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Phương pháp Kiểm soát Tổng hợp Động×Khác biệt trong Khác biệt Động×
Lĩnh vựcSuy luận nhân quảSuy luận nhân quả
HọRegression modelRegression model
Năm ra đời20102021
Người khởi xướngAbadie, Diamond & Hainmueller (2010); dynamic extensions by Abadie (2021) and othersCallaway & Sant'Anna; Sun & Abraham
LoạiComparative case study / counterfactual estimationCausal inference / quasi-experimental
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 ↗Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗
Tên gọi khácDynamic SCM, Time-varying synthetic control, Multi-period synthetic control, DSCDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
Liên quan54
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.Dynamic Difference-in-Differences extends the classic DiD framework to settings where units adopt treatment at different times. Rather than collapsing all variation into a single 2x2 comparison, it estimates group-time average treatment effects for each adoption cohort at each calendar period, then aggregates them into interpretable summaries of the causal effect over event time.
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ScholarGateSo sánh phương pháp: Dynamic Synthetic Control Method · Dynamic Difference-in-Differences. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare