Vivian is a cost research analyst at Unison. Her current research is centered around the fusion of mathematical principles and advanced data collection techniques to craft data-driven solutions for cost analysis, with a particular emphasis on data set initiatives, IT services, and carbon research projects. Vivian received her Ph.D. in Earth and Planetary Sciences from Northwestern University in 2020.