Let me add that @stepan-a’s point is only valid at first order. At second order where certainty equivalence does not hold anymore you would additionally rely on wrong distributional assumptions to compute the uncertainty correction.
Also Drawing from non-normal distributions(uniform)in simulation is potentially relevant.