As a Chicago-based sports data analyst with a decade of NBA modeling experience, I’ve seen how fake giveaways—like 'Real Madrid wins iPhone 16' or 'Arsenal sends three squirrels'—corrupt fan trust. In this piece, I break down the math behind these scams: unverified prizes, delayed payouts, and toxic homogenization. My analysis defends community integrity with cold logic—not emotion.