Lipika is the product marketing lead for Esri's suite of spatial data science products including ArcGIS Notebooks, the ArcGIS Python Libraries, R-ArcGIS Bridge and GeoAnalytics. Prior to Esri, Lipika was a geospatial business analyst and marketing manager at a Fortune 500 brand, using spatial science to tell data-backed stories and make informed business decisions.