As a data scientist who once analyzed NBA foul patterns, I see parallels in football: subtle gestures aren't just emotion—they're data points with consequences. Luydig’s alleged neck-slashing toward fans isn’t theater; it’s a measurable violation. Here’s how metrics, not morals, may decide his fate. This isn't about outrage—it's about algorithmic fairness.