> if a demographic group is more likely to apply to some jobs they are not qualified for

Can you expand on this? How is a whole demographic group not qualified for jobs on wide spectrum? Is this about certain industries? Certain jobs? Certain groups?

This is not about being entirely unqualified.

My criticism here is that all you need to get this result is that there are some jobs that some groups apply to more than other groups despite being less qualified.

We know from other literature that men are much more likely to apply for jobs they are unqualified for, there could be other group differences, or there could be a bias of more men from a certain demographic applying for a job type than men from other demographics.

I don't know the answer, but there's a lot of ways for this sort of thing to show up when you look at data with a fine tooth comb and ask why its not perfectly even everywhere.

I'm sure we could have a whole separate argument about the disparate impact standard's validity for society (it is a matter of law ofc), but even if you accept that standard, I think you should be skeptical of the harms noted in this paper.

> How is a whole demographic group not qualified for jobs on wide spectrum?

If a demographic groups has, for example, a culture that encourages overconfidence in relation to actual qualifications, then it is reasonable to expect that that demographic group will be relatively over-represented in the application pool relative to its aggregate qualifications.

Similarly, a culture that instills under-confidence relative to actual qualifications can be reasonably expected to be under-represented relative to its aggregate qualification.