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The study investigates characteristics of study abroad (SA) students, the equity gap in SA participation, and the effects of SA on student success, while accounting for academic profiles. Utilizing institutional data from first-time full-time (FTFT) degree-seeking cohorts enrolled between fall 2010 and fall 2017, the findings indicate that only 2.6% of these students participated in SA programs within six years, with notable equity gaps in participation. SA students exhibited higher retention and graduation rates compared to non-SA students and FTFT cohorts. Employing k-Nearest Neighbor algorithms, the analysis reveals that SA participation increased the likelihood of graduating within six years by 14.2%. Implications for evaluating SA programs and disseminating results to inform decision-making for enhancing student success are discussed.