Clinical NLP & LLMs
Clinical transcript analysis
Creating a codebook
LLM validation / evaluation
Prompt tuning
Healthcare Data Science
Medicare claims
Risk adjustment
Medical cost prediction
Value-based care
Health policy analysis
AI & Machine Learning
Data Science
Deep learning, tree-based methods, linear models, dimensionality reduction, etc.
Data Engineering
Python, SQL, DuckDB, data pipelines, cloud infrastructure, etc.
Statistics
Experimental design, factor analysis, mixed-effects modeling, subgroup analysis, statistical inference, etc.
Other Techniques
Human behavior (emotion science, engagement, experimental design)
Audio analysis (speech & music)
AI Leadership
Cross-functional research Technical mentorship
AI education
Research communication