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System GMM z parametrami zmiennymi w czasie×Model dynamicznych danych panelowych×
DziedzinaEkonometriaEkonometria
RodzinaRegression modelRegression model
Rok powstania1998 (System GMM); TVP extensions in applied literature thereafter1988–1991
TwórcaBlundell & Bond (System GMM base); Cooley & Prescott (TVP framework)Arellano & Bond (1991); Holtz-Eakin, Newey & Rosen (1988)
TypDynamic panel estimator with time-varying coefficientsDynamic regression / GMM estimation
Źródło pierwotneBlundell, 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 ↗
Inne nazwyTVP System GMM, time-varying System GMM, TVP-SGMM, dynamic panel TVP estimatordynamic panel model, panel data model with lagged dependent variable, DPD model, Arellano-Bond model
Pokrewne65
PodsumowanieTime-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.The dynamic panel data model extends standard panel regression by including a lagged value of the outcome variable as a regressor, capturing persistence and adjustment dynamics. Because the lagged dependent variable is correlated with the unit-specific fixed effect, ordinary OLS or within estimators are biased; GMM-based methods using internal instruments are the standard remedy.
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ScholarGatePorównaj metody: Time-varying parameter system GMM · Dynamic Panel Data Model. Pobrano 2026-06-17 z https://scholargate.app/pl/compare