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Difference GMM (Arellano-Bond Estimator)×Arellano-Bond GMM-estimator×
FagområdeØkonometriØkonometri
FamilieRegression modelRegression model
Oprindelsesår19911991
OphavspersonManuel Arellano and Stephen BondManuel Arellano and Stephen Bond
TypeGMM panel estimatorGMM estimator for dynamic panel data
Oprindelig kildeArellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Review of Economic Studies, 58(2), 277–297. DOI ↗Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Review of Economic Studies, 58(2), 277-297. DOI ↗
AliasserArellano-Bond estimator, AB-GMM, first-difference GMM, difference GMM estimatorAB-GMM, Difference GMM, first-difference GMM, Arellano-Bond estimator
Relaterede55
ResuméDifference GMM, introduced by Arellano and Bond (1991), estimates dynamic panel data models by first-differencing the equation to remove fixed effects, then using lagged levels of the endogenous variables as GMM instruments. It is the standard approach when a lagged dependent variable or other endogenous regressors are present in a panel with many units and few time periods.The Arellano-Bond GMM estimator is the standard approach for dynamic panel data models in which the lagged dependent variable appears as a regressor. By first-differencing to remove fixed effects and using deeper lags as instruments, it yields consistent estimates even when the error is serially correlated and regressors are endogenous.
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