手法を比較

	クラスター頑健標準誤差	パネルデータ固定効果モデル
分野	統計学	計量経済学
系統	Regression model	Regression model
提唱年	1986	2014
提唱者	Liang & Zeger (GEE sandwich); Cameron & Miller (practitioner synthesis)	Hsiao (textbook treatment); within transformation of panel data
種類	Robust variance estimation for regression	Panel data regression
原典	Liang, K. Y. & Zeger, S. L. (1986). Longitudinal Data Analysis Using Generalized Linear Models. Biometrika, 73(1), 13-22.	Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press.
別名	clustered standard errors, cluster-robust inference, clustered variance estimator, Küme Robust Standart Hatalar	fixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
関連	4	5
概要	Cluster-robust standard errors correct the variance of regression coefficients when observations are correlated within clusters such as schools, hospitals, or regions. The clustered sandwich estimator grew out of Liang & Zeger's (1986) generalized estimating equations and was synthesized for applied work by Cameron & Miller (2015), delivering valid inference when ordinary standard errors would be too small.	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).