We describe a numerical procedure that clearly indicates whether or no
t a given statistical mechanical system is solvable (in the sense of b
eing expressible in terms of D-finite functions). If the system is not
solvable in this sense, any solution that exists must be expressible
in terms of functions that possess a natural boundary. We provide comp
elling evidence that the susceptibility of the two-dimensional Ising m
odel, the generating function of square lattice self-avoiding walks an
d polygons and of hexagonal lattice polygons, and directed animals are
in the ''unsolvable'' class.