Why the naive number is a trap
The reason a model has to exist at all: raw single-season stats are mostly noise. Take batter-vs-pitcher-handedness splits: a hitter’s “big platoon advantage” from last year swings about 4x wider than what actually repeats the next season. Bet the raw number and you’re betting the noise. The engine discounts small samples toward what the evidence supports, and lands on top of reality.