Sophie Andrews employs skills in data manipulation, econometrics, and data visualization to answer questions related to the ongoing energy transition. She brings over six years of experience in academic economics research at UC Berkeley and Stanford University, including in survey design and regression analysis using Stata, R, Python, and more. In her free time, Sophie is a dedicated athlete who loves climbing and weightlifting.