For financial econometrics, you have to have some knowledge of GARCH model and its families and also some EVT(extreme value) theorem which may be useful for calculating VaR.

And for finance, Black-Scholes model and its properties is enough.

Furthermore, some contents of Hull's risk management and financial institutions may help you.
best,