About the Authors

Jason J. Williams

Contributed equally to this work with: Jason J. Williams, Rochelle E. Tractenberg

Roles Conceptualization, Data curation, Funding acquisition, Project administration, Resources, Validation, Visualization, Writing – original draft, Writing – review & editing

williams@cshl.edu (JJW); rochelle.tractenberg@georgetown.edu (RET)

Affiliation DNA Learning Center, Cold Spring Harbor Laboratory, Cold Spring Harbor, New York, United States of America

Rochelle E. Tractenberg

Contributed equally to this work with: Jason J. Williams, Rochelle E. Tractenberg

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

williams@cshl.edu (JJW); rochelle.tractenberg@georgetown.edu (RET)

Affiliation Collaborative for Research on Outcomes and Metrics, Georgetown University, Washington, DC, United States of America

Bérénice Batut

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliations Albert-Ludwigs-University Freiburg, Freiburg, Germany, Open Life Science, Freiburg, Germany

Erin A. Becker

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation The Carpentries

Anne M. Brown

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation Virginia Tech, Blacksburg, Virginia, United States of America

Melissa L. Burke

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliations Australian BioCommons, North Melbourne, Australia, Queensland Cyber Infrastructure Foundation, Research Computing Centre, The University of Queensland

Ben Busby

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation DNAnexus, Mountain View, California, United States of America

Nisha K. Cooch

Roles Writing – original draft, Writing – review & editing

Affiliation CureComms Advisors, LLC

Allissa A. Dillman

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation BioData Sage

Samuel S. Donovan

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation BioQUEST Curriculum Consortium

Maria A. Doyle

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliations Bioconductor, University of Limerick, Limerick, Ireland

Celia W. G. van Gelder

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation Dutch Techcentre for Life Sciences, Utrecht, The Netherlands

Christina R. Hall

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliations Australian BioCommons, North Melbourne, Australia, University of Melbourne, Melbourne, Australia

Kate L. Hertweck

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation Chan Zuckerberg Initiative, Redwood City, California, United States of America

Kari L. Jordan

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation The Carpentries

John R. Jungck

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation University of Delaware, Newark, DE, United States of America

Ainsley R. Latour

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation IDEA-STEM

Jessica M. Lindvall

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliations ELIXIR-SE/NBIS, Science for Life Laboratory Training Hub, Solna, Sweden

Marta Lloret-Llinares

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation European Molecular Biology Laboratory, European Bioinformatics Institute, Cambridge, United Kingdom

Gary S. McDowell

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliations Lightoller LLC, The Ronin Institute, Montclair, NJ, United States of America, Institute for Globally Distributed Open Research and Education

Rana Morris

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health

Teresa Mourad

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation Ecological Society of America, Washington, DC, United States of America

Amy Nisselle

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliations Murdoch Children’s Research Institute, Melbourne, Australia, Melbourne Genomics, The University of Melbourne, Melbourne, Australia

Patricia Ordóñez

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation University of Maryland Baltimore County, Catonsville, Maryland, United States of America

Lisanna Paladin

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation European Molecular Biology Laboratory, Structural and Computational Biology Unit, Heidelberg, Germany

Patricia M. Palagi

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation Swiss Institute of Bioinformatics, Lausanne, Switzerland

Mahadeo A. Sukhai

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliations Canadian National Institute for the Blind, Toronto, Canada, Queen’s University School of Medicine, Kingston, Canada

Tracy K. Teal

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation Posit, PBC, Boston, Massachusetts, United States of America

Louise Woodley

Roles Data curation, Validation, Writing – original draft, Writing – review & editing

Affiliation Center for Scientific Collaboration and Community Engagement, Oakland, California, United States of America

Competing Interests

This work was supported by the National Science Foundation under DRL/EHR: 2027025 to JWW & RET. This funder played no role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation. Several co-authors are employed by commercial entities. These employers provided support in the form of salaries for BB, KLJ, EAB, and NC and did not have any additional role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. The specific roles of these authors are articulated in the ‘author contributions’ section.