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Estimation and Inference in Short Panel Vector Autoregressions with Unit Roots and Cointegration

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  • Michael Binder, Cheng Hsiao, and M. Hashem Pesaran

Abstract

This paper considers estimation and inference in panel vector autoregressions (PVARs) with fixed effects when the time dimension is finite and the cross-sectional dimension is large. A Maximum Likelihood (ML) estimator based on a transformed likelihood function is proposed and shown to be consistent and asymptotically normal irrespective of the unit-root and cointegrating properties of the underlying PVAR model. This transformed framework is also used to derive unit-root and cointegration tests, based on standard chi-squared and normally distributed statistics, in panels with a short time dimension. It is shown that the standard Generalized Method of Moments (GMM) estimator, examined as an alternative to the proposed ML estimator, breaks down if the underlying time series contain unit roots. Also, the extended GMM estimator, using variants of homoskedasticity and stationarity restrictions as suggested in a univariate context, is subject to difficulties. Monte Carlo evidence suggests that the ML estimator and the tests of hypotheses and cointegration that are based on it perform well in small samples in marked contrast to the performance of GMM estimators.

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Bibliographic Info

Paper provided by Society for Computational Economics in its series Computing in Economics and Finance 2001 with number 36.

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Date of creation: 01 Apr 2001
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Handle: RePEc:sce:scecf1:36

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Keywords: Panel Vector Autoregressions; Fixed Effects; Unit Roots; Cointegration;

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