We review quantum Monte Carlo methods for dealing with large shell mod
el problems. These methods reduce the imaginary-time many-body evoluti
on operator to a coherent superposition of one-body evolutions in fluc
tuating one-body fields; the resultant path integral is evaluated stoc
hastically We first discuss the motivation, formalism, and implementat
ion of such Shell Model Monte Carlo (SMMC) methods. There then follows
a sampler of results and insights obtained from a number of applicati
ons. These include the ground state and thermal properties of pf-shell
nuclei,the thermal and rotational behavior of rare-earth and gamma-so
ft nuclei, and the calculation of double beta-decay matrix elements. F
inally, prospects far further progress in such calculations are discus
sed.