About the Authors

Rui Shi

Roles Conceptualization, Writing – review & editing

Affiliation School of Economics and Management, Yanshan University, Qinhuangdao, Hebei, China

Xiaoran Jia

Roles Data curation, Formal analysis, Investigation, Software, Supervision, Validation, Visualization, Writing – original draft

Affiliation School of Economics and Management, Yanshan University, Qinhuangdao, Hebei, China

Yuhan Hu

Roles Validation

Affiliation School of Economics and Management, Yanshan University, Qinhuangdao, Hebei, China

Hao Wang

Roles Supervision

wanghao47153434319@126.com

Affiliation School of Economics and Management, Tianjin University of Science and Technology, Tianjin, China

Competing Interests

The authors have declared that no competing interests exist.