Noticing a pay disparity and concluding that it's due to discrimination is just as much of a post-hoc analysis.

And yes, when you account for experience, field, location, etc. the pay disparity effectively disappears (less than 1%)

https://www.economist.com/graphic-detail/2017/08/01/are-wome...