Seattle, WA · Open to Work

Spatial Data Scientist
with an Economist's Lens

I build end-to-end geospatial pipelines: automated data ingestion, spatial feature engineering, econometric modeling, and interactive visualization. Grounded in economic theory, aimed at public-sector decisions.

Explore the Data GitHub Get in Touch
GeoPandas · deck.gl · Statsmodels OLS · SHAP · Python · SQL · D3.js
Benjamin Lab Hi, i'm Ben.
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King County Parcels Analyzed
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Collision Clusters Mapped
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Census Tracts Scored
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Retention Lift, Ix Analysis
Capabilities

What I can do for your team

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Analysis & Modeling

Forecasting, regression, clustering, cohort analysis, A/B testing. Python (pandas, scikit-learn, statsmodels) and SQL end-to-end.

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Operations Intelligence

KPI dashboards, logistics modeling, route optimization, supply chain analysis. Turns operational data into actionable decisions.

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Business & Product Analysis

Cohort analysis, funnel metrics, A/B testing, stakeholder reporting. Translates ambiguous business questions into SQL and clear recommendations.

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Spatial & GIS

GeoPandas, deck.gl, ArcGIS, OSMnx. Network analysis, isochrone modeling, and spatial joins for location-based decisions.

SQLPythondeck.glTableaupandas scikit-learnProphetGeoPandasAmplitude GitHub ActionsstatsmodelsD3.js
Live Analytics Dashboard

Explore the Data

Four interactive analyses: financial flows, real estate appreciation, labor markets, and climate risk, rendered live with deck.gl and Mapbox. Scroll to navigate.

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Financial Flows

Capital movement between US metro areas, tracing inflows and outflows across major financial corridors via great-circle arc visualization.

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Real Estate Markets

County-level home value appreciation rendered as 3D columns. Pitch the map to 45° and read the housing boom by elevation. Click any column to see price history.

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Labor Markets

Hexagonal density heatmap of employment and wages across US metro areas; elevation shows job density, color tracks median wage.

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Climate Risk Index

FEMA NRI + K-Means clustering at county resolution. Five risk tiers derived from composite hazard, exposure, and community resilience scores.

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