People-Flow Analytics Products | Bikash Sapkota

Context: Urban planning and location intelligence

Company: LocationMind

Problem: Urban and mobility teams need reliable views of movement patterns without manually interpreting raw GPS trajectories.

Solution: Built analytical outputs for OD movement, road-volume intensity, and POI-footfall patterns using spatial aggregation and map-ready data products.

Impact: Translated movement signals into decision-ready geospatial outputs. Supported stakeholder workflows across research, consulting, and product teams. Made repeated mobility analysis easier to reproduce and compare over time.

Architecture: GPS events -> Spatial indexing -> OD / volume / footfall -> Maps -> Stakeholder delivery

Stack: Python, H3, GeoPandas, ClickHouse, Maps, CSV products