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Phương pháp Kiểm soát Tổng hợp (SCM)×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 đời2003–20101990s (modern applications)
Người khởi xướngAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)Angrist & Pischke (applied econometrics); rooted in econometric theory
LoạiQuasi-experimental causal inferenceMethod
Công trình gốcAbadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. Journal of the American Statistical Association, 105(490), 493-505. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Tên gọi khácSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller methodIV, two-stage least squares, TSLS, causal estimation
Liên quan43
Tóm tắtThe Synthetic Control Method estimates the causal effect of a treatment or policy on a single treated unit by constructing a weighted combination of untreated units — the synthetic control — that closely resembles the treated unit before the intervention. The gap between the treated unit and its synthetic counterpart after the intervention is the estimated treatment effect.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: Synthetic Control Method · Instrumental Variables in Health Research. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare