ScholarGate
Assistent

Methoden vergelijken

Bekijk de geselecteerde methoden naast elkaar; rijen die verschillen zijn gemarkeerd.

Robuust Random Effects Model×Robuuste Paneeldata-analyse×
VakgebiedEconometrieEconometrie
FamilieRegression modelRegression model
Jaar van ontstaan1980s–2000s1987
GrondleggerWooldridge; White (sandwich covariance); ArellanoArellano (1987); White (1980) heteroscedasticity-consistent framework
TypePanel GLS estimator with robust inferenceRobust estimation / inference correction
Oorspronkelijke bronWooldridge, J. M. (2010). Econometric Analysis of Cross Section and Panel Data (2nd ed.). MIT Press. ISBN: 978-0262232586Arellano, M. (1987). Computing robust standard errors for within-groups estimators. Oxford Bulletin of Economics and Statistics, 49(4), 431–434. link ↗
Aliassenrobust RE model, sandwich random effects estimator, cluster-robust random effects, GLS-robust RErobust panel regression, cluster-robust panel estimation, panel regression with robust standard errors, HC/CR panel estimator
Verwant56
SamenvattingThe Robust Random Effects model estimates panel data relationships using the GLS random effects estimator while replacing the conventional standard errors with sandwich (heteroscedasticity- and cluster-robust) variance estimates. This protects inference against arbitrary within-group correlation and heteroscedasticity without discarding the efficiency gains of random effects when unit-specific effects are genuinely uncorrelated with the regressors.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.
ScholarGateGegevensset
  1. v1
  2. 2 Bronnen
  3. PUBLISHED
  1. v1
  2. 2 Bronnen
  3. PUBLISHED

Naar zoeken Dia's downloaden

ScholarGateMethoden vergelijken: Robust Random Effects Model · Robust Panel Data Analysis. Geraadpleegd op 2026-06-15 via https://scholargate.app/nl/compare