There are enough differences in socialization, current population education levels, current incarceration rates/history in the population, etc. to make that essentially impossible yes?
As to if they are fair or not? Probably not. are you going to fix it, and if so, how?
We can argue about theoretical from birth path differences all we want, but no one on the hiring side has the time to deal with those or to control them - and if looking at things from a coarse population level - it just doesn’t reflect actual reality right now, yes?