  We propose a new application of the Extreme Value Theory for distributions
with compact support. The novelty of our proposal is the use of these tools to
estimate the neutrino mass from the energy spectrum of electrons in
$\beta$-decay. In this way the dependence of the result on the mass of the
neutrino is considerably enhanced increasing the sensitivity of the experiment.
