Servant leadership has gained recognition as a transformative approach in higher education, prioritizing the needs of students, faculty, and staff while fostering an inclusive and supportive institutional culture. This systematic literature review synthesizes research on the application and impact of servant leadership within higher education institutions from 2019--2024. A comprehensive search was conducted across multiple databases, yielding 40 relevant studies that explore various dimensions of servant leadership, including its influence on faculty development, student engagement, the organizational climate, and academic performance. The findings indicate that servant leadership positively correlates with increased job satisfaction, improved student outcomes, and a stronger sense of community within academic settings. Additionally, the review highlights the adaptability of servant leadership across diverse cultural contexts and its potential to address contemporary challenges in higher education. The implications of these findings suggest that higher education leaders should adopt servant leadership principles to cultivate a collaborative and ethical academic environment, ultimately leading to sustained institutional growth and success. This review contributes to the growing literature on educational leadership, offering insights for practitioners and policymakers aiming to implement effective leadership strategies in academic institutions.