On-campus student services are increasingly focused on maximizing students’ experience in higher education according to their unique circumstances. During the application process, many students from non-traditional backgrounds lack equivalent resources to their cohort. Matching applicants to schools where they are likely to succeed will generate positive and more equitable graduation outcomes.