She works in the area of databases and data management, with a focus on foundational aspects of big data analysis, which includes causality and explanations for big data, data provenance, probabilistic databases, and applications of database techniques in other domains. Prior to Duke, she did a postdoc at the University of Washington, and obtained her Ph.D. from the University of Pennsylvania. She is a recipient of the NSF CAREER award and a Google PhD Fellowship.