Mary Pietrowicz develops machine learning for speech and acoustic analysis to create noninvasive digital biomarkers for clinical screening and remote monitoring. Her work spans dataset design, mobile‑friendly recordings, and validated models across gastrointestinal, mental health, voice, and neurodegenerative conditions.