Receptiviti has worked with the University of Maryland surgery residency program to conduct research using language psychology analysis and artificial intelligence to identify psychological patterns evident in the linguistic content of 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.