As a data scientist raised in Chicago with roots in both African and German cultures, I’ve learned that win rates lie—yet rarely tell the whole story. Chelsea’s starting XI may look optimal on paper, but real performance lives in the gaps between model assumptions and human decisions. This piece dissects why statistical optimism fails when applied to soccer lineups—and what gets ignored beneath the surface.