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Our Medical School has instituted an innovative admissions program, including a group task on interview day. In this study, we used multiple linear regression to assess the influence of components of the data on final candidate rankings. We tested a model, based upon ratings of academics, interviews and written applications, and found that it accounted for 52% of the variance in outcomes. Importantly, our findings set upper limits on the influence of the MCAT upon rankings. A model excluding academic measures still accounted for 46% of outcome variance. Given the established role of the MCAT as a barrier to under-represented in medicine (URM) applicants, the MCAT’s modest impact upon our final rankings suggests our innovations may improve URM enrollment.