To construct a tail estimator from this expression, the only additional element we need is an estimation of F(u). For this purpose, we take the obvious empirical estimator (u − Nu)/u. We then use the historical simulation method. Introducing the historical simulation estimate of F(u) and setting r = y + u in the equation, we arrive at the tail estimator