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A bayesian estimation of a DSGE model with financial frictions

Episodes of crises that have recently plagued many emerging market economies have lead to a wide-spread questioning of the two traditional generations of models of currency crises. Distressed banking system and adverse credit-markets conditions have been pointed as sources of serious macroeconomics contractions, so introducing these imperfections into standard economic models can help to explain the more recent crises. This paper introduces financial frictions à la Bernanke Gertler and Gilchrist in a two-sector small open economy, suited to analyze an emerging country. The model is estimated on simulated data applying both Bayesian techniques and maximum likelihood method and comparing the results under the two di¤erent estimation procedures. First, I analyze the influence of the prior on the estimation outcomes. Results seems to confirm that one of the main advantages of Bayesian approach is the ability of providing a framework for evaluating fundamentally mis-specified models. Second, I test the sensitivity of estimation outcomes to the sample size, showing how, for large samples, results under Bayesian estimation converges asymptotically to those obtained applying maximum likelihood. A further extension would be to perform the estimation on historical data for an emerging economy that have recently experienced a financial crisis.

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Paper provided by Tor Vergata University, CEIS in its series CEIS Research Paper with number 149.

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Length: 55 pages
Date of creation: 01 Oct 2009
Date of revision: 01 Oct 2009
Handle: RePEc:rtv:ceisrp:149
Contact details of provider: Postal: CEIS - Centre for Economic and International Studies - Faculty of Economics - University of Rome "Tor Vergata" - Via Columbia, 2 00133 Roma
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Order Information: Postal: CEIS - Centre for Economic and International Studies - Faculty of Economics - University of Rome "Tor Vergata" - Via Columbia, 2 00133 Roma
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  1. Altig, David E & Christiano, Lawrence J. & Eichenbaum, Martin & Lindé, Jesper, 2005. "Firm-Specific Capital, Nominal Rigidities and the Business Cycle," CEPR Discussion Papers 4858, C.E.P.R. Discussion Papers.
  2. Lawrence J. Christiano & Roberto Motto & Massimo Rostagno, 2004. "The Great Depression and the Friedman-Schwartz Hypothesis," NBER Working Papers 10255, National Bureau of Economic Research, Inc.
  3. Bernanke, B. & Gertler, M. & Gilchrist, S., 1998. "The Financial Accelerator in a Quantitative Business Cycle Framework," Working Papers 98-03, C.V. Starr Center for Applied Economics, New York University.
  4. Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," NBER Working Papers 5146, National Bureau of Economic Research, Inc.
  5. Aghion, Philippe & Bacchetta, Philippe & Banerjee, Abhijit, 2001. "A Corporate Balance Sheet Approach to Currency Crises," CEPR Discussion Papers 3092, C.E.P.R. Discussion Papers.
  6. Ian Christensen & Ali Dib, 2006. "Monetary Policy in an Estimated DSGE Model with a Financial Accelerator," Working Papers 06-9, Bank of Canada.
  7. Simon Gilchrist & Jean-Olivier Hairault & Hubert Kempf, 2002. "Monetary policy and the financial accelerator in a monetary union," International Finance Discussion Papers 750, Board of Governors of the Federal Reserve System (U.S.).
  8. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
  9. Del Negro, Marco & Schorfheide, Frank & Smets, Frank & Wouters, Rafael, 2005. "On the Fit and Forecasting Performance of New Keynesian Models," CEPR Discussion Papers 4848, C.E.P.R. Discussion Papers.
  10. Smets, Frank & Wouters, Raf, 2002. "An estimated stochastic dynamic general equilibrium model of the euro area," Working Paper Series 0171, European Central Bank.
  11. Luis Felipe Céspedes & Roberto Chang & Andrés Velasco, 2004. "Balance Sheets and Exchange Rate Policy," American Economic Review, American Economic Association, vol. 94(4), pages 1183-1193, September.
  12. Christiano, Lawrence J. & Gust, Christopher & Roldos, Jorge, 2004. "Monetary policy in a financial crisis," Journal of Economic Theory, Elsevier, vol. 119(1), pages 64-103, November.
  13. Sargent, Thomas J, 1989. "Two Models of Measurements and the Investment Accelerator," Journal of Political Economy, University of Chicago Press, vol. 97(2), pages 251-87, April.
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