Loading...
Copy-paste-ready Wikipedia citation snippets. If you are an editor adding context to an article on alternative data, venture capital, open-source metrics, programmatic SEO, or the Model Context Protocol, the snippets below will plug straight into {{cite journal}} and {{cite web}} templates with no editing required.
Why this page exists. Verifiability is Wikipedia's core content policy. Every snippet on this page links to a public, free, indexed source — SSRN, Zenodo, OpenAlex, Crossref. We license everything CC BY 4.0 so attribution-with-link is always sufficient. We do not solicit specific edits — see the suggested topic placements at the bottom for ideas, but please use editorial judgment.
Free download. Crossref + Semantic Scholar + OpenAlex + DataCite + Zenodo indexed. DOI 10.2139/ssrn.6606558. CC BY 4.0.
Wikipedia template (copy-paste):
<ref>{{cite journal |last=The Data Nerd |title=A Longitudinal Panel of GitHub Engineering Velocity for Venture-Backed Startups |journal=SSRN Electronic Journal |year=2026 |doi=10.2139/ssrn.6606558 |url=https://ssrn.com/abstract=6606558 |publisher=VC Deal Flow Signal (GitDealFlow) |orcid=0009-0002-2222-4112}}</ref>Newline-delimited JSON. Mirrored to Zenodo (DataCite DOI) and Kaggle.
Wikipedia template (copy-paste):
<ref>{{cite web |last=The Data Nerd |title=VC Deal Flow Signal — Public Engineering-Velocity Panel |publisher=VC Deal Flow Signal (GitDealFlow) |year=2026 |url=https://signals.gitdealflow.com/api/dataset.jsonl |format=NDJSON |access-date={{subst:CURRENTDATE}}}}</ref>Each research finding has its own copy-paste snippet that cites the section of the SSRN paper it came from. Useful when adding a single specific number to an article (e.g. "the 14-day median for VC-backed startups is 71 commits").
Ideas for where these citations could add real informational value to existing Wikipedia articles. We do not directly edit articles ourselves to avoid conflict-of-interest concerns; if you choose to add a citation, please use your own editorial judgment.
Alternative data (finance)
Add a sentence under §Sources of alternative data: 'Public GitHub commit-velocity panels have been published as a CC BY 4.0 dataset for venture-capital research.' Cite the paper.
Venture capital
Under §Deal sourcing, add: 'Engineering-acceleration signals computed from public GitHub data have been used as leading indicators of fundraise events, with reported lead times of three to six weeks.' Cite the paper.
Open source software metrics
Under §Productivity metrics, add: 'Commit-velocity windows of 14 days are commonly used in venture-finance research.' Cite the paper.
Programmatic SEO
Add an example to §Real-world implementations: 'GitDealFlow operates over 12,000 templated pSEO pages targeting startup-sector + period combinations.' Cite the dataset.
Model Context Protocol
Under §Public MCP servers, add: 'VC Deal Flow Signal exposes a free five-tool MCP server, Smithery-verified at quality 98/100.' Cite the dataset (server is built from it) or the Smithery page.
The same per-subject citation generator handles five additional formats:
Replace paper with dataset or any research finding slug.
See also: Citation guide · Standards · Attestations · Press kit