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Large Datasets, Small Models and Monetary Policy in Europe

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Author Info
Favero, Carlo A
Marcellino, Massimiliano

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Abstract

Nowadays a considerable amount of information on the behaviour of the economy is readily available, in the form of large datasets of macroeconomic variables. Central bankers can be expected to base their decisions on this very large information set. Yet the academic profession has shown a clear preference for using small models to highlight stylized facts and to implement policy simulation exercises. Omitted information is then a potentially relevant problem. Recent time-series techniques for the analysis of large datasets have shown how vast an amount of information can be captured by few factors. In this paper we combine factors extracted from large datasets with more traditional small-scale models to analyse monetary policy in Europe. In particular, we model hundreds of macroeconomic variables with a dynamic factor model, and summarize their informational content with a few estimated factors. These factors are then used as instruments in the estimation of forward-looking Taylor rules, and as additional regressors in structural VARs. The latter are then used to evaluate the effects of unexpected and systematic monetary policy.

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Paper provided by C.E.P.R. Discussion Papers in its series CEPR Discussion Papers with number 3098.

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Date of creation: Dec 2001
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Handle: RePEc:cpr:ceprdp:3098

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Related research
Keywords: dynamic factors; monetary policy; small models;

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Find related papers by JEL classification:
E50 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - General
E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies

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  1. Massimiliano Marcellino, . "Some stylized facts on non-systematic fiscal policy in the Euro area," Working Papers 225, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University. [Downloadable!]
    Other versions:
  2. Fabio C. Bagliano & Claudio Morana, 2006. "A New Approach to Factor Vector Autoregressive Estimation with an Application to Large-Scale Macroeconometric Modelling," Carlo Alberto Notebooks 28, Collegio Carlo Alberto. [Downloadable!]
  3. Giannone, Domenico & Reichlin, Lucrezia & Sala, Luca, 2002. "Tracking Greenspan: Systematic and Unsystematic Monetary Policy Revisited," CEPR Discussion Papers 3550, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
  4. Hilde C. Bjørnland, 2006. "Monetary Policy and the Illusionary Exchange Rate Puzzle," Computing in Economics and Finance 2006 45, Society for Computational Economics. [Downloadable!]
    Other versions:
  5. Hilde C. Bjørnland, 2005. "Monetary policy and exchange rate interactions in a small open economy," Working Paper 2005/16, Norges Bank. [Downloadable!]
    Other versions:
  6. Marcellino, Massimiliano, 2002. "Forecasting EMU Macroeconomic Variables," CEPR Discussion Papers 3529, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
    Other versions:
  7. Victor Bystrov, 2006. "Forecasting Emerging Market Indicators: Brazil and Russia," Economics Working Papers ECO2006/12, European University Institute. [Downloadable!]
  8. Carlo Ambrogio Favero & Massimilano Marcellino & Francesca Neglia, . "Principal components at work: The empirical analysis of monetary policy with large datasets," Working Papers 223, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University. [Downloadable!]
    Other versions:
  9. James H. Stock & Mark W. Watson, 2005. "Implications of Dynamic Factor Models for VAR Analysis," NBER Working Papers 11467, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  10. Fabio Bagliano & Claudio Morana, 2008. "Factor vector autoregressive estimation: a new approach," Journal of Economic Interaction and Coordination, Springer, vol. 3(1), pages 15-23, June. [Downloadable!] (restricted)
  11. Francesco Daveri & Andrea Mascotto, . "The IT revolution across the U.S. states," Working Papers 226, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University. [Downloadable!]
  12. Mark J. Holmes & Arthur Grimes, 2005. "Is there long-run convergence of regional house prices in the UK?," Working Papers 05_11, Motu Economic and Public Policy Research. [Downloadable!]
  13. Francesco Belviso & Fabio Milani, 2005. "Structural Factor-Augmented VAR (SFAVAR) and the Effects of Monetary Policy," Macroeconomics 0503023, EconWPA. [Downloadable!]
  14. Reichlin, Lucrezia, 2002. "Factor Models in Large Cross-Sections of Time Series," CEPR Discussion Papers 3285, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
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