University of Maryland, Baltimore · EngineeringHealth Equity Analytics Lab
Ian Stockwell · Baltimore, Maryland
Research Focus
Dr. Ian Stockwell's lab focuses on using technology and data to improve health outcomes for individuals with unmet social needs, particularly among vulnerable populations such as Medicaid recipients. The lab develops systems that use machine learning to analyze social determinants of health and facilitate connections between individuals and community services. Their work aims to address health disparities by creating a more responsive healthcare environment that recognizes and acts on social factors affecting well-being.
social determinants of healthmachine learninghealth disparitiesprecision medicinecommunity engagement
Research Aims
3AIM 01Develop machine learning models to predict social needs among Medicaid recipients.
AIM 02Create an engagement support system to connect patients with community organizations.
AIM 03Implement processes to continuously improve the engagement and intervention protocols.
Skills the Lab Values
machine learningdata analysishealth information systemscommunity health assessmentprogram evaluation
Output against the department
Publications44bottom 6% of dept.262nd of 278
this lab
most publishedleast published
Citations233bottom 3% of dept.269th of 278
this lab
most citedleast cited
Career totals from OpenAlex, compared against labs that share a department. A department spans everything from one paper to tens of thousands, so bar heights are on a log scale — otherwise the largest lab would flatten every other bar to a line.