Hi,
I’ve just finished analysing ten years of subject-line data from this list. I 
aimed to see if there were any long-term trends in how the Incubator 
communicates and how our focus has changed over time. You can find the full 
report here. [1]
Here’s a quick summary of what the data shows:
Over the past ten years, our discussions have shifted from defining the process 
to refining it. In the early years, topics like Releases, Voting, and 
Graduation were most common, while Reporting, Licensing, and Governance became 
more routine. By the early 2020s, the number of messages had dropped slightly, 
but the range of topics had grown. Mentoring and Governance came back into 
focus, especially around capacity, balance, and sustainability.
- Releases and Voting remain the backbone of activity, showing consistent 
throughput and serving as markers of readiness.
- Reporting has moved from manual reminders to quiet, automated routines and 
now serves as an early sign of podling health.
- Mentoring has stayed low in volume, but there has been a recent increase in 
conversations about mentor workload and how it is shared.
- Graduation has stayed steady and procedural, with more focus in recent years 
on supporting projects after they graduate.
- Licensing issues are stable and resolved quickly, showing that everyone is 
familiar with the requirements.
- Onboarding and Vendor Neutrality come up less often now, as these 
expectations have become part of our routine.
Overall, the tone has shifted from being corrective to a more collaborative 
one. People now rely more on shared understanding than on quoting rules.
Key governance lessons
- Transparency drives stability more effectively than enforcement.
- Repetition turns the process into shared learning.
- Distributed responsibility across mentors, PPMCs, and podlings is sustainable.
- Culture, especially tone and trust, is what ultimately allows governance to 
scale.
The next step for the Incubator is not to add more structure, but to strengthen 
the things that help governance stay flexible. This means focusing on mentoring 
instead of just monitoring, renewing mentor capacity, making things clearer and 
easier to find, combining dashboards with stories, and encouraging global 
participation.
I welcome any feedback or further thoughts you might have.
Kind regards,
Justin

1. 
https://cwiki.apache.org/confluence/display/INCUBATOR/Incubator+Discussion+Trends

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