  In samples from a heavy-tailed distribution a second-order approximation is
often use to approximate the tail function. Based on the parameters of the
approximation, an optimal sample fraction can be estimated which is then used
to estimate the index. Given that the observations are above a threshold and
has an approximate generalized Pareto distribution, an expression is derived
for the percentile above which the second-order approximation is valid
