The Medical Student Performance Evaluation (MSPE) is an essential part of the residency selection process that provides an organized overview of undergraduate medical student performance[7]. Despite extensive guidelines from the Association of American Medical Colleges (AAMC), there is considerable variation in MSPE content, interpretation, and application among schools[7]. Published data on the adaptation and application of MSPE frameworks outside of North America is limited, particularly from a Middle Eastern perspective[7]. The review examined ongoing challenges related to the variability of classification, narrative assessment, reporting of professionalism, transparency, comparability and standardization of MSPE[7]. In the Middle East, peer review and formalized guidelines for equivalent rating systems are limited[7]. The Alfaisal University model demonstrates how systematic data collection, narrative clarity, and structured faculty participation can support the implementation of standardized assessment frameworks in educational settings outside of North America[7]. Observations from this analysis can inform medical schools, educators, and policy makers in developing fair and transparent performance evaluation systems in various educational contexts[7].