Bayesian VARs with Large Panels

28 Pages Posted: 23 May 2008

See all articles by Marta Banbura

Marta Banbura

European Central Bank

Domenico Giannone

Federal Reserve Banks - Federal Reserve Bank of New York; Centre for Economic Policy Research (CEPR)

Lucrezia Reichlin

London Business School; Université Libre de Bruxelles (ULB) - European Center for Advanced Research in Economics and Statistics (ECARES); Centre for Economic Policy Research (CEPR); European Central Bank (ECB)

Date Written: June 2007

Abstract

This paper assesses the performance of Bayesian Vector Autoregression (BVAR) for models of different size. We consider standard specifications in the macroeconomic literature based on, respectively, three and eight variables and compare results with those obtained by larger models containing twenty or over one hundred conjunctural indicators. We first study forecasting accuracy and then perform a structural exercise focused on the effect of a monetary policy shock on the macroeconomy. Results show that BVARs estimated on the basis of hundred variables perform well in forecasting and are suitable for structural analysis.

Keywords: Bayesian VAR, forecasting, large cross-sections, monetary VAR

JEL Classification: C11, C13, C33, C53

Suggested Citation

Banbura, Marta and Giannone, Domenico and Reichlin, Lucrezia, Bayesian VARs with Large Panels (June 2007). CEPR Discussion Paper No. DP6326. Available at SSRN: https://ssrn.com/abstract=1136652

Marta Banbura (Contact Author)

European Central Bank ( email )

Sonnemannstrasse 22
Frankfurt am Main, 60314
Germany

Domenico Giannone

Federal Reserve Banks - Federal Reserve Bank of New York ( email )

33 Liberty Street
New York, NY 10045
United States

Centre for Economic Policy Research (CEPR)

London
United Kingdom

Lucrezia Reichlin

London Business School ( email )

Sussex Place
Regent's Park
London, London NW1 4SA
United Kingdom

Université Libre de Bruxelles (ULB) - European Center for Advanced Research in Economics and Statistics (ECARES) ( email )

Ave. Franklin D Roosevelt, 50 - C.P. 114
Brussels, B-1050
Belgium
+32 2 650 4221 (Phone)
+32 2 650 4475 (Fax)

Centre for Economic Policy Research (CEPR)

London
United Kingdom

European Central Bank (ECB) ( email )

Sonnemannstrasse 22
Frankfurt am Main, 60314
Germany

Register to save articles to
your library

Register

Paper statistics

Downloads
9
Abstract Views
1,001
PlumX Metrics