1 |
Tidy data sooner |
Publishing promotes attention to more presentable and tidy data |
Efficiency and data improvements |
2 |
More readable data |
Data in a repository can be sourced remotely and iteratively read into R with replicable QA/WC workflows coded |
Efficiency and data improvements |
3 |
Simplifies versioning and provenance |
Data repositories support versioning. This ensures transparent and reproducible science. It also reduces confusion and promotes data integrity with cleaning and manipulations done from an established data asset |
Efficiency and data improvements |
4 |
Data are archived and online |
Publishing in an established data repository is your insurance against lost data, accidental deletions, and for larger files supports distributed online and potentially collaborative analyses |
Efficiency and data improvements |
5 |
Metadata are described more clearly and enable easier paper writing |
Writing metadata develops clear thinking and supports effective description of the data and easier writing of methods and results if used in a publication. Different metadata languages engender structural thinking and can also highlight gaps in data. |
Efficiency and data improvements |
6 |
Error checking |
Individuals outside your team and authors can catch errors. Referees on papers or stakeholders can review data and metadata and provide input on clarity |
Efficiency and data improvements |
7 |
Sharing within team facilitated |
Data can be stored online and a link shared versus various versions of files shared by email |
Efficiency and data improvements |
8 |
Establishes precedence |
Peer review can take time. Similar to preprints, publish your data sooner can establish precedence and provide a citable object. More broadly, it accelerates collective discovery |
Team science and societal good |
9 |
Increases likelihood of acceptance of a paper and supports open science |
It is likely that open data facilitate more rapid and positive peer review of a paper using those data. It demonstrates a commitment to open science, and the authors can also cite their own data in their paper if data are online in advance |
Team science and societal good |
10 |
Attribution |
Data are a valid research object and can be assigned a citable DOI. Authorship, land acknowledgement, and funding can be recognized. Most agencies require data publication, and sooner is better |
Team science and societal good |