Abstract: These threats have grown in complexity and sophistication over time to a point where organizational security has been challenged in unprecedented ways. A couple of years later, SOCs have turned into NextGen SOCs to use deep learning models in identifying and mitigating threats at the instance of an attack. The paper presents a holistic framework for the profiling of organizational threats across four diverse domains: endpoint data, physical security systems, human behavior, and network traffic. It integrates federated learning for privacy-preserving endpoint data analysis,