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Heterogeneous Treatment Effect Difference-in-Differences (HTE-DiD)×Panel Data Difference-in-Differences (Panel DiD / TWFE)×
OblastKauzalno zaključivanjeKauzalno zaključivanje
PorodicaRegression modelRegression model
Godina nastanka20211985–2004
TvoracCallaway & Sant'Anna; Sun & AbrahamAshenfelter & Card (1985); codified by Angrist & Pischke (2009); serial correlation critique by Bertrand, Duflo & Mullainathan (2004)
TipCausal inference / panel regressionCausal inference / panel regression
Temeljni izvorCallaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-Differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
Drugi naziviHTE-DiD, heterogeneous DiD, CATT estimator, group-time ATTTwo-Way Fixed Effects DiD, TWFE, Panel DiD, Panel Diff-in-Diff
Srodne44
SažetakHTE-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.Panel Data Difference-in-Differences extends the classic two-period DiD design to settings with multiple units observed across many time periods. By absorbing unit-level fixed effects and time fixed effects simultaneously, it isolates the causal effect of a treatment or policy change while controlling for both time-invariant unit heterogeneity and common time shocks affecting all units.
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ScholarGateUporedite metode: Heterogeneous Treatment Effect Difference-in-Differences · Panel Data Difference-in-Differences. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare