High-intent benchmark

Meeting effectiveness versus satisfaction

Why meeting and event effectiveness should be judged by outcomes, transfer, follow-through, and evidence instead of satisfaction alone.

Direct answer: This page turns 12 representative corpus examples into a practical benchmark. Inspect the source-backed agenda evidence before copying any format.

Judged records23,624

Public agenda records scored by the third loop.

Agenda blocks316,643

Extracted agenda items across the corpus.

Average GES21.8

Strict public-evidence score.

60+ records0

The empty right side of the score distribution.

No follow-up evidence21,781

Records without visible continuation or tracking.

Polished records6,313

Higher-quality public listings.

What To Look For

This is the second-pass editorial loop: search intent, reader usefulness, mission clarity, and evidence boundary.

Satisfaction can describe reaction; it does not prove transfer, decisions, useful ties, or impact.
The corpus scores visible mechanisms because they are closer to the work a gathering is meant to create.
A pleasant event can still fail if nothing changes afterward.

Corpus Examples

Examples are ranked by strict public-evidence score and agenda richness; they are not endorsements.

16 Sep aes26 International Evaluation Conference ConferenceGES 38

This action-oriented convening in Technology / AI / Startup shows 79 visible agenda rows from aes26.sched.com and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Evidence...

Technology / AI / Startup action-oriented convening 79 agenda rows

BELIV 2020 - BELIV 2012 - BELIV 2012: Beyond Time and Errors - Novel Evaluation Methods for Visualization BELIV 2012GES 34

This applied learning or working session in Unknown shows 8 visible agenda rows from beliv-workshop.github.io and scores 34/100: a thin but inspectable design signal. The clearest public signals sit in Participation...

Unknown applied learning or working session 8 agenda rows

Background - Member Survey on Developing a Voluntary Credentialing Program (Shows aggregate responses)GES 32

This applied learning or working session in Unknown shows 2 visible agenda rows from icma.org and scores 32/100: a thin but inspectable design signal. The clearest public signals sit in Participation Architecture and...

Unknown applied learning or working session 2 agenda rows

Training Language Models to Generate Quality Code with Program Analysis FeedbackGES 30

This applied learning or working session in Education / Training / Career shows 6 visible agenda rows from neurips.cc and scores 30/100: a thin but inspectable design signal. The clearest public signals sit in...

Education / Training / Career applied learning or working session 6 agenda rows

BELIV 2006 - Proceedings of the 2006 AVI workshop on BEyond time and errors: novel evaluation methods for informa - Metrics fGES 29

This applied learning or working session in Unknown shows 5 visible agenda rows from dl.acm.org and scores 29/100: a weak visible outcome architecture. The clearest public signals sit in Participation Architecture and...

Unknown applied learning or working session 5 agenda rows

BELIV 2006 - Proceedings of the 2006 AVI workshop on BEyond time and errors: novel evaluation methods for informa - BELIV '08GES 28

This applied learning or working session in Unknown shows 8 visible agenda rows from dl.acm.org and scores 28/100: a weak visible outcome architecture. The clearest public signals sit in Participation Architecture and...

Unknown applied learning or working session 8 agenda rows

12 Aug iNNovate 2026 NNPS Academic (Faculty)GES 27

This action-oriented convening in Technology / AI / Startup shows 5 visible agenda rows from innovate2026nnps.sched.com and scores 27/100: a weak visible outcome architecture. The clearest public signals sit in...

Technology / AI / Startup action-oriented convening 5 agenda rows

BELIV 2006 - Proceedings of the 2006 AVI workshop on BEyond time and errors: novel evaluation methods for informa - BELIV '16GES 26

This mixed-format event agenda in Unknown shows 10 visible agenda rows from dl.acm.org and scores 26/100: a weak visible outcome architecture. The clearest public signals sit in Problem Specificity and Learning...

Unknown mixed-format event agenda 10 agenda rows

BELIV 2020 - BELIV 2010 - BELIV 2010: BEyond time and errors: novel evaLuation methods for Information Visualization. BELIV 20GES 26

This applied learning or working session in Unknown shows 5 visible agenda rows from beliv-workshop.github.io and scores 26/100: a weak visible outcome architecture. The clearest public signals sit in Participation...

Unknown applied learning or working session 5 agenda rows

BELIV 2006 - Proceedings of the 2006 AVI workshop on BEyond time and errors: novel evaluation methods for informa - BELIV '12GES 24

This applied learning or working session in Unknown shows 3 visible agenda rows from dl.acm.org and scores 24/100: a weak visible outcome architecture. The clearest public signals sit in Participation Architecture and...

Unknown applied learning or working session 3 agenda rows

BELIV 2006 - Proceedings of the 2006 AVI workshop on BEyond time and errors: novel evaluation methods for informa - Metrics fGES 24

Unknown applied learning or working session 3 agenda rows

BELIV 2006 - Proceedings of the 2006 AVI workshop on BEyond time and errors: novel evaluation methods for informa - Metrics fGES 24

Unknown applied learning or working session 3 agenda rows

How To Use This Page

Open a comparable record and inspect the source URL.
Compare the lowest pillar scores with your agenda draft.
Add participant work, commitments, follow-up, measurement, or network design where the public examples are weak.
Treat inferred evidence as a design clue, not causal proof.

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

What is this benchmark?

Why meeting and event effectiveness should be judged by outcomes, transfer, follow-through, and evidence instead of satisfaction alone.

Can I copy these agendas?

Copy mechanisms and design patterns carefully, but verify the source evidence and adapt the agenda to your own participants, problem, and follow-through requirements.