About the Authors

Thomas Klebel

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

Affiliation Know-Center GmbH, Graz, Austria

Stefan Reichmann

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

Affiliation Institute of Interactive Systems and Data Science, Graz University of Technology, Graz, Austria

Jessica Polka

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

Affiliation ASAPbio, San Francisco, California, United States of America

Gary McDowell

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

Affiliation Lightoller LLC, Chicago, Illinois, United States of America

Naomi Penfold

Roles Investigation, Writing – review & editing

Affiliation eLife Sciences Publications Ltd, Cambridge, Cambridgeshire, United Kingdom

Samantha Hindle

Roles Investigation, Writing – review & editing

Affiliation Cold Spring Harbor Laboratory, bioRxiv, Cold Spring Harbor, New York, United States of America

Tony Ross-Hellauer

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

tross@know-center.at

Affiliation Institute of Interactive Systems and Data Science, Graz University of Technology, Graz, Austria

Competing Interests

Gary McDowell works at a for-profit that provides consulting services to organizations addressing issues concerning early career researchers. Samantha Hindle is Content Lead at bioRxiv, a preprint server for the biological sciences. Tony Ross-Hellauer is formerly Editor-in-Chief of the journal “Publications” (ISSN 2304-6775).