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OSPO Data PyramidOpen Source Summit Europe 20252025-08-25
Red Hat’s OSPO builds a data stack around Augur and a Python toolchain feeding the 8Knot dashboard and Repel for deeper analysis; live demo shows repo-level…
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From Data Tsunami to Actionable InsightsOSPOCon @ Open Source Summit Europe 20242024-09-16
Claims that CHAOSS metrics plus a sane data workflow turn overwhelming open source telemetry into actions, using Augur to populate a relational database and…
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From Data Tsunami to Actionable InsightsOpen Source Summit Europe 20242024-09-16
Augur ingests git URLs into a relational Augur database so repeated analyses are quick, and an 8Knot dashboard built on Python + Dash reads that DB to show…
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OSPO Data PyramidOSPOCon @ OSS NA 20242024-04-16
Red Hat OSPO builds Project Aspen with a Python data stack (Dash/Plotly, pandas) and an Augur-backed relational DB to give direct, prejoined contributor-level…
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Community Metrics What to Measure and Why?DevConf.CZ 20232023-06-16
Concrete claim: community metrics become useful when they answer specific operational questions — not broad vanity stats — by using repository timestamps and…
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BoF: What’s Interesting about OSS Developer Communities to You? A...Open Source Leadership Summit @ Open Source Summit North America 20232023-05-10
Project OSS Aspen builds a public visualization web app called eightnot backed by auger’s relational Postgres developer events database and a research arm…
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Community Data: What to Measure and Why?Open Source Summit Europe 2022: Open AI + Data Forum2022-09-13
Explains how community metrics move from raw counts to actionable insight by codifying questions into metrics and visualizations, using Augur OSS feeding a…
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Community Data: What to Measure and Why?Open Source Summit North America 20222022-06-21
Argues that useful community metrics come from concrete questions, not vanity counts, and shows a repeatable workflow: pick a magic 8-ball question, map…
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Connecting Communities and Business to Create Data-Driven DecisionsOpen Source Summit + Embedded Linux Conference + OSPOCon 20212021-09-27
Red Hat builds a Community Insights team that combines Cauldron (Grimoire Labs + Elasticsearch), Auger and a dormant Prospector to quantify community health…
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