Why do so many fathers walk away from their kids?

This question is somewhat related to an earlier one on this sub, "Why are there so many single mothers nowadays?" I grew up with a deadbeat dad and was raised by a single mom, just like many others. It’s an all-too-common scenario. Why is this? Why can’t fathers step up and take responsibility for their children instead of running away?