Chang Gao received her bachelor's degree from the Department of Industrial Engineering in Tsinghua University in 2021. Currently, she is a Ph.D. student of the Department of Industrial Engineering in Tsinghua University. She mainly researches on coopetition among players in a ride-sourcing market with complicated market structure.