depends on your field of interest.
generally, linear algebra, real analysis, mathematical statistics, probability and stochastic processes are crucial;
some computing (R, SAS) will be helpful;
for advanced statistics topics (as of in Toronto): regression analysis, sample survey/experiment design, multivariate analysis.
hope it helps.