So sánh phương pháp

Xem các phương pháp đã chọn cạnh nhau; những hàng khác biệt được làm nổi bật.

Phương pháp Sai phân theo Sai phân Đa thời kỳ (Staggered DiD)×Dữ liệu bảng Khác biệt-trong-Khác biệt (Panel DiD / TWFE)×
Lĩnh vựcSuy luận nhân quảSuy luận nhân quả
HọRegression modelRegression model
Năm ra đời20211985–2004
Người khởi xướngCallaway & Sant'Anna; Goodman-BaconAshenfelter & Card (1985); codified by Angrist & Pischke (2009); serial correlation critique by Bertrand, Duflo & Mullainathan (2004)
LoạiCausal inference / panel regressionCausal inference / panel regression
Công trình gốcCallaway, 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
Tên gọi khácstaggered DiD, multi-period DiD, staggered difference-in-differences, heterogeneous timing DiDTwo-Way Fixed Effects DiD, TWFE, Panel DiD, Panel Diff-in-Diff
Liên quan54
Tóm tắtMulti-period Difference-in-Differences extends the classic two-period DiD framework to settings where units adopt treatment at different points in time. Formalised by Callaway and Sant'Anna (2021) and Goodman-Bacon (2021), it decomposes the overall treatment effect into group-time average treatment effects and addresses the bias that arises when conventional two-way fixed-effects regressions are applied to staggered adoption designs.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.
ScholarGateBộ dữ liệu
  1. v1
  2. 2 Nguồn tài liệu
  3. PUBLISHED
  1. v1
  2. 2 Nguồn tài liệu
  3. PUBLISHED

Đến trang tìm kiếm Download slides

ScholarGateSo sánh phương pháp: Multi-period Difference-in-differences · Panel Data Difference-in-Differences. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare