I think what you've said is very important and I wouldn't want to disagree with it by saying don't try it at all. Try it and measure it. The only thing I would flag with that message is that when you're looking at jobs within STEM that pay better, let's also look at the fact that women in general need to be paid better.
On April 21st, 2015. See this statement in context.