Vertaile menetelmiä

	Structural Break Difference GMM	Structural Break System GMM
Tieteenala	Ekonometria	Ekonometria
Menetelmäperhe	Regression model	Regression model
Syntyvuosi	1991 / 1998	1998–2003
Kehittäjä	Arellano & Bond (Difference GMM); Bai & Perron (structural break testing)	Blundell & Bond (System GMM); Bai & Perron (structural break framework)
Tyyppi	Dynamic panel estimator with structural breaks	Dynamic panel estimator with regime change
Alkuperäislähde	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.
Rinnakkaisnimet	Difference GMM with structural breaks, break-augmented Arellano-Bond GMM, dynamic panel GMM with regime shifts, structural change Difference GMM	System GMM with structural breaks, SB-SGMM, break-augmented System GMM, System GMM structural change estimator
Liittyvät	6	6
Tiivistelmä	Structural Break Difference GMM extends the Arellano-Bond first-difference GMM estimator to dynamic panel settings where the data-generating process shifts at one or more unknown breakpoints. By explicitly incorporating break indicators or allowing regime-specific parameters, the estimator avoids the biased coefficient and invalid moment conditions that arise when a structural change is ignored in a standard Difference GMM fit.	Structural Break System GMM extends the Blundell-Bond System GMM estimator for dynamic panel data by explicitly accounting for structural breaks — abrupt regime changes in slopes, intercepts, or dynamics — that, if ignored, bias the coefficient estimates and invalidate the moment conditions that underpin standard GMM inference.