About the Authors

Israel Ukawuba

Roles Conceptualization, Data curation, Formal analysis, Investigation, Resources, Validation, Visualization, Writing – original draft, Writing – review & editing

iu2140@columbia.edu

Affiliation Columbia University, Mailman School of Public Health, New York, New York, United States of America

Jeffrey Shaman

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

Affiliation Columbia University, Mailman School of Public Health, New York, New York, United States of America

Competing Interests

I have read the journal’s policy and the authors of this manuscript have the following competing interests: JS and Columbia University disclose partial ownership of SK Analytics. JS discloses consulting for BNI. IU has declared that no competing interests exist.