Services / Consulting
I help organizations answer "where" questions with confidence — combining spatial data science with business strategy, delivered from scoping call to boardroom presentation.
Location Intelligence & Market Research
Spatially-grounded answers to expansion, siting, and competition questions — built on demographic, mobility, and POI data.
- Site selection & suitability — retail, F&B, facilities, renewable energy
- Catchment & trade area analysis — who your customers are and where they come from
- Competitor benchmarking — spatial positioning and white-space mapping
- Pricing & demand validation — quantitative checks grounded in local context
Climate Risk & Vulnerability Assessment
Defensible risk frameworks for portfolios, cities, and communities — from single-asset screening to multi-city composite indices.
- Multi-hazard risk mapping — flood, earthquake, landslide, volcanic, heat
- Vulnerability indices — hazards–exposure–adaptive-capacity frameworks
- Real estate risk screening — climate due diligence with price overlays
- Adaptation prioritization — where to invest first, and why
Mobility, Routing & Accessibility Analytics
Network-science methods for transport, logistics, and service delivery — the same toolkit I apply to routing systems at platform scale.
- Accessibility & isochrone analysis — service coverage and equity gaps
- Network optimization — delivery zones, fleet coverage, hub placement
- Transit & policy analysis — priority infrastructure, congestion, equity
- Experiment design — A/B evaluation of routing and mapping changes
Spatial Data Products & Dashboards
Self-serve tools your team actually uses — from executive dashboards to interactive risk explorers like LokaCheck.
- Interactive web maps & apps — decision tools, not just pretty maps
- Dashboards — Power BI and web-based monitoring with spatial layers
- Geospatial pipelines — POI standardization, data QA, automation
- Training & workshops — GIS capability building for your analysts
Survey Method
HOW ENGAGEMENTS RUNScope
Free discovery call. We define the "where" question, data availability, and what a decision-ready answer looks like.
Survey
Data acquisition, QA, and exploratory spatial analysis. You get early signal, not a black box.
Analyze
Models, indices, and scenarios — validated against ground truth and stress-tested with your team.
Deliver
Boardroom-ready narrative plus reproducible outputs: maps, dashboards, code, and documentation.