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GMM Perbezaan Robust×GMM Sistem Teguh×
BidangEkonometrikEkonometrik
KeluargaRegression modelRegression model
Tahun asal1991 / 20051998–2005
PengasasArellano & Bond (1991); robust inference extension via Windmeijer (2005)Blundell & Bond (1998); robustness corrections by Windmeijer (2005)
JenisGMM estimator with robust standard errorsPanel data GMM estimator
Sumber perintisArellano, 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 ↗Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. DOI ↗
Aliasrobust Arellano-Bond estimator, difference GMM with robust SE, HAC difference GMM, AB-GMM robustsystem GMM with robust standard errors, two-step system GMM, Blundell-Bond robust estimator, robust S-GMM
Berkaitan65
RingkasanRobust 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.Robust System GMM is a two-step panel data estimator that combines the difference and levels moment conditions of Blundell and Bond (1998) with Windmeijer's (2005) finite-sample correction to the two-step variance, producing valid inference even in short panels with a persistent dependent variable, individual fixed effects, and potentially endogenous regressors.
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ScholarGateBandingkan kaedah: Robust Difference GMM · Robust System GMM. Dicapai 2026-06-17 daripada https://scholargate.app/ms/compare