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Dynamické regresné premenné (Dynamické panelové IV / Arellano-Bond)×Metóda instrumentálnych premenných (IV) pre kauzálnu inferenciu×
OdborKauzálna inferenciaEkonomika zdravotníctva
RodinaRegression modelProcess / pipeline
Rok vzniku19911990s (modern applications)
TvorcaArellano & Bond (1991); extended by Blundell & Bond (1998)Angrist & Pischke (applied econometrics); rooted in econometric theory
TypDynamic panel causal estimationMethod
Pôvodný zdrojArellano, 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 ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Ďalšie názvyDynamic IV, Dynamic Panel IV, Arellano-Bond GMM, System GMMIV, two-stage least squares, TSLS, causal estimation
Príbuzné53
ZhrnutieDynamic 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.Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes.
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ScholarGatePorovnať metódy: Dynamic Instrumental Variables · Instrumental Variables in Health Research. Získané 2026-06-18 z https://scholargate.app/sk/compare