Abstract: The National Unified Entrance Examination for Master's Students in English serves as a critical component of the graduate admissions and selection process.This study conducts a statistical analysis of the English entrance exam scores and the composition of student cohorts over the past three years for master's students in the pharmaceutical sciences at a university in Nanjing.By tracking and comparing students' post-admission English training levels,course performance,and thesis blind review outcomes,the study highlights the significance of the English entrance exam in talent selection.Based on the findings,it proposes adjustments to the English entrance exam components for pharmaceutical science master's programs,aiming to further enhance the quality of admitted students and improve the overall selection process.