{ "name": "vc-deal-flow-signal-startup-engineering-acceleration", "title": "VC Deal Flow Signal — Startup Engineering Acceleration Dataset", "description": "Quarterly panel of GitHub engineering-velocity signals across venture-backed startups, covering 20 sectors and 5 quarters. Tracks commit velocity, contributor growth, repository expansion, and acceleration-signal classification. Designed for venture-capital deal sourcing, academic study of open-source development patterns, and predictive modeling of startup funding events.", "homepage": "https://gitdealflow.com", "version": "1.0.0", "created": "2026-04-19", "keywords": [ "venture-capital", "startups", "github", "open-source", "engineering-velocity", "commit-activity", "deal-flow", "alternative-data", "funding-prediction", "repository-analytics" ], "licenses": [ { "name": "CC-BY-4.0", "title": "Creative Commons Attribution 4.0 International", "path": "https://creativecommons.org/licenses/by/4.0/" } ], "contributors": [ { "title": "VC Deal Flow Signal", "email": "signal@gitdealflow.com", "role": "author" } ], "sources": [ { "title": "GitHub REST API v3 — public repository metadata", "path": "https://docs.github.com/en/rest" } ], "resources": [ { "name": "startup_signals", "path": "startup_signals.csv", "profile": "tabular-data-resource", "format": "csv", "mediatype": "text/csv", "encoding": "utf-8", "description": "One row per startup per quarterly period. Primary observation table.", "schema": { "fields": [ { "name": "period", "type": "string", "description": "Quarterly period slug (e.g. q2-2026)." }, { "name": "sector_slug", "type": "string" }, { "name": "sector_name", "type": "string" }, { "name": "startup_name", "type": "string", "description": "GitHub organization slug." }, { "name": "stage", "type": "string", "description": "Self-reported funding stage." }, { "name": "geography", "type": "string", "description": "ISO region grouping (US, EU, APAC, LATAM, Canada, Unknown)." }, { "name": "commit_velocity_14d", "type": "integer", "description": "Total commits to the most active public repo over a rolling 14-day window." }, { "name": "commit_velocity_change_pct", "type": "number", "description": "Percent change in commit velocity vs. the preceding 14-day window." }, { "name": "contributors", "type": "integer", "description": "Unique contributors in the observation window." }, { "name": "contributor_growth_pct", "type": "number" }, { "name": "new_repos", "type": "integer", "description": "New public repos created by the org in the window." }, { "name": "signal_type", "type": "string", "description": "One of: Framework migration, Engineering hiring burst, Infrastructure buildout, Deploy frequency spike." }, { "name": "github_url", "type": "string", "format": "uri" } ], "primaryKey": [ "period", "startup_name" ] } }, { "name": "sector_aggregates", "path": "sector_aggregates.csv", "profile": "tabular-data-resource", "format": "csv", "mediatype": "text/csv", "description": "Sector-level aggregates per quarter.", "schema": { "fields": [ { "name": "period", "type": "string" }, { "name": "sector_slug", "type": "string" }, { "name": "sector_name", "type": "string" }, { "name": "startups_tracked", "type": "integer" }, { "name": "avg_commit_velocity_14d", "type": "number" }, { "name": "median_commit_velocity_14d", "type": "number" }, { "name": "total_commits_14d", "type": "integer" }, { "name": "avg_contributors", "type": "number" }, { "name": "positive_velocity_count", "type": "integer", "description": "Number of startups with positive velocity change this period." }, { "name": "top_mover_name", "type": "string" }, { "name": "top_mover_change_pct", "type": "number" }, { "name": "dominant_signal_type", "type": "string" } ], "primaryKey": [ "period", "sector_slug" ] } }, { "name": "signal_type_timeseries", "path": "signal_type_timeseries.csv", "profile": "tabular-data-resource", "format": "csv", "mediatype": "text/csv", "description": "Distribution of signal types across startups each quarter.", "schema": { "fields": [ { "name": "period", "type": "string" }, { "name": "signal_type", "type": "string" }, { "name": "startup_count", "type": "integer" }, { "name": "share_of_total", "type": "number", "description": "Share of all observations in the period (0-1)." } ], "primaryKey": [ "period", "signal_type" ] } } ] }