Mingzhu Song received her bachelor's degree from the School of Civil Engineering in Huazhong University of Science and Technology in 2011, and her master degree from the Department of Civil Engineering in Tsinghua University in 2014, and her Ph.D. degree of the Department of Civil Engineering in Tsinghua University in 2021. Her main research interests are modelling of traffic demand and shared mobility. Currently, she works in the Research Institute of Highway Ministry of Transport.