Objective data were successfully used to rank the clinical outcomes achieved by graduates of general surgery residency programs. Program rankings differed by the outcome measured. The magnitude of differences across programs was small. Careful consideration must be used when identifying potential targets for payment-for-performance initiatives in graduate medical education.