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Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations

The Review of Economic Studies · 1991 · Vol. 58(2) · pp. 277–277
Manuel ArellanoStephen Bond

Abstract

This paper presents specification tests that are applicable after estimating a dynamic model from panel data by the generalized method of moments (GMM), and studies the practical performance of these procedures using both generated and real data. Our GMM estimator optimally exploits all the linear moment restrictions that follow from the assumption of no serial correlation in the errors, in an equation which contains individual effects, lagged dependent variables and no strictly exogenous variables. We propose a test of serial correlation based on the GMM residuals and compare this with Sargan tests of over-identifying restrictions and Hausman specification tests.

Spatial and Panel Data AnalysisMonetary Policy and Economic ImpactFiscal Policy and Economic GrowthGeneralized method of momentsEstimatorPanel dataHausman testEconometricsMonte Carlo methodSpecificationMoment (physics)AutocorrelationInstrumental variable
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References
Panel data and unobservable individual effects
Journal of Econometrics · 1981 · 2,354 citations
Errors in variables in panel data
Journal of Econometrics · 1986 · 1,642 citations
Formulation and estimation of dynamic models using panel data
Journal of Econometrics · 1982 · 2,844 citations
Estimating Vector Autoregressions with Panel Data
Econometrica · 1988 · 4,200 citations
Specification Tests in Econometrics
Econometrica · 1978 · 18,130 citations
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