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강건 시스템 GMM×시스템 GMM (Arellano-Bover / Blundell-Bond)×
분야계량경제학계량경제학
계열Regression modelRegression model
기원 연도1998–20051998
창시자Blundell & Bond (1998); robustness corrections by Windmeijer (2005)Arellano & Bover (1995); Blundell & Bond (1998)
유형Panel data GMM estimatorDynamic panel data estimator
원전Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. 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 ↗
별칭system GMM with robust standard errors, two-step system GMM, Blundell-Bond robust estimator, robust S-GMMArellano-Bover estimator, Blundell-Bond estimator, dynamic panel GMM, Sistem GMM (Arellano-Bover / Blundell-Bond)
관련54
요약Robust 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.System GMM is a generalized method of moments estimator for dynamic panel models that contain a lagged dependent variable. Introduced by Blundell and Bond (1998), building on Arellano and Bover, it augments the differenced equation of the earlier difference GMM (Arellano-Bond) with the equation in levels to deliver consistent estimates when N is large and T is small.
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