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Pemboleh Ubah Instrumental Dinamik (Panel Dinamik IV / Arellano-Bond)×Kaedah Pemboleh Ubah Instrumental (IV) untuk Inferensi Kausal×
BidangInferens KausalEkonomi Kesihatan
KeluargaRegression modelProcess / pipeline
Tahun asal19911990s (modern applications)
PengasasArellano & Bond (1991); extended by Blundell & Bond (1998)Angrist & Pischke (applied econometrics); rooted in econometric theory
JenisDynamic panel causal estimationMethod
Sumber perintisArellano, 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 ↗
AliasDynamic IV, Dynamic Panel IV, Arellano-Bond GMM, System GMMIV, two-stage least squares, TSLS, causal estimation
Berkaitan53
RingkasanDynamic 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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ScholarGateBandingkan kaedah: Dynamic Instrumental Variables · Instrumental Variables in Health Research. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare