As a data scientist raised in Chicago’s South Side, I’ve watched elite clubs treat the Club World Cup like a prestige showcase—while ignoring the numbers. This isn’t about emotion or tradition; it’s about roster depth, financial incentives, and algorithmic bias. European teams prioritize domestic leagues; others treat this as an afterthought. The data doesn’t lie: the strongest clubs aren’t always the ones playing. Let me show you why.