Сравнение методов

	GMM Арельяно-Бонда с изменяющимися во времени параметрами	Динамическая панельная модель
Область	Эконометрика	Эконометрика
Семейство	Regression model	Regression model
Год появления	1990s-2000s	1988–1991
Автор метода	Extension of Arellano & Bond (1991); TVP generalisation developed in panel econometrics literature	Arellano & Bond (1991); Holtz-Eakin, Newey & Rosen (1988)
Тип	Dynamic panel GMM with time-varying coefficients	Dynamic regression / GMM estimation
Основополагающий источник	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.	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.
Другие названия	TVP Arellano-Bond GMM, TVP-AB GMM, time-varying coefficient dynamic panel GMM, state-space Arellano-Bond estimator	dynamic panel model, panel data model with lagged dependent variable, DPD model, Arellano-Bond model
Связанные	6	5
Сводка	The 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.	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.