Public agenda records scored by the third loop.
Original research
Meeting statistics 2026, measured from real agendas
Most meeting statistics come from surveys asking people how they felt. These come from reading what was actually scheduled.
Direct answer: We read 23,624 published meeting, workshop and conference agendas and scored each one. The average scored 21.8 out of 100. 21,781 of them (92.2 percent) contain no follow-up mechanism at all.
The headline numbers
Every figure is recomputed from the corpus on each build, so this page cannot drift from the dataset behind it.
- 23,624 published agendas read and scored.
- 21.8 out of 100 is the average design score.
- 92.2 percent (21,781 agendas) show no follow-up mechanism: no owner, no date, no tracking.
- 0 agendas score above 60. 76 score above 50.
- 12.1 percent (2,854 agendas) are broadcast only, one person presenting to a seated room.
- 18,525 agendas score below 30.
Extracted agenda items across the corpus.
Strict public-evidence score.
The empty right side of the score distribution.
Records without visible continuation or tracking.
Higher-quality public listings.
Why these differ from the statistics you usually see
- Survey statistics measure recall and mood. An agenda is a document, so it can be read directly.
- Nothing here asks whether attendees enjoyed the meeting. It asks whether the schedule was built to produce a result.
- The corpus is public agendas, so every score traces to a source URL anyone can check.
- An agenda is a plan, not a record of what happened. These numbers describe design, not outcome.
The strongest agendas in the set
Even these do not clear 60.
This action-oriented convening in Education / Training / Career shows 78 visible agenda rows from lfp.learningforward.org and scores 59/100: a promising public-evidence design, still below the strong-evidence...
Education / Training / Career
action-oriented convening
78 agenda rows
RISE NationalGES 58
This public sector policy civic agenda in Health / Wellness / Sports shows 56 visible agenda rows from national.risehealth.org and scores 58/100: a promising public-evidence design, still below the strong-evidence...
Health / Wellness / Sports
public sector policy civic agenda
56 agenda rows
This action-oriented convening in Nonprofit / Social Impact shows 73 visible agenda rows from midwestclimatecollaborative.wustl.edu and scores 57/100: a promising public-evidence design, still below the strong-evidence...
Nonprofit / Social Impact
action-oriented convening
73 agenda rows
This action-oriented convening in Unknown shows 52 visible agenda rows from nlbha.org and scores 57/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in...
Unknown
action-oriented convening
52 agenda rows
SOPHE Annual ConferenceGES 56
This action-oriented convening in Trade Show / Expo shows 78 visible agenda rows from sophe2026.eventscribe.net and scores 56/100: a promising public-evidence design, still below the strong-evidence threshold. The...
Trade Show / Expo
action-oriented convening
78 agenda rows
This action-oriented convening in Technology / AI / Startup shows 38 visible agenda rows from 2026nationalforum.vfairs.com and scores 54/100: a promising public-evidence design, still below the strong-evidence...
Technology / AI / Startup
action-oriented convening
38 agenda rows
This action-oriented convening in Nonprofit / Social Impact shows 77 visible agenda rows from peakgrantmaking.org and scores 54/100: a promising public-evidence design, still below the strong-evidence threshold. The...
Nonprofit / Social Impact
action-oriented convening
77 agenda rows
Caranational 2026GES 54
This action-oriented convening in Technology / AI / Startup shows 53 visible agenda rows from caranational2026.vfairs.com and scores 54/100: a promising public-evidence design, still below the strong-evidence...
Technology / AI / Startup
action-oriented convening
53 agenda rows
AAS MeetingGES 53
This action-oriented convening in Education / Training / Career shows 74 visible agenda rows from aas.org and scores 53/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest...
Education / Training / Career
action-oriented convening
74 agenda rows
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from 2026nationalforum.vfairs.com and scores 53/100: a promising public-evidence design, still below the strong-evidence...
Technology / AI / Startup
action-oriented convening
80 agenda rows
What To Do Next
Every page should leave the reader with a move they can make, not just a fact they can quote.
- Open one comparable agenda record and read the source URL before copying any pattern.
- Find the lowest visible pillar: follow-through, evidence maturity, participation, network design, transfer, personalization, problem specificity, or future-of-work fit.
- Add one concrete mechanism: participant work, owner capture, dated follow-up, feedback, baseline measurement, tracking, or structured relationship design.
- Write down what evidence would make the gathering worth funding again.
- Do not use satisfaction or attendance as the only effectiveness proof.
Choose Your Path
Different readers need different first clicks; the corpus should make the useful path obvious.
Event ownersBenchmark the agenda before the budget is locked.SponsorsInspect whether the agenda creates qualified movement, not just visibility.Event designersTurn passive blocks into participant work and proof loops.CEOsFund gatherings with visible outcomes, owners, and follow-through.Data partnersTurn public event listings into agenda intelligence.
Answer Engine Notes
Where do these meeting statistics come from?
From reading 23,624 publicly published agendas and scoring each against eight design criteria. No survey, no self-report. The full dataset is downloadable under CC BY 4.0.
Can I cite these numbers?
Yes. The dataset is CC BY 4.0. Attribution to United We Transform with a link is all that is required.
Why is the average so low?
The score rewards visible mechanisms that could produce a result: commitments, owners, follow-up, participant work. Most published agendas list topics and times and nothing else.