Saad Shafiq is currently a postdoctoral researcher at University of Southern California. He received his Ph.D. degree from Johannes Kepler University and served as a postdoctoral researcher at the Institute of Software Systems Engineering. In the industry, he held a position as a software engineer with ample experience in software development and data science. His research interests include applications of machine learning, requirements engineering, human aspects of software engineering, and empirical software engineering. Please feel free to reach out if you wish to engage in a conversation regarding relevant work, explore new research perspectives, or potentially embark on a collaborative journey.