Direct comparison
Data Papers vs. Repository Deposits
How a peer-reviewed data paper differs from a plain repository deposit: review depth, citation type, indexing, cost, and which to choose.
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How do Data Paper (Data Journal), Repository Deposit compare side by side?
The table below compares Data Paper (Data Journal), Repository Deposit across 9 procurement-relevant dimensions, from what it is through best suited for.
Side-by-side comparison
| Dimension | Data Paper (Data Journal) | Repository Deposit |
|---|---|---|
| What it is | A peer-reviewed manuscript describing a dataset, published as a journal article | The dataset itself plus files and metadata, submitted directly to a repository |
| Review process | Editorial peer review of methodology, completeness, and documentation quality | Basic curation/technical checks (files open, required metadata present); not peer review of the science |
| Where it's published | A journal with an ISSN (e.g. Scientific Data, GigaScience, Data in Brief, Earth System Science Data) | A repository (e.g. Zenodo, Dryad, Figshare) or disciplinary data archive |
| DOI / persistent ID | Yes — journal-article DOI, typically via Crossref | Yes — dataset DOI, typically via DataCite |
| Citation type | Journal article — indexed in Web of Science/Scopus like any other article | Dataset — increasingly indexed via DataCite/Crossref links, but historically partial coverage |
| CV / tenure credit | Straightforwardly countable as a publication in most existing evaluation frameworks | Growing recognition (DORA, CoARA) but still inconsistently weighted versus an article |
| Turnaround time | Weeks to months (editorial screening plus peer review) | Minutes to hours for a well-organized, already-documented dataset |
| Typical cost | May involve an article-processing charge, varies by journal | Often free at general-purpose repositories; some charge a deposit fee — check current pricing |
| Best suited for | Large, complex, or high-reuse-value datasets where standalone credit matters | Mandate compliance, supporting data for an already-published article, fast turnaround |
Common questions
Common questions about Data Paper (Data Journal) vs Repository Deposit
Is a data paper the same as a data availability statement?
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No. A data availability statement is a short disclosure inside a conventional article stating where data can be found. A data paper is a full, independently published, peer-reviewed, separately citable article.
Does a repository deposit get a DOI without a data paper?
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Yes. Reputable repositories mint a DataCite DOI for every deposit regardless of whether a data paper is ever written.
Can a dataset have both a repository deposit and a data paper?
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Yes, and this is common practice — deposit the dataset first to get a stable DOI and satisfy any mandate, then write the data paper describing it, citing the deposit's own DOI as the data source.
