
About
Matthew M. Engelhard is an Assistant Professor of Biostatistics & Bioinformatics at Duke University School of Medicine, developing machine learning methods for multi-modal longitudinal clinical data to support clinical decision-making. His research spans healthcare AI, neuroscience, and public health with a focus on equitable modeling, ADHD, autism, and sleep disorders.
- PhD and MD from University of Virginia
His work addresses fairness in clinical AI, risk prediction for stroke and mental health, and environmental exposure analysis. Recent publications emphasize interpretable models, synthetic data generation, and temporal diagnostic pathways.
Scientific awards include NIH grants for digital envirotyping, Parkinson's disease consortium coordination, and AI-driven pediatric disease screening. He teaches applied data science and machine learning courses.





