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Validating Monetary DSGE Models through VARs

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Canova, Fabio

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Abstract

Robust sign restrictions derived from calibrated DSGE models are used to identify structual shocks in the actual data. The dynamic behaviour of selected variables in response to these shocks is employed to measure, both qualitatively and quantitatively, the economic discrepancy between the model and the data. We design an algorithm that allows increasingly demanding diagnostics on the model, room for respecification at each stage of the process and comparison across models. We show that neither a limited participation model, nor a sticky price monopolistic-competitive model, fully accounts for the dynamics of a small set of macro variables. Furthermore simple alterations of the former fail to improve the match with the data, even in qualitative sense.

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Paper provided by C.E.P.R. Discussion Papers in its series CEPR Discussion Papers with number 3442.

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Date of creation: Jul 2002
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Handle: RePEc:cpr:ceprdp:3442

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Related research
Keywords: dynamic general equilibrium models; model evaluation; sign restrictions; VARs;

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Find related papers by JEL classification:
E00 - Macroeconomics and Monetary Economics - - General - - - General
E50 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - General

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
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    Other versions:
  2. Canova, Fabio & Marrinan, Jane, 1996. "Reconciling the term structure of interest rates with the consumption-based ICAP model," Journal of Economic Dynamics and Control, Elsevier, vol. 20(4), pages 709-750, April. [Downloadable!] (restricted)
  3. Canova, Fabio, 1994. "Statistical Inference in Calibrated Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 9(S), pages S123-44, Suppl. De. [Downloadable!] (restricted)
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  7. Peter N. Ireland, 1999. "A Method for Taking Models to the Data," Boston College Working Papers in Economics 421, Boston College Department of Economics. [Downloadable!]
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  8. DeJong, David & Ingram, Beth & Whiteman, Charles, 1994. "Beyond Calibration," Working Papers 94-18, University of Iowa, Department of Economics.
  9. Gordon, David B & Leeper, Eric M, 1994. "The Dynamic Impacts of Monetary Policy: An Exercise in Tentative Identification," Journal of Political Economy, University of Chicago Press, vol. 102(6), pages 1228-47, December. [Downloadable!] (restricted)
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  10. Tauchen, George E. & Gallant, A. Ronald, 1995. "Which Moments to Match," Working Papers 95-20, Duke University, Department of Economics.
  11. Eric M. Leeper & Tao Zha, 2000. "Assessing simple policy rules: a view from a complete macro model," Working Paper 2000-19, Federal Reserve Bank of Atlanta. [Downloadable!]
  12. Fabio Canova & Joaquim Pires Pina, 1998. "Monetary Policy Misspecification in VAR Models," Economics Working Papers 420, Department of Economics and Business, Universitat Pompeu Fabra, revised Sep 1999. [Downloadable!]
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  13. Lawrence J. Christiano & Martin Eichenbaum & Charles L. Evans, 1996. "Sticky price and limited participation models of money: a comparison," Staff Report 227, Federal Reserve Bank of Minneapolis. [Downloadable!]
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  14. Katharine S Neiss & Evi Pappa, . "A monetary model of factor utilisation," Bank of England working papers 154, Bank of England. [Downloadable!]
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  16. John Geweke, 1999. "Computational Experiments and Reality," Computing in Economics and Finance 1999 401, Society for Computational Economics.
  17. Peter N. Ireland, 2001. "Money's Role in the Monetary Business Cycle," NBER Working Papers 8115, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  18. Jordi Gali, 1999. "Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?," American Economic Review, American Economic Association, vol. 89(1), pages 249-271, March. [Downloadable!] (restricted)
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  19. Canova, Fabio & Nicolo, Gianni De, 2002. "Monetary disturbances matter for business fluctuations in the G-7," Journal of Monetary Economics, Elsevier, vol. 49(6), pages 1131-1159, September. [Downloadable!] (restricted)
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  20. Sargent, Thomas J, 1978. "Estimation of Dynamic Labor Demand Schedules under Rational Expectations," Journal of Political Economy, University of Chicago Press, vol. 86(6), pages 1009-44, December. [Downloadable!] (restricted)
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  21. Allan W. Gregory & Gregor W. Smith, 1987. "Calibration as Estimation," Working Papers 700, Queen's University, Department of Economics.
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  22. Altug, Sumru, 1989. "Time-to-Build and Aggregate Fluctuations: Some New Evidence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 30(4), pages 889-920, November. [Downloadable!] (restricted)
    Other versions:
Full references

Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Jagjit S. Chadha & Luisa Corrado & Qi Sun, 2008. "Money, Prices and Liquidity Effects: Separating Demand from Supply," Studies in Economics 0817, Department of Economics, University of Kent. [Downloadable!]
    Other versions:
  2. Gonzalo Fernández-de-Córdoba & José L. Torres, 2009. "Forecasting the Spanish economy with an Augmented VAR-DSGE model," Working Papers 2009-1, Universidad de Málaga, Department of Economic Theory, Málaga Economic Theory Research Center. [Downloadable!]
  3. Stefano Neri, 2004. "Monetary policy and stock prices: theory and evidence," Temi di discussione (Economic working papers) 513, Bank of Italy, Economic Research Department. [Downloadable!]
  4. Max Gillman & Mark N Harris & Michal Kejak, 2007. "The Interaction of Inflation and Financial Development with Endogenous Growth," Money Macro and Finance (MMF) Research Group Conference 2006 29, Money Macro and Finance Research Group. [Downloadable!]
  5. Gregor Bäurle, 2008. "Priors from DSGE Models for Dynamic Factor Analysis," Diskussionsschriften dp0803, Universitaet Bern, Departement Volkswirtschaft. [Downloadable!]
  6. Luca Dedola & Stefano Neri, 2006. "What does a technology shock do? A VAR analysis with model-based sign restrictions," Working Paper Series 705, European Central Bank. [Downloadable!]
    Other versions:
  7. G. Peersman & R. Straub, 2006. "Putting the New Keynesian Model to a Test," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 06/375, Ghent University, Faculty of Economics and Business Administration. [Downloadable!]
  8. Roland Straub & Gert Peersman, 2006. "Putting the New Keynesian Model to a Test," IMF Working Papers 06/135, International Monetary Fund. [Downloadable!]
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