I will analyze markets using spatial and demographic data

I provide market intelligence and location analytics services that help organizations understand where to invest, expand, or prioritize resources. By combining GIS, demographic data, and spatial modeling, I transform fragmented datasets into clear, decision-ready insights.

My work includes site selection, territory definition, competitor and demand analysis, and market screening, primarily for real estate, retail, and service-based businesses. I have built spatial market databases and screening tools for U.S.-based clients, integrating U.S. Census and ACS data, POIs, zoning context, accessibility metrics, and environmental constraints.

These analyses go beyond simple maps. I develop transparent scoring models that rank locations or territories based on business-relevant criteria, allowing teams to compare opportunities objectively and justify decisions internally or to stakeholders.

Typical outputs include clean GIS layers, structured Excel/CSV datasets, and professional maps that clearly communicate market potential and risk. All assumptions, data sources, and limitations are documented to ensure trust and reproducibility.