I think the social penalty of a young man dropping out is lower than a young women because their perceived social value is much lower. It is a lower height to fall from.
For women, losing their social network is losing a large chunk of their safety net (if they aren't receiving welfare otherwise), so it's almost unfathomable for them to do so of their own accord.