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Research & Innovation AnalyticsFresh — updated 2026-08-06

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 sample

Self-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.

Sample rows from Innovation Chain Scoreboard
YALE UNIVERSITYYALE UNIVERSITYCTUNITED STATES48447.0831413821224027.0148625.01441.010.75310.4261985
EMORY UNIVERSITYEMORY UNIVERSITYGAUNITED STATES28099.052449128020897.080804.0622.08.8526.8141985
UNIV OF NORTH CAROLINA CHAPEL HILLUNIV OF NORTH CAROLINA CHAPEL HILLNCUNITED STATES17696.042257921549441.061975.0393.07.8244.9611985
UNIVERSITY OF COLORADO DENVERUNIVERSITY OF COLORADO DENVERCOUNITED STATES32218.048457040589701.071760.0462.010.1926.5621985
UNIVERSITY OF MARYLAND BALTIMOREUNIVERSITY OF MARYLAND BALTIMOREMDUNITED STATES19501.035765686120465.046159.0622.08.11810.9391985
UNIVERSITY OF SOUTH FLORIDAUNIVERSITY OF SOUTH FLORIDAFLUNITED STATES6143.011742214556828.015347.0437.06.9319.7331985
DIVISION OF CANCER EPIDEMIOLOGY AND GENETICSDIVISION OF CANCER EPIDEMIOLOGY AND GENETICS1869.01722039370326.07143.06.03.5030.2941985
MOUNT SINAI SCHOOL OF MEDICINE OF NYUMOUNT SINAI SCHOOL OF MEDICINE OF NYUNYUNITED STATES9409.08671993323297.017622.0171.08.8418.5791985
RAND CORPORATIONRAND CORPORATIONCAUNITED STATES3140.0680925965419.05181.00.05.5950.01985
MCLEAN HOSPITALMCLEAN HOSPITALMAUNITED STATES2119.0394778876284.06191.035.07.9494.4941985

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.

Built packages for Innovation Chain Scoreboard
SliceScopeRowsSizeSnapshotMonthly
Innovation Chain Scoreboard — full package494,15627.1 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.

PackageDateRowsSizesha256Access
Loading 1 packages…

How to get this data

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.

Pricing for Innovation Chain Scoreboard
TierScopeOne-time snapshotSubscriptionAccess
Innovation Chain Scoreboard — full package$199$79/moSelf-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.

Slices from

$199

Request access