The study models the enrollment trend and predicts future enrollment of Bukidnon State College using Radial Basis Function Network (RBFN). With the RBFN, enrollment data for the past eighteen years are used to forecast enrollment for the next five years for the School of Education, School of Arts and Sciences and the School of Business Administration and Information Technology.