Gregor W. Smith

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Abstract

One aspect of calibration in macroeconomics is the notion that free parameters of models should be chosen by matching certain moments of the simulated models with those of actual data. We formally examine this notion by treating the process of calibration as an econometric estimator. A numerical version of the Mehra-Prescott (1985) economy is the setting for an evaluation of calibration estimators via Monte Carlo methods. While these estimators sometimes have reasonable finite-sample properties they are not robust to mistakes in setting non-free parameters. In contrast, generalized method of moments (GMM) estimators have satisfactory finite-sample properties, quick convergence, and informational requirements less stringent than those of consistent calibration estimators. In dynamic equilibrium models in which GMM is infeasible we offer some suggestion for improving estimates based on calibration methodology.

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Publisher Info
Paper provided by Queen's University, Department of Economics in its series Working Papers with number 700.

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Length: 44 pages
Date of creation: 1987
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Handle: RePEc:qed:wpaper:700

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  1. Fabio Canova & Eva Ortega, 1996. "Testing Calibrated General Equilibrium Models," Economics Working Papers 166, Department of Economics and Business, Universitat Pompeu Fabra. [Downloadable!]
  2. Hnatkovska, Viktoria & Marmer, Vadim & Tang, Yao, 2008. "Comparison of Misspecified Calibrated Models: The Minimum Distance Approach," Micro Theory Working Papers vadim_marmer-2008-14, Microeconomics.ca Website, revised 22 Oct 2008. [Downloadable!]
  3. Canova, Fabio, 2002. "Validating Monetary DSGE Models through VARs," CEPR Discussion Papers 3442, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
  4. Francis X. Diebold & Lee E. Ohanian & Jeremy Berkowitz, 1995. "Dynamic Equilibrium Economies: A Framework for Comparing Models and Data," NBER Technical Working Papers 0174, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  5. ABDELKHALEK, Touhami & DUFOUR, Jean-Marie, 1997. "Statistical Inference for Computable General Equilibrium Models with Application to a Model of the Moroccan Economy," Cahiers de recherche 9713, Universite de Montreal, Departement de sciences economiques. [Downloadable!]
    Other versions:
  6. Alexander Ludwig, 2005. "Moment estimation in Auerbach-Kotlikoff models: How well do they match the data?," MEA discussion paper series 05093, Mannheim Research Institute for the Economics of Aging (MEA), University of Mannheim. [Downloadable!]
  7. Alexander Ludwig, 2005. "Moment estimation in Auerbach-Kotlikoff models: How well do they match the data?," MEA discussion paper series 05093, Mannheim Research Institute for the Economics of Aging (MEA), University of Mannheim. [Downloadable!]
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This page was last updated on 2008-11-13.


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