We compare groups with rings in a range of contexts in which ring theory problems tend to be more tractable than their group theory analogues. The main topics discussed in this paper are probabilistic identities in groups, rings which are almost PI, and random generation of groups and algebras. We show, for example, that almost PI algebras are PI, while the analogous problem for groups is very much open.