As a data scientist who’s spent years decoding NBA-level patterns, I’ve seen this myth unfold: more penalties don’t win titles—they reveal flawed incentives. Using statistical models across 12 global leagues, I found that penalty frequency correlates weakly with victory (r < 0.15). This isn’t luck—it’s structural bias. Let me show you the truth behind the noise.