"Knowing a sport" absolutely matters for profitable pre-game betting & CLV.
There is this myth floating out there that "knowing a sport" is irrelevant to be a profitable better. It is true for top down strategies like arbitrage, but for any kind of originating where you are truly beating the market bottom up(like getting CLV on liquid main lines on Pinnacle for NFL/Soccer/NBA) it absolutely matters. The best bettors who get constant CLV in mainlines in major leagues have a way to price something(models, etc), but they also absolutely rely on discretionary skills like understanding injuries, market dynamics, precedents, etc. And frankly a person who just uses a model for something like the NBA pre-game has zero chance to beat a person using both a model + qualitative skills even if they have the best model in the world. And lastly, when I say "knowledge" its more than just knowing the sport or trying to predict a winner, so this includes stuff like market dynamics, patters, how books work, injuries, intuition, sentiment of injuries, etc.