I Made My Football Prediction Model More Sophisticated. Accuracy Dropped From 57% to 53%.

How I tested 10 goal prediction approaches, picked the best one, fed it to an over-engineered classifier, and watched my accuracy drop. The lesson: in noisy domains like football, complexity is technical debt.