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政策イベントスタディ(パネルデータ)×パネルデータ固定効果モデル×
分野因果推論計量経済学
系統Regression modelRegression model
提唱年20212014
提唱者Callaway & Sant'Anna (2021); Borusyak, Jaravel & Spiess (2024); Sun & Abraham (2021)Hsiao (textbook treatment); within transformation of panel data
種類Causal inference / quasi-experimental panel designPanel data regression
原典Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press. DOI ↗
別名panel event study, event-study DiD, staggered event study, difference-in-differences event studyfixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
関連65
概要A panel event study is a quasi-experimental design that traces how an outcome evolves in periods before and after a policy event, using unit and time fixed effects to identify the causal effect. Widely used in economics and policy research, it tests for anticipation effects, verifies parallel pre-trends, and estimates dynamic treatment effects across post-treatment horizons — making it the standard toolkit for rigorous policy evaluation with observational panel data.The Panel Data Fixed Effects model estimates relationships from panel data (the same units observed over several time periods) while controlling for unit- and/or time-specific effects, supporting causal inference. It is developed as the within estimator in standard treatments such as Hsiao's Analysis of Panel Data (2014).
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ScholarGate手法を比較: Policy Evaluation Panel Event Study · Panel Fixed Effects. 2026-06-17に以下より取得 https://scholargate.app/ja/compare