The End of the Black Box: Why We Are Moving from Machine Learning to Financial Geometry
For a decade, the financial industry has been obsessed with Machine Learning (ML). We were no exception. We spent years building supervised models for company ratings, loan origination, and credit scoring—achieving the industry standard of 95% to 99% accuracy. But when we challenged our models to anticipate structural market crises—the true test of any risk…