Robust Inference with Clustered Data

In this survey we consider regression analysis when observations are grouped in clusters, with independence across clusters but correlation within clusters. We consider this in settings where estimators retain their consistency, but statistical inference based on the usual cross-section assumption of independent observations is no longer appropriate.