Receptiviti worked with the University of Maryland surgery residency program to identify psychological patterns evident from applicants' language in surgery residency application essays. Our findings provide insight into a sample of aspiring surgeons and highlight the drives and personality characteristics associated with successful admittance. The case study provides a summary of our findings to date, as future analyses may provide additional insights.