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Robustne erinevuste GMM×Arellano-Bongi GMM estimaator×
ValdkondÖkonomeetriaÖkonomeetria
PerekondRegression modelRegression model
Tekkeaasta1991 / 20051991
LoojaArellano & Bond (1991); robust inference extension via Windmeijer (2005)Manuel Arellano and Stephen Bond
TüüpGMM estimator with robust standard errorsDynamic panel GMM estimator
AlgallikasArellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The 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 ↗
Rööpnimetusedrobust Arellano-Bond estimator, difference GMM with robust SE, HAC difference GMM, AB-GMM robustArellano-Bond GMM, AB-GMM, difference GMM estimator, dynamic panel GMM
Seotud65
KokkuvõteRobust Difference GMM applies the Arellano-Bond first-difference GMM estimator with heteroscedasticity- and autocorrelation-consistent (HAC) or Windmeijer-corrected standard errors, delivering valid inference for dynamic panel models even when error variances are non-constant or residuals are cross-sectionally correlated.The Arellano-Bond GMM estimator addresses the two core problems of dynamic panel models — individual fixed effects correlated with the regressors, and the endogeneity introduced by a lagged dependent variable — by first-differencing to remove fixed effects and then using lagged levels of the dependent variable as internal instruments.
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ScholarGateVõrdle meetodeid: Robust Difference GMM · Panel Arellano-Bond GMM. Loetud 2026-06-19 aadressilt https://scholargate.app/et/compare