About the Authors

Matthew Neidell

Contributed equally to this work with: Matthew Neidell, Joshua Graff Zivin

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

Affiliation Department of Health Policy and Management, Columbia University, New York, New York, United States of America

Joshua Graff Zivin

Contributed equally to this work with: Matthew Neidell, Joshua Graff Zivin

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

Affiliation Department of Economics, University of California at San Diego, La Jolla, California, United States of America

Megan Sheahan

Roles Data curation, Formal analysis, Methodology, Visualization, Writing – original draft

‡ MS and JW also contributed equally to this work.

Affiliation Industrial Economics, Cambridge, Massachusetts, United States of America

Jacqueline Willwerth

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

jwillwerth@indecon.com

‡ MS and JW also contributed equally to this work.

Affiliation Industrial Economics, Cambridge, Massachusetts, United States of America

Charles Fant

Roles Data curation, Formal analysis, Methodology, Writing – original draft

Affiliation Industrial Economics, Cambridge, Massachusetts, United States of America

Marcus Sarofim

Roles Conceptualization, Supervision, Writing – original draft, Writing – review & editing

Affiliation U.S. Environmental Protection Agency, Washington, District of Columbia, United States of America

Jeremy Martinich

Roles Conceptualization, Supervision, Writing – original draft, Writing – review & editing

Affiliation U.S. Environmental Protection Agency, Washington, District of Columbia, United States of America

Competing Interests

The authors have declared that no competing interests exist.