About the Authors

Zhichen Yang

Roles Methodology, Writing – original draft, Writing – review & editing

Affiliation School of Economics, Jinan University, Guangzhou, China

Yuxi Wu

Roles Formal analysis, Supervision, Writing – original draft, Writing – review & editing

Affiliation School of Economics and Management, Beijing University of Technology, Beijing, China

Fangfang Wang

Roles Funding acquisition, Project administration, Supervision

wff@gdufe.edu.cn

Affiliation School of Digital Economics, Guangdong University of Finance and Economics, Foshan, China

Aichun Chen

Roles Formal analysis, Methodology

Affiliation School of Cultural Tourism and Geography, Guangdong University of Finance and Economics, Guangzhou, China

Yixuan Wang

Roles Data curation, Investigation

Affiliation School of International Economics and Trade, Guangdong Baiyun University, Guangzhou, China

Competing Interests

The authors have declared that no competing interests exist.