The Scholastic Aptitude Test (SAT) has been measuring students' preparedness for higher education for nearly a century. With sections encompassing critical reading, mathematics, and an optional essay component, the SAT functions as a significant determinant in evaluating a student's academic achievement and potential. Furthermore, this standardized metric allows for comparative analysis of educational outcomes across different regional and socio-economic contexts.