Statistical analysis
Housing policy & residential choice
Evaluating how ZIP code-level rent standards relate to housing voucher concentration and access to neighborhoods.
Explore projectSelected work
Questions worth
exploring with data.
Projects across machine learning, data engineering, statistical analysis, and ethics. Each one starts with a question—and a closer look at the evidence.
Machine learning
Learning with fewer connections
Comparing static sparsity, SET, and RigL to study the relationship between neural network capacity and predictive performance.
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Data engineering
From listening data to recommendations
An end-to-end music recommendation prototype connecting data ingestion, scheduled model workflows, and an interactive dashboard.
Explore projectMachine learning
Interpretable flood-risk modeling
A synthetic-data proof of concept exploring predictive accuracy, robustness, and interpretable triggers for parametric flood insurance.
Explore projectStatistical analysis
Understanding portfolio tail risk
Using a Vasicek one-factor model and Monte Carlo simulation to study how correlated defaults shape credit portfolio losses.
Explore projectData ethics
The DNA dilemma
A classroom ethics simulation exploring genetic data privacy, consent, and competing responsibilities through four stakeholder perspectives.
Explore projectMore experiments and coursework live on GitHub.
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