The thesis
Football is a familiar system with incomplete information, noisy signals and emotional interpretation. That makes it a useful environment for learning how models reason, where evidence comes from and why a probability is not a promise.
01Explainable model assumptions and inputs.
02Visible provenance for statistics and fixtures.
03Scenarios that communicate uncertainty.
04An educational layer around every output.