Im told that startups are very risky, low chnce of success. I'm also told that females are more risk averse than men. I'm not sure if that's true but what you could do is: look at other high risk fields, and see if women make more or less than 4% of the demographic.

Of course I suppose startups aren't risky in the sense of life threatening.