As a data scientist trained at UCL and shaped by Oxford-Cambridge rationalism, I’ve seen too many contracts won not by intuition—but by flawed models. This piece dissects why 90% of football predictions collapse under noise, not insight. It’s not about the score; it’s about the five hidden variables no algorithm dares to name. Let me show you what really matters.