Panel Vector Autoregressive Models: A Survey
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The views expressed in this article are those of the authors and do not necessarily reflect those of the ECB or the Eurosystem.
The views expressed in this article are those of the authors and do not necessarily reflect those of the ECB or the Eurosystem.
ISBN: 978-1-78190-752-8
Publication date: 13 December 2013
Abstract
This article provides an overview of the panel vector autoregressive models (VAR) used in macroeconomics and finance to study the dynamic relationships between heterogeneous assets, households, firms, sectors, and countries. We discuss what their distinctive features are, what they are used for, and how they can be derived from economic theory. We also describe how they are estimated and how shock identification is performed. We compare panel VAR models to other approaches used in the literature to estimate dynamic models involving heterogeneous units. Finally, we show how structural time variation can be dealt with.
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Acknowledgements
Acknowledgment
We thank Lutz Kilian, Chris Sims, and the participants to the 12th Annual workshop on Avances in Econometrics, Dallas for comments and suggestions.
Citation
Canova, F. and Ciccarelli, M. (2013), "Panel Vector Autoregressive Models: A Survey The views expressed in this article are those of the authors and do not necessarily reflect those of the ECB or the Eurosystem.
Publisher
:Emerald Group Publishing Limited
Copyright © 2013 Emerald Group Publishing Limited