The seminar, entitled “Effective and Ineffective Approaches in Medical Engineering Research,” examines the scientific methodologies adopted in applied research. It aims to distinguish successful approaches that lead to accurate and reliable results from ineffective attempts, thereby enhancing the pathway of medical innovation. These discussions also contribute to achieving the Sustainable Development Goals (SDGs), particularly Good Health and Well-being (SDG 3), Quality Education (SDG 4), and Industry, Innovation and Infrastructure (SDG 9). Al-Mustaqbal University, ranked first among private universities in Iraq.