Healthcare Analytics & Data Engineering
I build healthcare analytics as products, not reports. I work across population health, data engineering, and clinical operations to create scalable systems that connect revenue, cost, and quality in real-world complexity. I'm always open to conversations about analytics designed to integrate cleanly into complex software and real workflows.
Standalone, in-browser dashboard implemented as a single HTML file using Chart.js 4.4.1, PapaParse 5.4.1, jsPDF 2.5.1, and chartjs-plugin-datalabels to visualize local CSV data and generate PDF reports with no server dependency and no data leaving the user's machine.
Production-minded MVP web application built with FastAPI, PostgreSQL, and Redis/Celery that leverages O*NET occupation and skill data plus baseline deterministic matching and logistic-regression calibration to generate Ready Now, Trainable, and Long-Term Reskill job transition recommendations with skill gap analysis, training path suggestions, and a feedback-driven learning system.
Analytics used in case study at OCHIN, Inc. examining healthfinch's Charlie Practice Automation Platform implementation across multiple community health centers. Focus on workflow optimization and return on investment achieved through data-driven decision making.
Led comprehensive research study on how environmental design influences team interactions in family medicine clinics. Secured $18,000 grant, conducted 120 hours of observations, facilitated 9 focus groups with 40 participants, and published peer-reviewed findings on communication, efficiency, and privacy perceptions.
Redesigned primary care patient survey for UW Health Patient Relations/Resources department. Conducted pretesting with patient interviews to ensure survey validity and usability improvements.
Analyzed organization-wide care delivery changes using interrupted time series analysis on clinic panel data. Measured impact of change initiatives with segmentation and regression modeling.
Conducted research studying cancer prevention screening rates in patients with co-morbid severe mental illness using logistic regression and the Elixhauser Comorbidity Index.
Analysis examining the relationship between Medicare Shared Savings Program (MSSP) Accountable Care Organization savings and baseline expenditures. Published findings on cost patterns in value-based care.
ECDS adoption is not just a data modernization effort. It introduces measurable distribution risk into the Stars ecosystem.
A quantitative analysis of documented international health program disruptions, funding cuts, and their human toll during 2025
Concurrency sounds like “do more at once.” In real data systems it’s mostly coordination under constraint, and in healthcare analytics the constraints include trust, auditability, and deadlines.
How version control and pull requests transformed healthcare analytics from chaotic file management into transparent, collaborative systems that save lives.
Baltimore Health Analytics
Sustainable Clarity
Health Catalyst
healthfinch
healthfinch
University of Wisconsin-Madison, Department of Family Medicine and Community Health
University of Wisconsin-Madison
University of Wisconsin-Madison
University of Wisconsin-Madison