Hema Subramaniam is a Senior Lecturer in the Department of Software Engineering at the Faculty of Computer Science and Information Technology, Universiti Malaya. She holds a PhD in Software Engineering from Universiti Putra Malaysia (UPM), awarded in 2016, after completing her Master of Computer Science (Software Engineering) in 2010 and her BSc in Information Technology in 2006, both from Universiti Selangor. Her core research interests revolve around software quality metrics, architecture, and real-time systems. She focuses on developing methodologies to improve system maintainability, performance, and scalability. Dr. Hema has actively led and contributed to various research initiatives to assess and optimise software structures through quantitative models. Her work frequently integrates advanced architectural design principles and dynamic analysis to build robust, high-dependability systems, particularly in real-time application domains. Her dedication to translating theoretical frameworks into practical solutions has made a meaningful impact on advancing intelligent and adaptive software engineering practices.