About the Authors

Yubo Peng

Contributed equally to this work with: Yubo Peng, LingWu Wang

Roles Funding acquisition, Writing – original draft

Affiliation Department of E-Commerce Operation, Zhejiang Global E-commerce Research Institute, Hangzhou, Zhejiang, People’s Republic of China

LingWu Wang

Contributed equally to this work with: Yubo Peng, LingWu Wang

Roles Validation, Writing – review & editing

frumer@zufe.edu.cn (LW); d200877707@hust.edu.cn (SY)

Affiliation School of Information Management and Engineering, Zhejiang University of Finance and Economics, Hangzhou, Zhejiang, People’s Republic of China

Shuiqing Yang

Roles Conceptualization, Data curation, Methodology, Supervision

frumer@zufe.edu.cn (LW); d200877707@hust.edu.cn (SY)

Affiliation School of Information Management and Engineering, Zhejiang University of Finance and Economics, Hangzhou, Zhejiang, People’s Republic of China

Competing Interests

The authors have declared that no competing interests exist.