To answer my own question, competitive cubing uses unbiased randomization algorithms.[0] To minimize scrambling time, it could fairly generate a random configuration and then optimally scramble the cube in ~18 moves.[1]
TL;DR fair scrambling is exactly as fast (same throughout) as solving random cubes! Neat.