Mount Sinai's Residency Matching: How AI Levels the Playing Field for Medical Graduates
The residency application crisis — 70+ applications per candidate, 3,000-5,000 per program — overwhelms reviewers who default to pedigree-based filtering. AI screening evaluates clinical competency, communication skills, and professionalism objectively, giving IMGs and underrepresented graduates a fairer shot.
What AI Changes
- Competency-based evaluation vs. pedigree filtering
- Standardized clinical scenario assessment
- Fair evaluation for international medical graduates
- Reduced financial burden on applicants