Lead end-to-end GIS projects in QGIS, from raw spatial data acquisition and cleaning to final cartographic outputs.Document workflows and reasoning while performing data management, spatial analysis, and map production tasks.Organize, clean, and validate spatial datasets to ensure high accuracy and