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教育研究中的双重差分法×面板数据固定效应模型×
领域因果推断计量经济学
方法族Regression modelRegression model
起源年份1990s–2000s2014
提出者Dynarski, Card, Angrist, and colleagues — applied in education economics from the 1990s onwardHsiao (textbook treatment); within transformation of panel data
类型Quasi-experimental causal inferencePanel data regression
开创性文献Dynarski, S. M. (2003). Does Aid Matter? Measuring the Effect of Student Aid on College Attendance and Completion. American Economic Review, 93(1), 279-288. DOI ↗Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press. DOI ↗
别名DiD in education, education DiD, quasi-experimental education design, education policy DiDfixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
相关55
摘要Difference-in-Differences (DiD) in education research applies the classic quasi-experimental DiD estimator to evaluate education policies, programs, and reforms. Researchers compare changes in student, school, or district outcomes between a group exposed to an intervention and a comparable unexposed group across pre- and post-intervention periods, isolating policy effects from background trends.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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  3. PUBLISHED

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ScholarGate方法对比: Difference-in-Differences in Education Research · Panel Fixed Effects. 于 2026-06-18 检索自 https://scholargate.app/zh/compare