Security assessment is a fundamental function for both short-term and long-term power system operations. The data-driven security assessment (DSA) can provide system stability margin without the need for detailed dynamic simulation. DSA is very helpful for control room applications such as online security assessment and day ahead or real-time dispatch scheduling with regard to system security constraints.