Vertaile menetelmiä

	Aikasarjojen parametrijärjestelmän GMM	Aikasarjojen parametrien differenssiGMM (Time-Varying Parameter Difference GMM)
Tieteenala	Ekonometria	Ekonometria
Menetelmäperhe	Regression model	Regression model
Syntyvuosi	1998 (System GMM); TVP extensions in applied literature thereafter	2000s–2010s
Kehittäjä	Blundell & Bond (System GMM base); Cooley & Prescott (TVP framework)	Extends Arellano & Bond (1991) difference GMM; TVP panel extensions developed in the 2000s–2010s literature
Tyyppi	Dynamic panel estimator with time-varying coefficients	Dynamic panel estimator with time-varying parameters
Alkuperäislähde	Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143.	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.
Rinnakkaisnimet	TVP System GMM, time-varying System GMM, TVP-SGMM, dynamic panel TVP estimator	TVP-DGMM, time-varying GMM, TVP difference GMM, dynamic panel TVP estimator
Liittyvät	6	3
Tiivistelmä	Time-Varying Parameter System GMM extends the Blundell-Bond System Generalized Method of Moments estimator to allow regression coefficients to change over time. By combining the instrument-based correction for dynamic endogeneity with a time-varying coefficient structure, the method captures both the persistence of the lagged dependent variable and structural shifts in the effect of regressors across periods.	Time-varying parameter difference GMM combines the Arellano-Bond first-difference GMM estimator for dynamic panels with a state-space or local-smoothing framework that allows regression coefficients to drift over time. It handles endogeneity and lagged dependent variables while relaxing the assumption that structural relationships remain constant across all periods.