This study investigates how mathematics motivation (mathematics identity, mathematics self-efficacy, and mathematics interest) at grade 9 and 11 related to grade 12 NAEP mathematics performance using nationally representative data. The overall SEM models reveal that mathematics motivation in grade 11 was statistically significantly associated with grade 12 NAEP mathematics ...