Case studies in applied spatial analytics — network analysis, climate risk, renewable siting, market intelligence, and spatial data products — from Los Angeles County to the Indonesian archipelago.
◆ NYU GIS DAY WINNERNetwork-based drive-time analysis for 90+ hospitals across LA County, identifying access gaps for 2.8M residents beyond 15-minute trauma response zones. Findings supported spatial equity recommendations — and won the NYU GIS Day competition for geospatial storytelling.
LIVE APPInteractive web application for real-estate developers navigating disaster and climate risk across Indonesia — flood, earthquake, landslide, and volcano layers combined with land price overlays. Built at Datakota.
STORYMAPSpatial suitability analysis identifying optimal solar PV sites along Maine's I-95 corridor — modeling slope, aspect, and solar radiation to support the state's 80% renewable energy target by 2030.
RESEARCHSpatial analysis of relationships between built environment features and extreme heat vulnerability. Proposed green infrastructure and zoning strategies for the highest-risk neighborhoods.
CLIENT · CON EDISONClean energy adoption analysis across 2,325 census tracts; identified 353 low-adoption tracts as predominantly residential. Power BI dashboard integrating adoption rates, building-type cost efficiency, and demographics.
CLIENT · DATAKOTAComposite vulnerability index for 10 Indonesian coastal cities using a hazards–exposure–adaptive-capacity framework, delivered for NGO and civil society clients to prioritize climate adaptation investment.
CLIENT · DATAKOTACatchment zone estimation, demographic customer profiling, competitor spatial benchmarking, and quantitative menu pricing validation for an Indonesian restaurant client.
SAAS PRODUCTWorked with the engineering team on product features and UI — RTR viewer, NJOP viewer, surrounding development, dash reports. Handled customer training, admin, and nationwide data onboarding for clients in food retail and smartphone distribution.
CLIENT · SATU DENTALLocation intelligence for Satu Dental's expansion across Jabodetabek — store-performance evaluation with OLS and exploratory regression, tiered hexagon suitability mapping, and market identification in both urban and rural areas.
PILOT · PLNHighest-and-best-use analysis of idle assets for Indonesia's state-owned electricity company (PLN) — spatial scoring dashboard, research, and pitch combining density, socioeconomic class, and productive-age population layers.
POC + PRDProof-of-concept and product requirement document for a delivery service company's market expansion dashboard — feature definitions from user problems and acceptance criteria, user flows, and developer collaboration through delivery.
OPTIMIZATIONGeocoded and deduplicated the client's nationwide customer database, analyzed warehouse service-area overlaps with build/close recommendations, and built vehicle-routing-problem schedules — comparing branch expansion against fleet investment.
CLIENT · AUTOMOTIVESuitability modeling with competitor and channel mapping for an automotive client's WebGIS-driven expansion — surfacing 2,360 potential channels, cutting expansion time from 2.5 months to 3 weeks, and saving $10K in survey costs.
These case studies are a sample — I take on consulting engagements across climate, mobility, energy, market intelligence, and spatial data products.
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