Introduction The pursuit of higher education has always been intertwined with the availability of financial aid. Scholarships, in particular, have played a crucial role in enabling talented individuals from diverse backgrounds to access educational opportunities they might otherwise miss. Traditionally, the scholarship application process has been a largely manual, often inefficient, and occasionally opaque system. […]