This effort proposes to develop a real-time KG-based Trend and Sentiment Analysis (KG-TSA) system with dynamic Knowledge Graph. KG-TSA provides a solution for intelligence analysis where no obvious models or signatures are available to identify potential insider threats, especially when the risk indicators and warning signs are from low-signal-to-noise events and transactions.