Published February 28, 2025 | Version v1
Publication Open

Best Practices for Data Submission in Generalist Repositories: A Checklist

  • 1. ROR icon Figshare (United Kingdom)
  • 2. Dryad
  • 3. ROR icon Northwestern University
  • 4. ROR icon Northwestern Medicine
  • 5. ROR icon RELX Group (United Kingdom)
  • 6. ROR icon Center for Open Science

Description

This Checklist has been prepared by the seven generalist repositories (Dataverse, Dryad, Figshare, Open Science Framework (OSF), Mendeley Data, Vivli, and Zenodo) participating in the National Institutes of Health Generalist Repository Ecosystem Initiative (NIH GREI) for improved data submissions to generalist repositories. A data submission refers to data and any supplemental files in a repository or on a platform that provides stable identifiers for reuse, according to designated licensing permissions.

This resource is not intended to be an all-inclusive checklist of best practices for all aspects of data submissions (e.g., management and sharing) from a project’s outset, such as instantiating variable names or data dictionaries in an experimental study. In that respect, this checklist should be used in combination with other resources specific to your subject area and type of research. The guidance here may also be generally applicable to data submissions in discipline-specific repositories.

We have provided the checklist as both an interactive PDF and as an OpenDocument (.odt) text file to facilitate reuse. 

We invite users to give feedback on this resource via the GREI GitHub discussion board.

Files

GREI_DataSubmissionChecklist.pdf

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Additional details

Funding

National Institutes of Health
Advancing Figshare and the generalist repository landscape to meet research community needs 3OT2DB000006-01S1
National Institutes of Health
Center for Open Science (COS) Proposal for the NIH Generalist Repository Ecosystem Initiative (GREI) 3OT2DB000001-01S1
National Institutes of Health
THE GENERALIST REPOSITORY ECOSYSTEM INITIATIVE (GREI) 1OT2DB000002-01
National Institutes of Health
Zenodo and the Generalist Repository Ecosystem Initiative (GREI) 1OT2DB000013-01
National Institutes of Health
Dryad and the Generalist Repository Ecosystem Initiative (GREI) 3OT2DB000005-01S1
National Institutes of Health
Vivli: A Generalist Repository For Clinical Trials Data 3OT2DB000003-01S1
National Institutes of Health
The Harvard Dataverse repository: A generalist repository integrated with a Data Commons 3OT2DB000004-01S1