The obvious logic here is that people need to have played a sport as a child to want to watch it as an adult. I'd be curious to know if there is data to back this up.

Anecdotally, my dad played football growing up, while my three brothers and I played soccer. My dad and 2 of my brothers are extremely dedicated soccer fans now, while I and my other brother love football despite having never played.