手法を比較

	パネルデータ傾向スコアマッチング	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 model	Regression model
提唱年	1997-1998	2014
提唱者	Heckman, Ichimura & Todd	Hsiao (textbook treatment); within transformation of panel data
種類	Matching / causal inference	Panel data regression
原典	Heckman, J. J., Ichimura, H., & Todd, P. (1998). Matching as an Econometric Evaluation Estimator. Review of Economic Studies, 65(2), 261-294.	Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press.
別名	PSM with panel data, longitudinal PSM, panel PSM, difference-in-differences PSM	fixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
関連	6	5
概要	Panel data propensity score matching combines the bias-reduction of PSM with the longitudinal structure of panel data, enabling causal estimation of treatment effects by matching treated and control units on observable pre-treatment characteristics and then differencing within matched pairs over time. Developed in the framework of Heckman, Ichimura, and Todd (1998), it is especially valuable when randomisation is infeasible and both selection on observables and time-varying confounding must be addressed simultaneously.	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).