Global Research Output & Mobility (OpenAlex)
Institution-level research output profiles and aggregated author mobility flows built from the official OpenAlex snapshot: institutions, sources, topics and funders.
- Records
- 31,798,922 records
- Refresh
- Quarterly refresh
- Formats
- CSV + Parquet
- Coverage
- Global
- Packages
- 2,464
- Total volume
- 26.0 GB
Slices from
$99
Open-tier snapshots are free below — paid plans add monthly refreshes & support.
Request access / Get a sampleRequest a quote or a free sample — we reply within one business day.
What you get
- S — Starter slice: 305K rows of institution/source/topic reference tables
- M — Research pack: 2.5M rows incl. institution profiles
- L — Full derived library incl. aggregated author mobility flows
- Data dictionary, datasheet and QA report included with every package
Sample preview
First 50 rows of the real free-sample file — the identical schema you get in every package. Click a column to sort, or filter across all rows.
| https://openalex.org/I2801748203 | Hammersmith Hospital | GB | healthcare | 2021 | 768 | 30585.0 | 39.82 | 3.984 | 0.7669 | 0.6276 | 1.0 |
| https://openalex.org/I127859547 | Yogyakarta State University | ID | education | 2017 | 976 | 10194.0 | 10.44 | 1.982 | 0.7879 | 0.0502 | 1.0 |
| https://openalex.org/I86519309 | The University of Texas at Austin | US | education | 2021 | 11818 | 237237.0 | 20.07 | 3.039 | 0.6256 | 0.3745 | 5.0 |
| https://openalex.org/I4210128986 | Laboratoire Charles Coulomb | FR | facility | 2020 | 241 | 4860.0 | 20.17 | 1.752 | 0.7759 | 0.5726 | 1.0 |
| https://openalex.org/I4210113411 | Universitas Panca Marga | ID | education | 2019 | 84 | 317.0 | 3.77 | 1.211 | 0.7738 | 0.0238 | 0.0 |
| https://openalex.org/I4210134756 | Ministry of Forests and Soil Conservation | NP | government | 2019 | 26 | 534.0 | 20.54 | 3.905 | 0.7692 | 0.6923 | 0.0 |
| https://openalex.org/I185763367 | Bank of Spain | ES | other | 2017 | 154 | 4084.0 | 26.52 | 7.186 | 0.8052 | 0.3377 | 0.0 |
| https://openalex.org/I4210158817 | Islamic Azad University, Masjed Soleyman | IR | education | 2017 | 29 | 885.0 | 30.52 | 1.944 | 0.1034 | 0.3448 | 0.0 |
| https://openalex.org/I66752286 | University of Milano-Bicocca | IT | education | 2021 | 5264 | 115803.0 | 22.0 | 3.141 | 0.7633 | 0.5021 | 1.0 |
| https://openalex.org/I2800272927 | Allen College | US | education | 2019 | 6 | 105.0 | 17.5 | 7.716 | 0.5 | 0.1667 | 0.0 |
50 rows · 12 columns — swipe → · page 1 of 5
Download the free sample pack
Real rows with the identical schema — enter your work email and we issue a download link instantly. No credit card, no spam.
Coverage statistics
- Records
- 31,798,922
- Institutions
- 100,468
- Countries
- 227
- Fields
- 105
- Time coverage
- n/a
- Largest package
- 2.6 GB
Available packages
Real contents of the current builds — row counts, sizes and checksums come from the packaging manifest, not estimates.
| Slice | Scope | Rows | Size | Snapshot | Monthly |
|---|---|---|---|---|---|
| S — us-institutions | US institutions: research-output profiles + topic trends + venue master | 305,027 | 19.7 MB | $99 | $49/mo |
| M — global-profiles-trends | Global institution profiles + master, topic trends, source/venue profiles | 2,487,020 | 189.4 MB | $299 | $149/mo |
| L — full-pack-with-mobility | Everything in M plus the institution-pair author mobility flow table | 31,798,922 | 2.6 GB | $799 | $299/mo |
Built from the official OpenAlex 2026-06-26 S3 snapshot (CC0): 510M works scanned, ~200M works (2016+) sliced, 119M authors, 128k institutions, 283k sources (see pipelines/openalex).
Free Open Data — full downloads
This dataset is part of the DataForge Open Data program: the upstream license (Dual license — CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required); commercial use requires a DataForge commercial license. Upstream data: CC0 1.0, official OpenAlex snapshot (commercial redistribution permitted)) permits free redistribution, so the complete packages below are free — no signup. Please cite DataForge (data.zalize.com) with a backlink when you use or share this data.
| Package | Rows | Size | Download |
|---|---|---|---|
| S — Global Research Output, Author Mobility & Topic Trends (OpenAlex) | 305,027 | 19.7 MB | Free download |
| M — Global Research Output, Author Mobility & Topic Trends (OpenAlex) | 2,487,020 | 189.4 MB | Free download |
| L — Global Research Output, Author Mobility & Topic Trends (OpenAlex) | 31,798,922 | 2.6 GB | Free download |
License: Dual license — CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required); commercial use requires a DataForge commercial license. Upstream data: CC0 1.0, official OpenAlex snapshot (commercial redistribution permitted) · Attribution: DataForge (data.zalize.com), built from the OpenAlex CC0 snapshot
Full package inventory
Every package registered in the delivery catalog for this dataset — 2,464 packages, 26.0 GB total , 570,097,055 rows. Sizes, row counts and SHA-256 checksums come straight from the packaging pipeline.
| Package | Date | Rows | Size | sha256 | Access |
|---|---|---|---|---|---|
| openalex-tier1-L-2026-08-04.ziptier L | 2026-08-04 | 31,798,922 | 2.6 GB | Free download | |
| openalex-tier1-M-2026-08-04.ziptier M | 2026-08-04 | 2,487,020 | 189.4 MB | Free download | |
| openalex-tier1-S-2026-08-04.ziptier S | 2026-08-04 | 305,027 | 19.7 MB | Free download | |
| 2026-06-26__part_0147.parquet | 2026-06-26 | 305,867 | 13.5 MB | B2B only | |
| 2026-06-26__part_0019.parquet | 2026-06-26 | 299,282 | 13.4 MB | B2B only | |
| 2026-06-26__part_0114.parquet | 2026-06-26 | 304,091 | 13.3 MB | B2B only | |
| 2026-06-26__part_0035.parquet | 2026-06-26 | 301,446 | 13.1 MB | B2B only | |
| 2026-06-26__part_0134.parquet | 2026-06-26 | 310,097 | 12.8 MB | B2B only | |
| 2026-06-26__part_0047.parquet | 2026-06-26 | 317,373 | 12.6 MB | B2B only | |
| 2026-06-26__part_0046.parquet | 2026-06-26 | 289,595 | 12.6 MB | B2B only | |
| 2026-06-26__part_0006.parquet | 2026-06-26 | 303,277 | 12.1 MB | B2B only | |
| 2026-06-26__part_0053.parquet | 2026-06-26 | 272,993 | 12.0 MB | B2B only | |
| 2026-06-26__part_0025.parquet | 2026-06-26 | 272,684 | 11.9 MB | B2B only | |
| 2026-06-26__part_0102.parquet | 2026-06-26 | 272,550 | 11.9 MB | B2B only | |
| 2026-06-26__part_0144.parquet | 2026-06-26 | 273,599 | 11.9 MB | B2B only | |
| 2026-06-26__part_0003.parquet | 2026-06-26 | 272,923 | 11.9 MB | B2B only | |
| 2026-06-26__part_0145.parquet | 2026-06-26 | 272,990 | 11.9 MB | B2B only | |
| 2026-06-26__part_0139.parquet | 2026-06-26 | 273,063 | 11.9 MB | B2B only | |
| 2026-06-26__part_0049.parquet | 2026-06-26 | 272,759 | 11.9 MB | B2B only | |
| 2026-06-26__part_0156.parquet | 2026-06-26 | 273,188 | 11.9 MB | B2B only | |
| 2026-06-26__part_0037.parquet | 2026-06-26 | 273,340 | 11.9 MB | B2B only | |
| 2026-06-26__part_0070.parquet | 2026-06-26 | 272,784 | 11.9 MB | B2B only | |
| 2026-06-26__part_0155.parquet | 2026-06-26 | 272,536 | 11.9 MB | B2B only | |
| 2026-06-26__part_0159.parquet | 2026-06-26 | 272,560 | 11.9 MB | B2B only | |
| 2026-06-26__part_0069.parquet | 2026-06-26 | 273,556 | 11.9 MB | B2B only |
How to get this data
All packages are hosted on the Hugging Face Hub: free/open packages live in a public dataset repo (direct downloads, no signup); paid or restricted editions are delivered from a private repo with token access after approval.
Hugging Face Hub — primary Public · Free
- Browse zalizedata/global-research-output-mobility-dataset →
- Direct download (resolve link) →
- Load with
load_dataset,hf://or the hf CLI — snippets below.
DataForge (this site)
# Download the whole dataset repo (hf CLI — pip install -U huggingface_hub)
hf download zalizedata/global-research-output-mobility-dataset --repo-type dataset --local-dir global-research-output-mobility-dataset
# Or just one archive
hf download zalizedata/global-research-output-mobility-dataset archive/archive/openalex-tier1-L-2026-08-04.zip --repo-type datasetProtocol access (hf://, resolve links, token auth for private repos) is documented in the developer docs →
Pricing
One-time snapshot or monthly subscription, invoiced — pick a tier and request a quote; we reply within one business day and deliver via a time-limited download link. Prices are for the Internal Analytics tier; AI-training and redistribution tiers available — see License. Tiers marked “Request access” require a short approval step before delivery. Snapshots of the open tiers are also free above — paid plans add monthly refreshes and support.
| Tier | Scope | One-time snapshot | Subscription | Access |
|---|---|---|---|---|
| S — us-institutions | US institutions: research-output profiles + topic trends + venue master | $99 | $49/mo | Request quote |
| M — global-profiles-trends POPULAR | Global institution profiles + master, topic trends, source/venue profiles | $299 | $149/mo | Request quote |
| L — full-pack-with-mobility | Everything in M plus the institution-pair author mobility flow table | $799 | $299/mo | Request quote |
AI-training use requires the AI-Training tier (1.5× base); redistribution licensing is quoted individually. Annual subscriptions get 2 months free. License details →
Update frequency & delivery
- Source: official OpenAlex snapshot, published under CC0 1.0 (commercial redistribution permitted).
- Every package ships with a MANIFEST (per-file row counts, bytes, sha256) for verification.
Compliance & provenance
Collected only from publicly accessible pages and endpoints — no login-required data, no CAPTCHA solving, no forged authentication. Collection is rate-limited with an identified User-Agent, and collection logs are retained. PII is removed or pseudonymized. Every record carries its source URL and collection timestamp. Sold under a tiered commercial license.
FAQ
How is the data delivered?
The S and M packages are part of the DataForge Open Data program — download them free, no signup, from the Open Data page (GitHub Release and Zenodo DOI mirrors included). The full L edition and monthly refreshes are paid.
Can I use this data commercially?
Academic and personal use is free under CC BY-NC 4.0 (attribution + backlink). Commercial use of the DataForge curated layer requires a DataForge commercial license. Upstream OpenAlex data is CC0 1.0.
What if I need a custom slice?
Custom cuts of the OpenAlex data are available on request — contact us for a quote within one business day.
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