People like the camaraderie, and as other folks have mentioned here, understanding the rules of a game definitely make it interesting beyond the athletic endeavor.

This is a little self-serving, but for a few years until I moved, I maintained a stats page for a city beer-league softball team, made almost exclusively of current and former STEM grad students.

https://amorymeltzer.github.io/mls/