> Note that tiny fractional differences in the median outcome gap will turn into big differences at the left- and right-wards tails of the distribution.

That's true, but the gap is already huge at the median. As a rough approximation, the distribution of outcomes has same variance, but mean is shifted left by 1 sigma.