Liyana Shuib obtained her Master of Information System (Data Mining) from UniversitiKebangsaan Malaysia in 2005 and a Ph.D. from the University of Malaya, Malaysia in 2013 respectively. She is a Senior Lecturer at the Department of Information Systems, Faculty of Computer Science & Information Technology, University of Malaya, Malaysia. She has published a number of journal papers and proceedings locally and internationally. Her research interests include personalization, e-learning, recommender system, data science, data mining, artificial intelligence application, and educational technology. She has won more than 20 awards from reputable innovation competition internationally. She is also a member of IEEE computing society, an active blogger and presently, the principal investigator of multiple research grant in the Faculty.