this is usually done by simulating or calculating (for each alternative) outcomes of the performance measure for a large number of possible combinations of values for the stochastic variables.
Risky decision alternatives can also be compared in terms of full distributions of outcomes, not just in terms of moments, using stochastic dominance analysis (Hardaker et al. , 1997).