To read this content please select one of the options below:

Identifying Global and National Output and Fiscal Policy Shocks Using a GVAR

aFederal Reserve Bank of Dallas, USA
bUniversity of Southern California, USA; Trinity College, UK
cJudge Business School, University of Cambridge, UK

Essays in Honor of Cheng Hsiao

ISBN: 978-1-78973-958-9, eISBN: 978-1-78973-957-2

Publication date: 15 April 2020


This chapter contributes to the growing global VAR (GVAR) literature by showing how global and national shocks can be identified within a GVAR framework. The usefulness of the proposed approach is illustrated in an application to the analysis of the interactions between public debt and real output growth in a multicountry setting, and the results are compared to those obtained from standard single country VAR analysis. We find that on average (across countries) global shocks explain about one-third of the long-horizon forecast error variance of output growth, and about one-fifth of the long-run variance of the rate of change of debt-to-GDP. Evidence on the degree of cross-sectional dependence in these variables and their innovations are exploited to identify the global shocks, and priors are used to identify the national shocks within a Bayesian framework. It is found that posterior median debt elasticity with respect to output is much larger when the rise in output is due to a fiscal policy shock, as compared to when the rise in output is due to a positive technology shock. The cross-country average of the median debt elasticity is 1.45 when the rise in output is due to a fiscal expansion as compared to 0.76 when the rise in output follows from a favorable output shock.




We are grateful to Joshua Aizenman, Ambrogio Cesa-Bianchi, Essie Maasoumi, Alessandro Rebucci, and Ron Smith for helpful comments. We would also like to acknowledge comments and constructive suggestions from an anonymous reviewer, Dek Terrell (the Editor), as well as comments by participants at the 2018 Advances in Econometrics conference in honor of Cheng Hsiao, the International Association for Applied Econometrics 2019 annual conference, and at a seminar at the University of Southern California Dornsife Institute for New Economic Thinking. The views expressed in this chapter are those of the authors and do not necessarily represent those of the Federal Reserve Bank of Dallas or the Federal Reserve System.


Chudik, A., Pesaran, M.H. and Mohaddes, K. (2020), "Identifying Global and National Output and Fiscal Policy Shocks Using a GVAR", Li, T., Pesaran, M.H. and Terrell, D. (Ed.) Essays in Honor of Cheng Hsiao (Advances in Econometrics, Vol. 41), Emerald Publishing Limited, Leeds, pp. 143-189.



Emerald Publishing Limited

Copyright © 2020 Emerald Publishing Limited