About the Authors

Imad Bou-Hamad

Contributed equally to this work with: Imad Bou-Hamad, Reem Hoteit

Roles Conceptualization, Data curation, Formal analysis, Methodology, Project administration, Software, Writing – original draft, Writing – review & editing

ib12@aub.edu.lb

Affiliation Department of Business Information and Decision Systems, Suliman S. Olayan School of Business, American University of Beirut, Beirut, Lebanon

Reem Hoteit

Contributed equally to this work with: Imad Bou-Hamad, Reem Hoteit

Roles Conceptualization, Data curation, Methodology, Writing – original draft, Writing – review & editing

Affiliation Department of Epidemiology and Population Health, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon

Dunia Harajli

Roles Data curation, Investigation, Methodology, Writing – review & editing

Affiliation Department of Information Technology and Operations Management, Adnan Kassar School of Business, Lebanese American University, Beirut, Lebanon

Competing Interests

the authors have declared that no competing interests exist.