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Staggered Difference-in-Differences×Syntetisk Kontrol Metode (SCM)×
FagområdeKausal inferensKausal inferens
FamilieRegression modelRegression model
Oprindelsesår20212010
OphavspersonCallaway & Sant'Anna; Sun & AbrahamAbadie, Diamond & Hainmueller
TypeQuasi-experimental panel causal estimatorCounterfactual causal-inference model
Oprindelig kildeCallaway, B. & Sant'Anna, P. H. C. (2021). Difference-in-Differences with Multiple Time Periods. Journal of Econometrics, 225(2), 200-230. 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 ↗
Aliasserstaggered DID, staggered adoption DID, heterogeneous treatment DID, Callaway-Sant'Anna estimatorsynthetic control method, SCM, synthetic counterfactual, Sentetik Kontrol Yöntemi (SCM)
Relaterede45
ResuméStaggered Difference-in-Differences is a generalisation of DID for panel designs in which treatment is rolled out to different groups at different times. Introduced in the modern form by Callaway and Sant'Anna (2021) and Sun and Abraham (2021), it corrects the bias that classical two-way fixed-effects (TWFE) estimators suffer when treatment effects are heterogeneous across cohorts and over time.The Synthetic Control Method, introduced by Abadie, Diamond and Hainmueller in 2010, builds a weighted counterfactual for a single treated unit from a pool of untreated donor units. It is widely regarded as the gold standard for evaluating large policy interventions, natural experiments, and N=1 case studies where no obvious comparison unit exists.
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ScholarGateSammenlign metoder: Staggered Difference-in-Differences · Synthetic Control. Hentet 2026-06-18 fra https://scholargate.app/da/compare