The study examines motivational learning factors and their impact on mathematics achievement among senior high school STEM students in Nueva Vizcaya, utilizing structural equation modeling. It identifies key variables such as students' academic goals and perceptions of teachers and parents, revealing a positive relationship between these factors and mathematics performance, while indicating a negative influence from parental perception. Recommendations include enhancing teacher training in motivational strategies and promoting parental involvement in mathematics education.