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Dynamiczne zmienne instrumentalne (Dynamic Panel IV / Arellano-Bond)×Zmienne instrumentalne dla danych panelowych (Panel IV / 2SLS)×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania19911978-1991
TwórcaArellano & Bond (1991); extended by Blundell & Bond (1998)Hausman (1978); Anderson & Hsiao (1982); Arellano & Bond (1991)
TypDynamic panel causal estimationCausal inference / panel regression
Źródło pierwotneArellano, 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 ↗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 nazwyDynamic IV, Dynamic Panel IV, Arellano-Bond GMM, System GMMPanel IV, Panel 2SLS, Within-IV, Fixed-Effects IV
Pokrewne54
PodsumowanieDynamic Instrumental Variables estimation addresses endogeneity in panel models where the outcome depends on its own past values. By first-differencing to remove unit fixed effects and then using lagged levels as instruments for the differenced lagged outcome, it produces consistent causal estimates even when standard OLS or fixed-effects are biased by dynamic feedback.Panel data instrumental variables combines the bias-correcting power of instrumental variables (IV) with the within-unit variation exploited by panel data methods. It addresses endogeneity — omitted variables, reverse causation, or measurement error — in longitudinal settings where observations are repeated across units and time. Seminal contributions come from Hausman (1978) on specification testing and Arellano and Bond (1991) on GMM-based panel IV.
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ScholarGatePorównaj metody: Dynamic Instrumental Variables · Panel Data Instrumental Variables. Pobrano 2026-06-18 z https://scholargate.app/pl/compare