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Perbezaan-dalam-Perbezaan Data Panel (Panel DiD / TWFE)×Kaedah Kawalan Sintetik (SCM)×
BidangInferens KausalInferens Kausal
KeluargaRegression modelRegression model
Tahun asal1985–20042003–2010
PengasasAshenfelter & Card (1985); codified by Angrist & Pischke (2009); serial correlation critique by Bertrand, Duflo & Mullainathan (2004)Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
JenisCausal inference / panel regressionQuasi-experimental causal inference
Sumber perintisAngrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355Abadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. Journal of the American Statistical Association, 105(490), 493-505. DOI ↗
AliasTwo-Way Fixed Effects DiD, TWFE, Panel DiD, Panel Diff-in-DiffSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Berkaitan44
RingkasanPanel 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.The Synthetic Control Method estimates the causal effect of a treatment or policy on a single treated unit by constructing a weighted combination of untreated units — the synthetic control — that closely resembles the treated unit before the intervention. The gap between the treated unit and its synthetic counterpart after the intervention is the estimated treatment effect.
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ScholarGateBandingkan kaedah: Panel Data Difference-in-Differences · Synthetic Control Method. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare