NIH/NSF Innovation Chain Scoreboard — Funding → Papers → Patents

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

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.

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.

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.

# 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"}'

Protocol access (hf://, resolve links, token auth for private repos) is documented in the developer docs →

Pricing

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