Cofidis challenged us to explore how machine learning could help reduce payment default risk. We developed a data-driven approach to identify risk patterns earlier and support more informed, proactive decisions. By translating complex data into actionable intelligence, the solution enabled smarter interventions, improved risk management, and a more effective approach to preventing payment defaults.