Salma Elmallah

Job title: 
Energy and Resources Group

Salma is a Ph.D. candidate in the Energy and Resources Group and a Graduate Student Research Assistant at Lawrence Berkeley Lab. Her Ph.D. studies California's transition from gas to electric heating using mixed methods, particularly spatial and qualitative analysis. At the D-Lab, she's worked as a consultant and Excel workshop instructor.

Research interests: 

Energy policy, urban planning, equity; Python, STATA, APIs, Data Sources, Data Visualization, Focus Groups & Interviews, Geospatial Data, Maps & Analysis, Mixed Methods, Qualitative methods, Regression Analysis, Spatial statistics, ArcGIS Desktop, Online or Pro, Dedoose, Excel, QGIS