As a data scientist who’s built predictive models for Premier League clubs, I’ve spent nights debugging algorithms on 100k+ match records. This time, Porto and Benfica’s UCL group-stage exits—Porto losing to Miami International, Benfica finishing with just 4 points—weren’t anomalies. They were predictable. I’ll show you why the numbers didn’t lie—and what the models saw coming long before the whistle.