Benjamin Lab

Who I am

I'm Benjamin, a spatial data scientist and economist with a B.S. in Economics (Data Science & GIS concentration) from Cal Poly Humboldt. I build end-to-end geospatial analysis pipelines, from automated data ingestion through spatial feature engineering, econometric modeling, and interactive visualization. My work is aimed at public sector decisions: where transit investment raises property values, where pedestrian collision risk is underserved by infrastructure, which census tracts face the highest urban heat island exposure.

Experience

Market Intelligence & Strategy Analyst Ix, AI Infrastructure Startup

Applied behavioral cohort analysis in Amplitude across user segments to identify drop-off drivers and quantify retention risk. Built a recurring competitive intelligence system tracking 10+ competitors across 20+ sources. Drove a 60% lift in platform retention through data-driven product recommendations delivered to executive leadership.

President & Analytics Lead Data Science Club, Cal Poly Humboldt

Led technical workshops on Python, SQL, GitHub, visualization, and machine learning for 10+ students. Coordinated interdisciplinary projects with campus and community partners (2024–2025).

GIS & Economic Development Analyst Humboldt County Economic Development Department

Built interactive maps and a searchable parcel geodatabase to surface viable sites for incoming businesses across unincorporated Humboldt County.

Research Analyst Institutional Research & Analytics, Cal Poly Humboldt

Designed analytics dashboards and institutional reporting pipelines for enrollment, retention, and equity outcomes.

Education

B.S. Economics, Concentration in Data Science & GIS
Cal Poly Humboldt · Arcata, California

Technical skills

Python SQL GeoPandas deck.gl Mapbox GL D3.js Statsmodels OLS scikit-learn SHAP Prophet pandas Amplitude GitHub Actions Streamlit ArcGIS Pro PostGIS OSMnx QGIS Tableau Excel / Sheets

Outside the work

When I'm not at a desk, I'm usually outside: road biking, backpacking, rock climbing, or on the water. The PNW and California coastline are hard to beat.

Hiking by a mountain lake in the PNW
PNW lake hiking
Road bike at sunset
Road bike at sunset
Kayaking on the coast
Kayaking the coast