Shubhi is a PhD candidate in Ecology and Evolutionary Biology at Yale University, with a Master’s in Statistics & Data Science from Yale and a Master’s in Environmental Management from Duke. Her research develops robust machine learning models to forecast climate-driven biodiversity risk, with a focus on data-scarce contexts. More broadly, she is interested in applying statistical, machine learning, and AI methods to solve complex ecological and environmental problems.