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패널 데이터 이중차분법 (패널 DiD / TWFE)×합성 통제 방법 (SCM)×
분야인과추론인과추론
계열Regression modelRegression model
기원 연도1985–20042003–2010
창시자Ashenfelter & Card (1985); codified by Angrist & Pischke (2009); serial correlation critique by Bertrand, Duflo & Mullainathan (2004)Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
유형Causal inference / panel regressionQuasi-experimental causal inference
원전Angrist, 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 ↗
별칭Two-Way Fixed Effects DiD, TWFE, Panel DiD, Panel Diff-in-DiffSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
관련44
요약Panel 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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ScholarGate방법 비교: Panel Data Difference-in-Differences · Synthetic Control Method. 2026-06-15에 다음에서 검색함: https://scholargate.app/ko/compare