Each year, residency programs face the daunting task of screening hundreds of applications and choosing which students to invite for an interview and how to rank them. The average number of applications received by an emergency medicine (EM) program in 2019, for example, was 909; 1 however, a programs have needed to only rank between 5.9 and 6.8 applicants per position to fill. 2 To help narrow down the field of candidates into a final list, programs may resort to easily accessible means of screening, such as medical school attended, standardized test scores, medical school grades, letters of evaluation, and impressions during interviews. It