Individual panel blocks extracted from public agendas.
Interactive report
The Panel Problem
Panels are everywhere, but public agendas rarely show the mechanics that make them produce learning, decisions, or action.
Built for: Panelists, moderators, organizers, sponsors, and executives who want panels to create value instead of filling time.
For moderators, panelists, sponsors, and producers
A panel is not a format. It is a bet that listening to people talk will change what the audience understands or does.
Panels dominate public agendas because they are easy to assemble, sponsor-friendly, and familiar. But familiarity is the trap. A weak panel fills time. A strong panel helps the audience make sense of a hard problem, compare tradeoffs, and leave with decisions or next actions.
GES does not penalize panels for existing. It penalizes panels when the public agenda shows only stage conversation and no problem framing, participant work, synthesis, commitment, or continuation.
How to read a panel GES score
GES = Gathering Effectiveness Score. For panels, the score rises when the agenda shows real audience value: specific questions, applied work, useful synthesis, and follow-through.
A low score does not mean bad speakers. It means the public agenda does not show enough machinery for learning, decisions, behavior change, or action.
Agenda/source records containing at least one panel.
A strict score for visible outcome design.
Records with three or more panel blocks.
The panel problem is not that experts speak. It is that the audience is too often treated as a seated backdrop instead of a working asset.
How big the panel footprint is
Panels are common enough that improving them would change a large share of the event experience.
Panel agenda items
8,812
Panel event records
3,677
Representative panel events
2,375
Panel average GES
28
Panel-heavy records
735
Panel-heavy average GES
30
How a panel can become more effective
This is an explicitly labeled design-improvement model, not a causal measurement.
Typical visible panel
28
+ audience problem framing
36
+ participant questions/work
44
+ synthesis and commitments
52
+ follow-up / tracking
62
A better panel has a job
Name the decision or tension.
Replace generic titles with the tradeoff, misconception, question, or decision the audience must resolve.
Make the room produce signal.
Collect ranked questions, run quick dilemmas, ask participants to compare use cases, or have tables name what they would do next.
Convert talk into assets.
Publish agreements, disagreements, unresolved questions, recommended actions, owner lists, resources, or follow-up sessions.
How to read this
Bring a point of view, not a biography.
Prepare one useful claim, one practical example, one disagreement, and one action the audience can take.
Design the audience arc.
Open with stakes, force tradeoffs, harvest audience signal, and close with synthesis.
Ask for qualified interaction.
A sponsored panel should create useful participant insight, not just brand adjacency.
Stop stacking panels back-to-back.
Panels need prompts, reflection, peer exchange, and breaks that let the content become usable.
Make the panel answer a real problem
Replace generic topic titles with the decision, tradeoff, or question the audience needs resolved.
Give the audience work
Use live prompts, structured questions, small-group reactions, or ranked dilemmas before panelist answers.
End with synthesis and next steps
Ask panelists to name agreements, disagreements, open questions, and participant follow-through actions.
Panel examples worth studying
Representative public examples. Source URLs remain available from each event page.
| Event | GES | Type | Items |
|---|---|---|---|
| Learning Forward Annual Conference 2026lfp.learningforward.org | 59 | action-oriented convening | 78 |
| Ahead 2026ahead.org | 58 | action-oriented convening | 75 |
| RISE Nationalnational.risehealth.org | 58 | public sector policy civic agenda | 56 |
| Midwest Climate Collaborative 2026midwestclimatecollaborative.wustl.edu | 57 | action-oriented convening | 73 |
| 2026 Conference - Agenda at a Glancenlbha.org | 57 | action-oriented convening | 52 |
| Cof 2025cof.org | 55 | action-oriented convening | 80 |
| 2026 Programsocialimpactsummit.co | 55 | action-oriented convening | 41 |
| ISTELiveconference.iste.org | 54 | action-oriented convening | 80 |
| PEAK 2025 Annual Conveningpeakgrantmaking.org | 54 | action-oriented convening | 77 |
| Caranational 2026caranational2026.vfairs.com | 54 | action-oriented convening | 53 |
| 2026 National Forum on Education Policy2026nationalforum.vfairs.com | 54 | action-oriented convening | 38 |
| 2026 National Forum2026nationalforum.vfairs.com | 53 | action-oriented convening | 80 |
Methodology Appendix
Panel records are identified by agenda items normalized as panel. The upgrade model is an explicitly labeled inference based on the GES criteria.
Scores are not causal proof. They are public, source-grounded judgments from visible agenda structure, source evidence, and explicitly labeled inference.