Zhe Liu is a Lecturer in the Business School, Qingdao University of Technology. He received his Ph.D. degree in applied economics from Ocean University of China in 2022. He has also been a visiting Ph.D. student at the Queen Mary University of London. His research interest is broadly concerned with financial risk management and combines theories and methods from network science, macroeconometrics, machine learning, and data science.