Xiang Liu is a data scientist and machine learning researcher. He worked on several assessment tools for both research and education. he will be awarded Ph.D in Financial Service Analytics from University of Delaware in year 2023. Prior to the doctoral study, he received his master’s degree in mathematics from East Tennessee State University and bachelor’s degree in psychology from Beijing Normal University