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Perbezaan-dalam-Perbezaan Kesan Rawatan Heterogen (HTE-DiD)×Perbezaan-dalam-Perbezaan (Diff-in-Diff)×
BidangInferens KausalEkonometrik
KeluargaRegression modelRegression model
Tahun asal20211994
PengasasCallaway & Sant'Anna; Sun & AbrahamCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
JenisCausal inference / panel regressionCausal inference / panel regression
Sumber perintisCallaway, 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
AliasHTE-DiD, heterogeneous DiD, CATT estimator, group-time ATTdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Berkaitan45
RingkasanHTE-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.Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes.
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ScholarGateBandingkan kaedah: Heterogeneous Treatment Effect Difference-in-Differences · Difference-in-Differences. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare