I describe some numerical experiments which determine the degree of spectra
l instability of medium-sized randomly generated matrices which are far fro
m self-adjoint. The conclusion is that the eigenvalues are likely to be int
rinsically uncomputable for similar matrices of a larger size. I also descr
ibe a stochastic family of bounded operators in infinite dimensions for alm
ost all of which the eigenvectors generate a dense linear subspace, but the
eigenvalues do not determine the spectrum. My results imply that the spect
rum of the non-self-adjoint Anderson model changes suddenly on passing to t
he infinite volume limit.