Case Studies
In-depth breakdowns of strategic engineering initiatives, system architectures, and their business impact.
Autonomous Mapping: Neural Spatial Conflation
Deployed a predictive neural network that improved road-sign detection accuracy from 82% to 98%, eliminating ~1,500 manual fieldwork hours weekly and lowering European data collection costs. Delivered strategic performance analytics to product leadership, informing a core pipeline redesign that improved data utilization across 5+ downstream products.
Agentic Systems for Synthetic Healthcare Data
A synthetic data generation system that utilizes agentic workflows to simulate realistic patient-practitioner interactions. Moving beyond traditional statistical methods, this project orchestrated agents to generate structured, FHIR-compliant healthcare records.
AI-Driven Faculty Research Classification
Developed an agentic MVP using LangGraph and Gemini to categorize unstructured university-wide research descriptions into standardized taxonomies.
MediQuery: AI Patient Triage & Provider Routing
An AI-assisted health navigation platform that processes natural language symptoms to triage conditions and route users to localized specialists.
Chicago Diabetes Modeling: Predictive Policy Dashboard
Quantified socio-economic determinants of adult diabetes across 77 Chicago zones using predictive modeling, deploying an AI dashboard to guide municipal healthcare funding.
Predictive Volatility: Election Forecasting Models
Evaluated premier election forecasting models using custom probabilistic frameworks to quantify predictive accuracy, conditional dependencies, and market volatility.