Powered by AI-driven big data analytics, this system integrates effective external data with internal sources to build models that accurately extract risk signals. By quantifying risk at the customer level, it enhances predictive capabilities. A comprehensive risk warning framework is established around risk reporting, personalized dashboards, risk signal monitoring, and deep integration with credit processes.