You can figure out the reason that they left by asking them.

This isn't something that is controversial. There is lots of research into this.

https://medium.com/tech-diversity-files/the-real-reason-wome...

http://news.mit.edu/2016/why-do-women-leave-engineering-0615

Are just two, actually published research attempts that I found with a 2 minute google search.