Panel vector autoregression in R with the package panelvar
Michael Sigmund and
Robert Ferstl
The Quarterly Review of Economics and Finance, 2021, vol. 80, issue C, 693-720
Abstract:
In this paper we extend two general methods of moment (GMM) estimators to panel vector autoregression models (PVAR) with p lags of endogenous variables, predetermined and strictly exogenous variables. We first extend the first difference GMM estimator to this extended PVAR model. Second, we do the same for the system GMM estimator. We implement these estimators in the R package panelvar. In addition to the GMM estimators, we contribute to the empirical literature by implementing common specification tests (Hansen overidentification test, lag selection criterion and stability test of the PVAR polynomial) and classical structural analysis for PVAR models such as orthogonal and generalized impulse response functions, bootstrapped confidence intervals for impulse response analysis and forecast error variance decompositions. Finally, we implement the first difference and the forward orthogonal transformation to remove the fixed effects.
Keywords: Panel vector autoregression model; Generalized method of moments; First difference and system GMM; R (search for similar items in EconPapers)
JEL-codes: G20 G30 (search for similar items in EconPapers)
Date: 2021
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (10)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:quaeco:v:80:y:2021:i:c:p:693-720
DOI: 10.1016/j.qref.2019.01.001
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