The process of residency selection presents inherent challenges in determining which applicants will become high-performing residents. Even with a rigorous selection process, numerous factors influence final decisions, including individual interviewer preferences. Due to the large number of interviews required and limited interviewer availability, not every applicant is interviewed by all the same interviewers. In our program, interviewers assign scores to each applicant. Some interviewers demonstrated a tendency to give overall higher or lower scores. This represents potential for interviewer leniency or strictness biases skewing the rank list. On dates where multiple interviewers gave higher scores, this significantly impacted the rank list.