We developed Systems and Practice Analysis for Resident Competencies (SPARC), a Web-based tool to support teaching the practice-based learning and improvement (PBLI) ACGME competencies. SPARC allows Department of Medicine residents to explore de-identified, population-based data about their patient panels with peer comparisons. Data primarily comes from an existing data warehouse that has been customized for this application. Our preliminary evaluation suggests that it improves residents' abilities in PBLI, is easy to use, and perceived as important and useful by the housestaff.