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Heterogeneous Treatment Effect Difference-in-Differences (HTE-DiD)×Dynamische Difference-in-Differences×
VakgebiedCausale inferentieCausale inferentie
FamilieRegression modelRegression model
Jaar van ontstaan20212021
GrondleggerCallaway & Sant'Anna; Sun & AbrahamCallaway & Sant'Anna; Sun & Abraham
TypeCausal inference / panel regressionCausal inference / quasi-experimental
Oorspronkelijke bronCallaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-Differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗
AliassenHTE-DiD, heterogeneous DiD, CATT estimator, group-time ATTDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
Verwant44
SamenvattingHTE-DiD extends the classic Difference-in-Differences estimator to settings where treatment effects vary across units, time periods, or treatment cohorts. Developed formally by Callaway and Sant'Anna (2021) and Sun and Abraham (2021), it avoids the biases that arise when a conventional two-way fixed-effects regression is used with staggered adoption or effect heterogeneity, by estimating cohort-and-time-specific average treatment effects that can then be aggregated flexibly.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.
ScholarGateGegevensset
  1. v1
  2. 2 Bronnen
  3. PUBLISHED
  1. v1
  2. 2 Bronnen
  3. PUBLISHED

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ScholarGateMethoden vergelijken: Heterogeneous Treatment Effect Difference-in-Differences · Dynamic Difference-in-Differences. Geraadpleegd op 2026-06-15 via https://scholargate.app/nl/compare