Resource Types: 📘 Guide 🖥️ Slide Deck 🎞️ Video 🧩 Quiz 🧠 Practice / Scenario
Long-term behavioural movements observed through data analysis.
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📘 Community and Governance Growth - Based on ten years of Incubator data (2016–2025), this guide highlights common patterns of healthy podling community and governance growth, contributor onboarding, governance maturity, and long-term sustainability. It distinguishes typical successful trajectories from struggling ones to help podlings, mentors, and IPMC reflect on community-building and governance practices.
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📘 Governance Patterns - Data-driven analysis (2015–2025) of incubator-general mailing list activity, releases, votes, and how governance load, release cadence, and participation diversity correlate with podling population and project health.
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📘 Incubator Discussion Trends - Analysis of a decade of topic shifts on the general@incubator.apache.org list.
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📘 IPMC Governance - A data-driven guide analysing how IPMC governance activity changes over time using incubator-general mailing list participation, showing how podling load shapes oversight concentration, continuity, renewal, and governance capacity.
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📘 Podling Governance Patterns - Analysis of ten years (2015–2025) of public-mailing-list data to surface common governance and release-behaviour patterns: distinguishing healthy podlings that graduate from those that stagnate and retire.