Marwa Heikal is a Teaching Assistant at the School of Engineering and Applied Sciences, Nile University, in the Industrial Engineering program. She received her BSc. degree in Mechanical Design and Production Engineering from Cairo University in 2024. She is currently pursuing her MSc. in Mechanical Engineering at Cairo University, specializing in industrial automation and mechanical systems design.