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Kaedah Kawalan Sintetik (SCM)×Kaedah Pemboleh Ubah Instrumental (IV) untuk Inferensi Kausal×
BidangInferens KausalEkonomi Kesihatan
KeluargaRegression modelProcess / pipeline
Tahun asal2003–20101990s (modern applications)
PengasasAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)Angrist & Pischke (applied econometrics); rooted in econometric theory
JenisQuasi-experimental causal inferenceMethod
Sumber perintisAbadie, 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 ↗
AliasSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller methodIV, two-stage least squares, TSLS, causal estimation
Berkaitan43
RingkasanThe 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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ScholarGateBandingkan kaedah: Synthetic Control Method · Instrumental Variables in Health Research. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare