We present past results and future prospects in efficient evaluation of payoff  functionals on randomly evolving dynamic quantities. In the presentation we go through recent results in Fourier methods for exponential levy processes and derive a adaptive multi-level time stepper for simulating SDEs. We also discuss on-going research on optimal stopping for stochastic differential equations.