विधियों की तुलना करें

	Robust Difference GMM	Robust System GMM
क्षेत्र	अर्थमिति	अर्थमिति
परिवार	Regression model	Regression model
उद्भव वर्ष	1991 / 2005	1998–2005
प्रवर्तक	Arellano & Bond (1991); robust inference extension via Windmeijer (2005)	Blundell & Bond (1998); robustness corrections by Windmeijer (2005)
प्रकार	GMM estimator with robust standard errors	Panel data GMM estimator
मौलिक स्रोत	Arellano, 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.	Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143.
उपनाम	robust Arellano-Bond estimator, difference GMM with robust SE, HAC difference GMM, AB-GMM robust	system GMM with robust standard errors, two-step system GMM, Blundell-Bond robust estimator, robust S-GMM
संबंधित	6	5
सारांश	Robust 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.