Abstract Clustered standard errors, with clusters defined by factors such as geography, are widespread in empirical research economics and many other disciplines. Formally, clustered errors adjust for the correlations induced sampling outcome variable from a data-generating process unobserved cluster-level components. However, econometric framework clustering leaves important questions unanswer...