where ru represents the threshold return and u is the number of observations equal to or less than the threshold return. Thus, the Hill estimator is the mean of the most extreme u observations minus u + 1 observations (ru + 1). Additionally, the associated quantile estimator is (see Danielsson and de Vries, 2000):