which provides practical-and-rigorous solutions for financial institutions with applications ranging from forecasting, trading algorithms, market and credit risk measurement and management, investment strategies, derivatives pricing and hedging. Our solutions rely on mathematical and statistical models that help the decision makers make better decisions under complex systems including the scenarios with insufficient data as well as big data environments. We take the practitioners’ view points in developing models and platforms to provide customized solutions that fit the organization’s current/best practice and regulatory frameworks.