Comment by energy123

Black-Litterman model is an example of how to address the shortcoming of unreliable empirical inputs.

You'll also see more ad hoc approaches, such as simulating hypothetical scenarios to determine worst case scenarios.

It's not math heavy. Math heavy is a smell. Expect to see fairly simple monte carlo simulations, but with significant thought put into the assumptions.