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Phương pháp Kiểm soát Tổng hợp Động×Phương pháp Kiểm soát Tổng hợp Dữ liệu Bảng×
Lĩnh vựcSuy luận nhân quảSuy luận nhân quả
HọRegression modelRegression model
Năm ra đời20102010
Người khởi xướngAbadie, Diamond & Hainmueller (2010); dynamic extensions by Abadie (2021) and othersAlberto Abadie, Alexis Diamond & Jens Hainmueller
LoạiComparative case study / counterfactual estimationCausal inference / panel data
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 ↗Abadie, 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 ↗
Tên gọi khácDynamic SCM, Time-varying synthetic control, Multi-period synthetic control, DSCSCM panel, panel synthetic control, synthetic control estimator, comparative case study
Liên quan55
Tóm tắtThe Dynamic Synthetic Control Method extends the classic synthetic control framework to evaluate treatments that unfold over multiple periods or change in intensity over time. It constructs a weighted combination of untreated units that matches the treated unit in pre-treatment outcomes, then traces the full time path of treatment effects period by period after the intervention — capturing not just an average effect but how the effect evolves dynamically.The panel data synthetic control method estimates the causal effect of an intervention on a single treated unit by constructing a data-driven weighted combination of untreated units — a synthetic control — that best reproduces the treated unit's pre-treatment outcome trajectory. The post-treatment gap between the treated unit and its synthetic counterpart is the estimated treatment effect.
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ScholarGateSo sánh phương pháp: Dynamic Synthetic Control Method · Panel Data Synthetic Control Method. Truy cập ngày 2026-06-17 từ https://scholargate.app/vi/compare