At Applied Information, I analyze operational and spatial records to evaluate service and system performance. I clean and join vehicle, trip, and device data, then calculate measures such as average travel time and 90th-percentile performance.
I design dashboard modules and Figma prototypes that bring KPIs, trends, maps, and drill-down views together. I also translate database fields and business metrics into requirements and implementation guidance for developers.
At Crisis24 (Pty) Ltd, I maintained PostgreSQL/PostGIS geospatial databases and produced maps and bespoke geospatial analyses in response to client requests. At Lightstone (Pty) Ltd, I maintained the National Address Dictionary and verified service-station data to improve spatial data quality.
My GIS automation projects include a Python and QGIS pipeline for retrieving outage data, processing it spatially, styling maps, and exporting KML files. I also developed PyQGIS verification workflows that compare records against reference datasets using spatial proximity and fuzzy matching.

