Yang Liu is currently pursuing the Ph.D. degree in e-commerce from the School of Computer and Information Engineering, Harbin University of Commerce, Harbin, China. Her research interests include the cross-application of big data technology in the field of e-commerce, consumer engagement behavior, and social media.