Objective. College enrollments among Latinx students have increased by 12 percent in the last 14 years, but the group's overall graduation rate has only increased by 5 percent, leading researchers to reevaluate the predictors of completion for Latinx students. This study explores the relationship between Latinx graduation rates and various forms of representation. Methods. Random effect modeling using institutional-level data collected from the Integrated Postsecondary Education Data System, 2008-2011, is used to examine the relationship between Latinx graduation rates, peer, faculty, and structural representation. Results. Results suggest that structural representation and behaviors are important predictors of Latinx students' persistence toward graduation. Specifically, historically black colleges and universities fare better than other structures in representing and supporting Latinx students. Conclusion. Institutions and policymakers seeking to improve the college completion rates of Latinx students should think beyond descriptive representation and consider reducing the structural barriers to Latinx students' success.