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Identification of SVAR Models by Combining Sign Restrictions With External Instruments.

Authors :
Braun, Robin
Brüggemann, Ralf
Source :
Journal of Business & Economic Statistics; Oct2023, Vol. 41 Issue 4, p1077-1089, 13p
Publication Year :
2023

Abstract

We discuss combining sign restrictions with information in external instruments (proxy variables) to identify structural vector autoregressive (SVAR) models. In one setting, we assume the availability of valid external instruments. Sign restrictions may then be used to identify further orthogonal shocks, or as an additional piece of information to pin down the shocks identified by the external instruments more precisely. In a second setting, we assume that proxy variables are only "plausibly exogenous" and suggest various types of inequality restrictions to bound the relation between structural shocks and the external variable. This can be combined with conventional sign restrictions to further narrow down the set of admissible models. Within a proxy-augmented SVAR, we conduct Bayesian inference and discuss computation of Bayes factors. They can be useful to test either the sign- or IV restrictions as overidentifying. We illustrate the usefulness of our methodology in estimating the effects of oil supply and monetary policy shocks. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
07350015
Volume :
41
Issue :
4
Database :
Complementary Index
Journal :
Journal of Business & Economic Statistics
Publication Type :
Academic Journal
Accession number :
172896318
Full Text :
https://doi.org/10.1080/07350015.2022.2104857