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This quantitative cross-sectional study explored how STEM identity shapes STEM career intentions among first-year college students, comparing those identified as gifted with their non-identified peers. Using multigroup structural equation modeling with survey data from 488 students, we found that being recognized by others as a “STEM person” was the strongest predictor of STEM identity, followed by STEM interest. Although performance/competence had a negative direct effect on STEM identity, it contributed positively through STEM interest and recognition. STEM identity also strongly predicted students’ intentions to pursue STEM careers; however, no significant differences were found between gifted and non-identified students. These findings highlight the importance of early, inclusive, and identity-affirming STEM experiences for all students.