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Biến Công Cụ (IV) cho Hiệu Ứng Điều Trị Không Đồng Nhất (HTE-IV)×Phương pháp Biến Công cụ (IV) cho Suy luận Nhân quả×
Lĩnh vựcSuy luận nhân quảKinh tế học y tế
HọRegression modelProcess / pipeline
Năm ra đời19941990s (modern applications)
Người khởi xướngImbens & AngristAngrist & Pischke (applied econometrics); rooted in econometric theory
LoạiCausal inference / IV with effect heterogeneityMethod
Công trình gốcImbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Tên gọi khácHTE-IV, LATE estimator, IV with effect heterogeneity, local average treatment effect IVIV, two-stage least squares, TSLS, causal estimation
Liên quan43
Tóm tắtHeterogeneous treatment effect IV applies instrumental variables estimation while explicitly acknowledging and modelling that the treatment effect differs across units. Rather than recovering a single average effect, it focuses on the Local Average Treatment Effect (LATE) — the causal effect for compliers, the subpopulation whose treatment status is actually shifted by the instrument — and extends analysis to variation in that effect across observed subgroups.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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ScholarGateSo sánh phương pháp: Heterogeneous treatment effect Instrumental variables · Instrumental Variables in Health Research. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare