This paper explores the integration of leadership training into engineering education, addressing the increasing need for engineers to possess both technical expertise and effective leadership skills in today's complex world. It proposes the CDIO (Conceive-Design-Implement-Operate) framework as a robust approach to achieving this integration. The CDIO framework, with its emphasis on hands-on learning, teamwork, and project management, equips students with essential soft skills alongside their technical knowledge. This paper argues that combining CDIO with initiatives like the Study of the U.S. Institutes (SUSI) Young Women Leaders Program (YWLP) can particularly benefit female engineering students. The SUSI YWLP empowers young women with the leadership skills and confidence necessary to excel in various fields, including engineering. By integrating CDIO and SUSI YWLP, female students gain a unique opportunity to develop technical proficiency and leadership potential, effectively preparing them for the challenges they face in a field where women are often underrepresented. The paper highlights these challenges, such as the lack of visible role models and limited leadership opportunities, and emphasizes the importance of mentorship, networking, and creating inclusive environments. This integration of CDIO and the SUSI YWLP offers a comprehensive approach to fostering leadership development among female engineering students. It provides a synergistic framework that combines CDIO's practical, project-based learning with the SUSI YWLP's focus on empowering women leaders. This approach not only cultivates essential leadership skills but also addresses the specific obstacles women encounter in engineering education and the profession. Ultimately, this paper contributes a theoretical foundation for future research and practice, paving the way for a more inclusive and effective model of engineering education that equips all students, particularly women, with the leadership skills needed to drive innovation and succeed in their careers.