NIH/NSF Innovation Chain Scoreboard — Funding → Papers → Patents
Institution-level research-commercialization league table built from 3.5M NIH/NSF awards: 8,470 organizations scored on funding-to-publication and funding-to-patent conversion, with 400k project-level chain records each linking back to its official NIH RePORTER source URL.
- Records
- 494,156 records
- Refresh
- Annual (with NIH RePORTER / NSF releases)
- Formats
- CSV + Parquet
- Coverage
- United States
- Packages
- 1
- Total volume
- 27.1 MB
Slices from
$199
Request access / Get a sampleSelf-serve checkout is coming online — request access and we reply within one business day.
What you get
- org_innovation_scoreboard — 8,470 institutions: awards, projects, total funding, linked publications & patents, pubs-per-$M and patents-per-$100M conversion rates
- org_year_trends — 85,699 institution × year funding trend rows (1985–2025)
- project_chain_detail — 399,987 NIH projects with ≥1 linked publication or patent, incl. official source URL per row
- Methodology doc + reproducible pipeline reference
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.
| YALE UNIVERSITY | YALE UNIVERSITY | CT | UNITED STATES | 48447.0 | 8314 | 13821224027.0 | 148625.0 | 1441.0 | 10.753 | 10.426 | 1985 |
| EMORY UNIVERSITY | EMORY UNIVERSITY | GA | UNITED STATES | 28099.0 | 5244 | 9128020897.0 | 80804.0 | 622.0 | 8.852 | 6.814 | 1985 |
| UNIV OF NORTH CAROLINA CHAPEL HILL | UNIV OF NORTH CAROLINA CHAPEL HILL | NC | UNITED STATES | 17696.0 | 4225 | 7921549441.0 | 61975.0 | 393.0 | 7.824 | 4.961 | 1985 |
| UNIVERSITY OF COLORADO DENVER | UNIVERSITY OF COLORADO DENVER | CO | UNITED STATES | 32218.0 | 4845 | 7040589701.0 | 71760.0 | 462.0 | 10.192 | 6.562 | 1985 |
| UNIVERSITY OF MARYLAND BALTIMORE | UNIVERSITY OF MARYLAND BALTIMORE | MD | UNITED STATES | 19501.0 | 3576 | 5686120465.0 | 46159.0 | 622.0 | 8.118 | 10.939 | 1985 |
| UNIVERSITY OF SOUTH FLORIDA | UNIVERSITY OF SOUTH FLORIDA | FL | UNITED STATES | 6143.0 | 1174 | 2214556828.0 | 15347.0 | 437.0 | 6.93 | 19.733 | 1985 |
| DIVISION OF CANCER EPIDEMIOLOGY AND GENETICS | DIVISION OF CANCER EPIDEMIOLOGY AND GENETICS | 1869.0 | 172 | 2039370326.0 | 7143.0 | 6.0 | 3.503 | 0.294 | 1985 | ||
| MOUNT SINAI SCHOOL OF MEDICINE OF NYU | MOUNT SINAI SCHOOL OF MEDICINE OF NYU | NY | UNITED STATES | 9409.0 | 867 | 1993323297.0 | 17622.0 | 171.0 | 8.841 | 8.579 | 1985 |
| RAND CORPORATION | RAND CORPORATION | CA | UNITED STATES | 3140.0 | 680 | 925965419.0 | 5181.0 | 0.0 | 5.595 | 0.0 | 1985 |
| MCLEAN HOSPITAL | MCLEAN HOSPITAL | MA | UNITED STATES | 2119.0 | 394 | 778876284.0 | 6191.0 | 35.0 | 7.949 | 4.494 | 1985 |
50 rows · 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
- 494,156
- Largest package
- 27.1 MB
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 |
|---|---|---|---|---|---|
| — | Innovation Chain Scoreboard — full package | 494,156 | 27.1 MB | $199 | $79/mo |
Full package inventory
Every package registered in the delivery catalog for this dataset — 1 packages, 27.1 MB total, 494,156 rows. Sizes, row counts and SHA-256 checksums come straight from the packaging pipeline.
| Package | Date | Rows | Size | sha256 | Access |
|---|---|---|---|---|---|
| Loading 1 packages… | |||||
How to get this data
DataForge (this site)
External channels
No free external mirror yet — this dataset is delivered exclusively through DataForge. See the Open Data program →
# Machine-readable package index (size / sha256 / rows / channels)
curl -s https://data.zalize.com/datasets/innovation-chain-scoreboard/packages.json | jq '.packages[0]'
# Request a free sample (signed link sent to your email)
curl -X POST https://dl.zalize.com/api/sample \
-H 'Content-Type: application/json' \
-d '{"dataset":"innovation-chain-scoreboard","email":"you@company.com"}'Pricing
One-time snapshot or monthly subscription. 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.
| Tier | Scope | One-time snapshot | Subscription | Access |
|---|---|---|---|---|
| Innovation Chain Scoreboard — full package | $199 | $79/mo | Self-serve |
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
- Built from NIH RePORTER and NSF awards data (US federal public domain) via the DataForge research-grants pipeline.
- Chain funnel covers NIH (official publication/patent link tables); NSF awards contribute to the funding side only — documented in the methodology.
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?
Self-serve packages are delivered instantly after checkout via a time-limited download link from our delivery service (dl.zalize.com).
Can I use this data for AI training?
Yes — with the AI-Training license tier (1.5× the base price). See the License page for details.
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