Mary is a passionate geospatial enthusiast with expertise in data research and reports writing, analysis and visualization, cartography, remote sensing, photogrammetry, and geographic information systems. Currently, Mary is an analyst at EED Advisory Limited. In her previous role as a Geospatial Analyst at a research company, she developed machine learning prediction models for agriculture, analyzed data and created visual plots using Python, JavaScript, and Excel, and manipulated vector, raster satellite data, and cloud-optimized Geo Tiffs for smart agriculture, land use, and land cover, as well as climate change predictions using Sentinel hub dashboard, ArcMap, and Qgis at farm level. As a Geographic Information System Assistant, Mary developed spatial datasets and databases for insurance units, established features extents using online gazetteers such as Google Earth and Google Earth Engine, cartographically represented the spatial units as an atlas, and wrote reports and overview descriptions for every spatial unit for the development of the atlas. She has a bachelor’s degree in Geospatial engineering from The University of Nairobi.