Muardi Alotabi is a dedicated researcher specializing in intelligent transport systems, machine learning. She holds a Bachelor’s degree in Computer Science from Taif University, which was awarded in 2018. Building upon this foundation, Muardi pursued a Master’s degree in Computer Network from King Fahd University of Petroleum and Minerals (KFUPM) and successfully completed it in 2024. Her research interests encompass Vehicular Ad hoc Networks (VANET), misbehavior detection, artificial intelligence, machine learning, class imbalances, routing protocols for Mobile Adhoc Networks (MANET), and SAST tools.