We consider random Schr\"odinger operators of the form Δ+ξ, where
Δ is the lattice Laplacian on Zd and ξ is an i.i.d.
random field, and study the extreme order statistics of the eigenvalues for
this operator restricted to large but finite subsets of Zd. We show
that for ξ with a doubly-exponential type of upper tail, the upper extreme
order statistics of the eigenvalues falls into the Gumbel max-order class. The
corresponding eigenfunctions are exponentially localized in regions where ξ
takes large, and properly arranged, values. A new and self-contained argument
is thus provided for Anderson localization at the spectral edge which permits a
rather explicit description of the shape of the potential and the
eigenfunctions. Our study serves as an input into the analysis of an associated
parabolic Anderson problem.Comment: 36 page