PIPEPolicy entrepreneurship

Frozen public inputs · Reproducible processing

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File digests

Method

Eligibility
U.S. program; policy entrepreneurship or civic innovation; project evidence; source date ≥ 2021-08-23.
Technical generalizability
One point each: repeatable structure, stable source identity, consistent fields, public output/outcome evidence, parseable sources.
Evidence availability
Five fields: description, date, outputs, outcomes, follow-up. Score = round-to-even(5 × populated fields / possible fields).
Selection
Total score descending; evidence availability descending; project count descending; normalized name ascending. Exactly 50; below 50 blocks.
Datapoint identity
Program, indicator, geography, period, source record. Highest revision retained.
Research coding
Inherited AI-assisted classification; human approval not asserted. Coverage flags retain source research coding; generated prose excluded.
Limitations
Non-exhaustive candidate universe; publication and source-availability bias; heterogeneous measures; no controlled evaluation or causal effect.

Reproduce

npm ci
npm test
npm run build

Input version: pipe-public-input-v1 · Source date: 2026-08-23 · Method version: 1.0.0

Corrections

Sarthak@article.one · Include record ID, source URL, and requested change.

Public source locators (145)