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Data Management and Sharing

Why Share Data Publicly?

Sharing your datasets to a public data repository is often a requirement of both funding agencies and with journal submissions. Submitting your data to an appropriate repository has many benefits as well.  Data repositories: 

  • preserve your datasets over time
  • assign datasets a persistent, unique identifier for you and others to cite
  • facilitate the discovery of your datasets

Where Should I Share My Dataset?

Where to share your data first depends on any grant- and/or journal-specific repository requirements.  The term repository is often used for a digital/online system that has robust backups and storage, and is relatively permanent.

Generally speaking, as a best practice:

  • data should be shared in a repository that is discipline-specific and community-recognized
  • if a discipline-specific repository is not available, then data should be shared in a general repository

See discipline-specific repositories and general repositories in the next sections for more guidance

What Should I Look for in a Data Repository?

 

The table below highlights important characteristics (adapted from the NIH list of Desirable Characteristics for All Data Repositories):

 

Characteristic 

Description 

 Persistent Unique Identifiers 

Assigns datasets citable PIDs for discovery and reporting. 

 Long-term Sustainability 

Plans for stable technical infrastructure, funding, and contingency for data longevity. 

 Metadata 

Ensures sufficient metadata for discovery, reuse, and citation. 

 Curation & Quality Assurance 

Expertise to maintain accuracy and integrity of datasets and metadata. 

 Free and Easy Access 

Maximizes open access, respecting legal and ethical constraints. 

 Broad and Measured Reuse 

Broad terms of reuse with measures for attribution, citation, and data usage. 

 Clear Use Guidance 

Provides documentation on dataset access and usage terms. 

 Secure 

Prevents unauthorized data access or modification with appropriate security. 

 Confidentiality 

Safeguards to meet confidentiality and risk management standards. 

 Common Format 

Data and metadata are in widely used, non-proprietary formats. 

 Provenance 

Tracks origin, custody, and modifications to datasets. 

 Retention Policy 

Documents policies for data retention in the repository. 

When Do I Share My Data?

  1. Publishers have various requirements for when data sets should be submitted.  Some might require a final data set when the article is submitted for review, others might only require a final dataset once the article has passed review and is accepted. Refer to the publisher's policies or instructions for authors webpage for more information.  
  2. Grants typically require data to be shared at the conclusion of funding or with any publications resulting from that funding, whichever comes first.  Review your grant materials carefully to comply with all deadlines.