Does martial arts work for real female self defense?

I’m thinking about taking up martial arts. It seems like fun, but I don’t know how effective it would be for me in real life, if I ever had to defend myself. So, just to get an idea:

Would an average built young woman who has a black belt in a martial art beat an average young man (with no special training), if he really tried to beat her up?