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パネルイベントスタディ×動的差分の差分法×
分野因果推論因果推論
系統Regression modelRegression model
提唱年1990s–2020s (modern panel formulation)2021
提唱者Formalized by Freyaldenhoven, Hansen, Perez-Orive & Shapiro (2021); widely applied in finance (Fama et al. 1969) and policy evaluationCallaway & Sant'Anna; Sun & Abraham
種類Quasi-experimental / causal panel designCausal inference / quasi-experimental
原典Freyaldenhoven, S., Hansen, C., Perez-Orive, J., & Shapiro, J. M. (2021). Visualization, Identification, and Estimation in the Linear Panel Event-Study Design. NBER Working Paper 29170. National Bureau of Economic Research. link ↗Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗
別名event-study regression, dynamic DiD, relative-time regression, distributed-lag panel modelDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
関連44
概要A panel event study estimates the dynamic causal effect of a treatment or policy by regressing an outcome on a full set of relative-time indicators — one for each period before and after the event — while controlling for unit and time fixed effects. The resulting coefficient plot shows how the treated units diverged from untreated units at each point in calendar time relative to their treatment date, making both pre-treatment trend violations and post-treatment effect trajectories immediately visible.Dynamic Difference-in-Differences extends the classic DiD framework to settings where units adopt treatment at different times. Rather than collapsing all variation into a single 2x2 comparison, it estimates group-time average treatment effects for each adoption cohort at each calendar period, then aggregates them into interpretable summaries of the causal effect over event time.
ScholarGateデータセット
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ScholarGate手法を比較: Panel Event Study · Dynamic Difference-in-Differences. 2026-06-15に以下より取得 https://scholargate.app/ja/compare