Work Heat, Households, and Human Development Interactive data visualization exploring the relationship between rising temperatures and impacts on family life and child development researchgeospatialdata-viz Student work ML and Satellite Imagery for Conflict Prediction Ensemble ML pipeline (RF, NN, KNN) achieving 92.3% accuracy and 0.93 ROC AUC to predict violent conflict across 50km grid cells continent-wide using ERA5 climate, UCDP events, and NASA VIIRS data mlgeospatialresearch AI-Augmented Deliberative Committee Multi-agent deliberation system using Claude Opus/Haiku with 7 expert jurors and 8 demographically-grounded community stakeholders (ACS 2022) to evaluate Chicago urban policy proposals ai-agentsmlresearch Adversarial AI Committees for Competency Development Personalized multi-agent feedback system using Qwen2.5-7B (4-bit quantized) that matches adversarial personas to student thesis weaknesses across 6 competency dimensions, achieving 4.15-point improvement in methodological reasoning ai-agentsml From Roots to Removals Interactive data visualization exploring migrations and deportations in the United States through historical trends and enforcement patterns data-vizgeospatialresearch Green Space Accessibility for Affordable Housing Interactive dashboard analyzing disparities in access to high-quality public parks near affordable housing buildings in Chicago geospatialdata-vizresearch Event-Driven E-Commerce Architecture Microservices e-commerce platform with asynchronous order processing using Redis Streams, FastAPI gateway, and React frontend with real-time Server-Sent Events devops DevOps Pipeline for Microservices Platform Production-grade CI/CD pipeline with Git Flow, Jenkins, Docker, Terraform, Kubernetes (3 environments), and Prometheus/Grafana monitoring for a microservices e-commerce platform devops