IMRAN IHSAN received the Ph.D. degree in knowledge engineering from the Capital University of Science and Technology, Islamabad, in 2021. He has over 20 years of academic (teaching, project supervision, and academic administration) and industry (software, web, graphics, animation, and game development and operational management) experience. Since 2013, he has been working as an Assistant Professor with the Department of Creative Technologies, Faculty of Computing and AI, Air University, Islamabad. He has authored or coauthored research work in various conferences and journals. His research interests include knowledge engineering, semantic computing, natural language processing, and computational linguistics.