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Metoda dinamică a controlului sintetic×Diferențe în Diferențe Dinamice×
DomeniuInferență cauzalăInferență cauzală
FamilieRegression modelRegression model
Anul apariției20102021
Autorul originalAbadie, Diamond & Hainmueller (2010); dynamic extensions by Abadie (2021) and othersCallaway & Sant'Anna; Sun & Abraham
TipComparative case study / counterfactual estimationCausal inference / quasi-experimental
Sursa seminalăAbadie, 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 ↗
Denumiri alternativeDynamic SCM, Time-varying synthetic control, Multi-period synthetic control, DSCDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
Înrudite54
RezumatThe 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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ScholarGateCompară metode: Dynamic Synthetic Control Method · Dynamic Difference-in-Differences. Preluat la 2026-06-15 de pe https://scholargate.app/ro/compare