This study examines faculty retention in U.S. medical schools from 2018-2023, comparing gender and department trends. It highlights disparities in male and female attrition, particularly medical and surgical specialties. Findings emphasize the need for deeper research and stronger initiatives to promote gender equity and improve faculty retention in academic medicine.