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| Solidna analiza danych panelowych× | Panelowy model efektów losowych× | |
|---|---|---|
| Dziedzina | Ekonometria | Ekonometria |
| Rodzina | Regression model | Regression model |
| Rok powstania≠ | 1987 | 1966 |
| Twórca≠ | Arellano (1987); White (1980) heteroscedasticity-consistent framework | Balestra & Nerlove |
| Typ≠ | Robust estimation / inference correction | Panel data estimator |
| Źródło pierwotne≠ | Arellano, M. (1987). Computing robust standard errors for within-groups estimators. Oxford Bulletin of Economics and Statistics, 49(4), 431–434. link ↗ | Balestra, P., & Nerlove, M. (1966). Pooling cross section and time series data in the estimation of a dynamic model: The demand for natural gas. Econometrica, 34(3), 585–612. DOI ↗ |
| Inne nazwy | robust panel regression, cluster-robust panel estimation, panel regression with robust standard errors, HC/CR panel estimator | random effects estimator, RE model, GLS random effects, error components model |
| Pokrewne≠ | 6 | 5 |
| Podsumowanie≠ | Robust panel data analysis applies standard panel estimators — fixed effects, random effects, or pooled OLS — while replacing conventional standard errors with cluster-robust or heteroscedasticity-consistent (HC) variants. The point estimates remain unchanged; what changes is the variance-covariance matrix used for inference, making t-tests and F-tests valid even when errors are heteroscedastic or correlated within cross-sectional units over time. | The panel random effects (RE) model treats individual-specific effects as random draws from a population distribution rather than fixed constants, enabling efficient estimation by generalised least squares and allowing inference about time-invariant regressors that are swept away in fixed effects estimation. |
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