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Multifase Kontrafaktisk Effektvurdering×Dynamisk Difference-in-Differences×
FagområdeKausal inferensKausal inferens
FamilieRegression modelRegression model
Oprindelsesår2000s–2010s2021
OphavspersonDeveloped through EU policy evaluation practice (European Commission); formalized by Lechner, Caliendo, and related econometriciansCallaway & Sant'Anna; Sun & Abraham
TypeCausal inference / quasi-experimental evaluationCausal inference / quasi-experimental
Oprindelig kildeCaliendo, M., & Kopeinig, S. (2008). Some Practical Guidance for the Implementation of Propensity Score Matching. Journal of Economic Surveys, 22(1), 31-72. DOI ↗Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗
Aliassermulti-period CIE, longitudinal counterfactual evaluation, dynamic counterfactual impact evaluation, multi-wave CIEDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
Relaterede44
ResuméMulti-period Counterfactual Impact Evaluation (CIE) estimates the causal effect of a policy or program by constructing what would have happened to treated units across multiple time periods had they not been treated. Unlike single-period evaluations, it tracks treatment effects as they evolve over time, capturing dynamic, delayed, or fading impacts that a two-period comparison would miss.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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ScholarGateSammenlign metoder: Multi-period Counterfactual Impact Evaluation · Dynamic Difference-in-Differences. Hentet 2026-06-17 fra https://scholargate.app/da/compare