Dr. Ferhati Koudoua is a Senior Researcher at the Territory Planning Research Center (CRAT). She completed her Ph.D. in Quality Management in Sustainable Architectural and Urban Projects at Constantine 3 University and a post-doctorate in Risk Management and Predictive Analytics at the University of Craiova, Romania. She has been awarded several prestigious fellowships and honors from GLOBELICS, AUF, AERC, and the United Nations. She recently led international research collaborations and developed MetricMedic, a patented performance management tool. She has published numerous papers in indexed journals and serves as a scientific committee member for ICCAUA. Her teaching disciplines include project management, sustainable design, and AI-driven performance evaluation, and her interests include quality management, digital twins, generative adversarial networks (GANs), and predictive analytics.