About the Authors

Shuqi Zhong

Roles Formal analysis, Methodology, Validation, Writing – original draft

Affiliation College of Innovative Business and Accountancy, Dhurakij Pundit University, Bangkok, Thailand

Jinxin Zhang

Roles Investigation, Software, Validation

Affiliation School of Logistics, Yunnan University of Finance and Economics, Kunming, China

Xiaojun He

Roles Data curation, Software, Validation, Visualization

Affiliation School of Logistics, Yunnan University of Finance and Economics, Kunming, China

Sen Liu

Roles Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing – review & editing

liusencool@ynufe.edu.cn

Affiliation School of Logistics, Yunnan University of Finance and Economics, Kunming, China

Competing Interests

The authors declare that there is no conflict of interests regarding the publication of this paper.