About the Authors

Guanyi Liu

Roles Data curation, Methodology, Software, Validation, Visualization, Writing – original draft

Affiliation Department of Economics and Management, Beijing Jiaotong University, Beijing, Beijing, China

Xuemei Li

Roles Funding acquisition, Methodology, Software, Supervision, Writing – review & editing

467713868@qq.com

Affiliation Department of Economics and Management, Beijing Jiaotong University, Beijing, Beijing, China

Khalid Mehmood Alam

Roles Investigation, Writing – review & editing

Affiliation China Study Centre, Karakoram International University, Gilgit -Baltistan, Pakistan

Competing Interests

The authors have declared that no competing interests exist.