Geospatial Business Analytics

Anonymized professional contribution to business-mapping and location-analytics components. Contribution evidence covers backend repository/query refactoring, map-related frontend changes, and supporting collection work in a FastAPI/Next.js product family. Scope: Contribution to selected components, not sole authorship of the recommendation algorithm. Source-backed observations, data permissions, deployment, and business outcomes are not independently validated here.