[rjplatte]

That's why you scrub gender data, and it's still biased. the fact that more men work, period, means that it will always be biased based on that fact.

[ajoy39]

unless you make a conscious effort to select your dataset to avoid that bias sure. You don't have to give the algorithm ALL of your hiring data. Balance the data you train it on to avoid the bias.