01 / Selected work
Questions worth
following.
Each project begins with a real question and ends with something people can examine, challenge, and use.
01Geospatial decision support
Site Scout: where could a great coffee shop thrive?
A local observation became a county-scale location intelligence project. Site Scout brings together population, jobs, traffic, access, and nearby businesses to compare promising places with evidence—not instinct alone.
What it addsA reproducible way to compare opportunity across an eight-county region.
Geospatial analysisInteractive dashboardPublic data
Selected project02Graph analytics
The student journey is not only a spreadsheet.
A graph model connects students, courses, sections, majors, and outcomes so analysts can study paths—not isolated rows. It reveals shared routes, critical transitions, and patterns that traditional tables tend to hide.
What it addsA connected view of student paths, shared courses, and program movement.
BigQuery GraphCypher / GQLNetworkX
Selected project03Responsible machine learning
Evaluating models beyond a single score.
A practical framework for moving from impressive metrics to bounded, decision-ready claims—using threshold trade-offs, error analysis, reproducible evaluation, and operational context.
What it addsEvaluation that connects thresholds and errors to the decisions they affect.
Model evaluationExplainabilityPython
Selected project