Dr. Duchi's research interests span statistics, machine learning, computation, and optimization. Modern techniques for data gathering have yielded extraordinary mass and diversity of data. Yet the amount of data is no panacea; it is challenging to identify the best ways to analyze and make inferences from information we collect. Dr. Duchi's group seeks to understand how we can balance multiple criteria such as computation, communication, or privacy while maintaining statistical performance.