The average woman would prefer to be a professor making $100k over a SWE making twice as much. Women value social prestige more highly than men, which is well understood in psychology.
We see men make money and women make friends, that is what we get in the statistics. Men sacrifice close connections to make money and women sacrifice money to make close connections.