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시변 모수 Arellano-Bond GMM×패널 시스템 GMM (Blundell-Bond 추정량)×
분야계량경제학계량경제학
계열Regression modelRegression model
기원 연도1990s-2000s1998
창시자Extension of Arellano & Bond (1991); TVP generalisation developed in panel econometrics literatureBlundell & Bond (1998); Arellano & Bover (1995)
유형Dynamic panel GMM with time-varying coefficientsGMM estimator for dynamic panel data
원전Arellano, 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 ↗
별칭TVP Arellano-Bond GMM, TVP-AB GMM, time-varying coefficient dynamic panel GMM, state-space Arellano-Bond estimatorSystem GMM, Blundell-Bond estimator, SYS-GMM, two-step System GMM
관련66
요약The time-varying parameter Arellano-Bond GMM (TVP-AB GMM) is a dynamic panel estimator that extends the classic Arellano-Bond difference GMM framework by allowing regression coefficients to evolve over time. It addresses both individual fixed effects and the endogeneity of lagged dependent variables, while accommodating structural change and parameter instability across the sample period.Panel System GMM is a two-equation GMM estimator for dynamic panel data that stacks the differenced equation (using lagged levels as instruments) with the levels equation (using lagged differences as instruments). Developed by Blundell and Bond (1998) on the foundation of Arellano and Bover (1995), it is the preferred tool when the lagged dependent variable is highly persistent or individual effects are large.
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