Selected areas of expertise:
Learning Health Systems & Real-World Data Analytics
EHR Data Quality, Measurement Validity & Temporal Representation
Clinical Workflow, Nursing Documentation & Care Process Analytics
Causal Inference, Quasi-Experimental Design & Longitudinal Analysis
Risk Stratification, Predictive Modeling & Model Evaluation
Quality Measurement, Value-Based Care & CMS-Aligned Analytics
EHR Data Harmonization, Clinical Terminologies & Data Governance
Implementation Science, Health Systems Evaluation & Mixed-Methods Research
Digital Health & Community Health Workforce Systems
AI-Enabled Clinical Documentation & the Health Data-Generating Process