Public source records collected from event pages, schedules, programs, PDFs, and related public sources.
Interactive report
State of Gathering Effectiveness
The baseline report for what thousands of public agendas reveal about how modern events are designed to work.
Built for: CEOs, event strategists, sponsors, organizers, and researchers who need the field-level picture.
Start here
The corpus shows an industry that is good at publishing schedules and much weaker at showing how gatherings create change.
Most people experience events as a stream of keynotes, panels, meals, workshops, expos, and networking receptions. That is the visible layer. The harder question is whether the agenda is designed to change what people know, decide, do, build, or sustain after the event ends.
This report reads thousands of public agendas through that harder question. The result is not a popularity ranking. It is a map of visible outcome machinery: participant work, specific problems, useful relationships, learning transfer, commitments, measurement, follow-up, and evidence.
Plain English
What is a GES score?
GES means Gathering Effectiveness Score. It is a 0-100 judgment of how much a public agenda shows the machinery of a gathering that can create real outcomes: participant work, specific problems, useful relationships, applied learning, commitments, follow-through, measurement, and evidence.
It is deliberately stricter than a satisfaction score. A beautiful stage, a packed ballroom, or a high NPS can still score low if the agenda does not show how people will apply anything, decide anything, meet the right people, or continue the work afterward.
0-19Mostly a listing or passive program.
20-39Some design intent, limited outcome machinery.
40-59Strong agenda design signals, still rarely proof.
60+Would require unusually strong public evidence.
What we indexed
This is not a survey of opinions. It is a public map of agenda design.
Readers do not need to know our internal data labels. The simple version: we captured public event agenda evidence, grouped duplicate slices of the same event, extracted the agenda blocks, and judged what those agendas appear designed to accomplish.
Deduplicated events after combining schedules, day pages, session pages, and related records.
Sessions, panels, workshops, keynotes, meals, demos, networking blocks, breaks, and other agenda items.
Items where the public source exposed time structure.
The striking finding is not that events are bad. It is that public agendas rarely show the parts that would let a serious reader believe the event will matter after everyone goes home.
Every captured public source judged by the system.
The best reader-facing count of distinct real-world events.
The building blocks inside those agendas.
A strict 0-100 effectiveness score.
Rare stronger agenda-design records.
The public evidence gap in one number.
The story in three beats
Schedules are abundant.
The corpus contains more than 300,000 agenda items, including timed sessions, panels, workshops, demos, meals, networking blocks, and keynotes.
Outcome machinery is uneven.
Learning transfer, network design, and participant work appear often enough to study, but commitments, baseline measurement, tracking, follow-up, and impact evidence are rare.
Proof is the frontier.
Only a small number of records clear even a 50+ GES threshold, and no record reaches 60+ under the current strict public-evidence rubric.
How strict GES scores distribute
A 50+ score is already unusual because the rubric rewards visible mechanisms and evidence, not event polish.
60+
0
50-59
76
40-49
1,239
30-39
3,784
20-29
6,918
10-19
10,389
0-9
1,218
Which outcome mechanisms are visible
The gap is not agenda volume. The gap is follow-through, tracking, baseline, and impact evidence.
Learning transfer
16,474
Network design
15,142
Participant work
10,888
Feedback
5,484
Personalization
4,021
Commitments
1,030
Tracking
319
Impact evidence
298
Baseline
284
Follow-up
52
Source quality tiers
Many public pages are useful but thin; a smaller layer is polished enough for deeper comparison.
Thin agenda evidence
9,879
Lead or weak source
8,440
Useful agenda evidence
5,054
Mechanism-rich agenda
247
Evidence-rich agenda
4
What kinds of events appear
The repository spans conferences, summits, workshops, expos, learning sessions, research meetings, festivals, and more.
mixed-format event agenda
5,016
applied learning or working session
4,199
agenda lead
2,935
broadcast-heavy conference
2,661
lead or directory source
1,685
action-oriented convening
1,251
technology ai startup agenda
1,231
academic research science agenda
1,073
culture media festival agenda
862
relationship-building convening
590
education training career agenda
509
business finance marketing agenda
477
How to read this
Stop buying attendance as a proxy for impact.
Ask which decisions, behaviors, relationships, or commercial outcomes will still be visible 30, 60, or 90 days later.
Design the work, not just the run of show.
Add problem framing, participant production, feedback, synthesis, commitments, and continuation into the agenda itself.
Demand value architecture.
The best sponsor environments create qualified interaction, useful buyer work, post-event continuation, and evidence of movement.
Make the room smarter.
A panel should resolve a problem, expose tradeoffs, harvest audience questions, and end with usable synthesis.
Move from broadcast to participant work
Replace some stage time with structured exercises, decision prompts, peer exchange, demos with use cases, and synthesis.
Add the after-event layer
Name owners, dates, check-ins, progress dashboards, follow-up sessions, and post-event reporting.
Publish the evidence
Visible baseline, tracking, and impact signals are rare enough to become a public differentiator.
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 |
| SOPHE Annual Conferencesophe2026.eventscribe.net | 56 | action-oriented convening | 78 |
| Scup 2026scup.org | 56 | action-oriented convening | 54 |
| 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 |
Methodology Appendix
This report uses all judged public agenda/source records for distribution charts and deduplicated event groups for examples. Scores come from the third-loop Gathering Effectiveness Score.
Scores are not causal proof. They are public, source-grounded judgments from visible agenda structure, source evidence, and explicitly labeled inference.