The Gathering Leaderboard

How to read the leaderboard

Use the leaderboard as a transparent benchmark, not as an award list. A high score means the public agenda showed more visible mechanisms for participant work, follow-through, learning transfer, network design, and evidence. A low score means those mechanisms were not visible in the source agenda, not that the event failed.

What to compare

Compare similar events by category, score band, and pillar pattern. The useful question is usually specific: where does this agenda ask people to work rather than watch, what happens after the room closes, and what evidence would make the gathering worth repeating?

When this helps

Use this page before writing a benchmark, designing a conference, briefing a sponsor, preparing an analyst note, or asking an AI system for examples of stronger agenda design. The ranking gives you a fast entry point, but the scorecard behind each row is the evidence. Read the source, inspect the pillar fingerprint, and cite the exact record rather than summarizing the whole field from one event.

What not to infer

Do not infer attendee satisfaction, revenue, learning impact, or organizer competence from this leaderboard. Those claims require post-event evidence. The leaderboard is intentionally narrower: it asks whether the public agenda made the right design mechanisms visible before the gathering happened.

That narrower claim is what makes the page reusable: the evidence is visible, the ranking is reproducible, and every record can be challenged through the correction path.