Across all agenda records.
Eight-pillar score
Problem Specificity
A clear costly problem, objective, decision, or performance target.
Highest representative event score.
Deduplicated ranked events.
Problem Specificity Distribution
Distribution across every agenda record.
Top Problem Specificity Examples
Ranked by pillar score, then overall GES.
This broadcast-heavy conference in Technology / AI / Startup shows 80 visible agenda rows from learningtechnologies.co.uk and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Problem Specificity; the main limits are Follow...
Source: learningtechnologies.co.uk
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 threshold. The clearest public signals sit in Learning Transfer and Future-of-Work Fit...
Source: lfp.learningforward.org
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 threshold. The clearest public signals sit in Future-of-Work Fit and...
Source: national.risehealth.org
This applied learning or working session in Education / Training / Career shows 80 visible agenda rows from devlearn.com and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Participation Architecture; the main limits are...
Source: devlearn.com
This applied learning or working session in Technology / AI / Startup shows 50 visible agenda rows from data-fm-iclr2026.github.io and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Participation Architecture and Future-of-Work Fit; the main...
Source: data-fm-iclr2026.github.io
This relationship-building convening in Education / Training / Career shows 48 visible agenda rows from wls.tcnj.edu and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Personalization and Future-of-Work Fit; the main limits are Follow Through...
Source: wls.tcnj.edu
This action-oriented convening in Nonprofit / Social Impact shows 21 visible agenda rows from 2024conference.siesociety.org and scores 45/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Problem Specificity and Future-of-Work Fit; the main limits are...
Source: 2024conference.siesociety.org
This mixed-format event agenda in Technology / AI / Startup shows 79 visible agenda rows from 2026badgesummit.sched.com and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow...
Source: 2026badgesummit.sched.com
This applied learning or working session in Trade Show / Expo shows 26 visible agenda rows from icml.cc and scores 42/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Participation Architecture and Problem Specificity; the main limits are Follow Through...
Source: icml.cc
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from event.ascd.org and scores 52/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main limits...
Source: event.ascd.org
This trade show expo agenda in Technology / AI / Startup shows 31 visible agenda rows from intelligentautomation-conference.com and scores 36/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow Through...
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 threshold. The clearest public signals sit in Future-of-Work Fit and Personalization...
Source: 2026nationalforum.vfairs.com
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 threshold. The clearest public signals sit in Future-of-Work Fit and Personalization...
Source: 2026nationalforum.vfairs.com
This action-oriented convening in Technology / AI / Startup shows 57 visible agenda rows from conferences.techwell.com and scores 51/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Learning Transfer and Future-of-Work Fit; the...
Source: conferences.techwell.com
This action-oriented convening in Health / Wellness / Sports shows 80 visible agenda rows from congress.ache.org and scores 49/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow Through and...
Source: congress.ache.org
This health wellness sports agenda in Health / Wellness / Sports shows 49 visible agenda rows from arpa-h.gov and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Future-of-Work Fit; the main limits are Follow Through and...
Source: arpa-h.gov
This showcase or expo program in Technology / AI / Startup shows 80 visible agenda rows from hrtechnologyconference.com and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Network Design; the main limits are Follow Through...
Source: hrtechnologyconference.com
This broadcast-heavy conference in Public Sector / Policy / Civic shows 80 visible agenda rows from smartcityexpo.com and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Network Design and Learning Transfer; the main limits are Follow Through...
Source: smartcityexpo.com
This broadcast-heavy conference in Technology / AI / Startup shows 66 visible agenda rows from schedule.datacenterworld.com and scores 46/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow...
Source: schedule.datacenterworld.com
This applied learning or working session in Technology / AI / Startup shows 39 visible agenda rows from inclusivefintechforum.com and scores 46/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Participation Architecture and Network Design; the main limits...
Source: inclusivefintechforum.com
This applied learning or working session in Technology / AI / Startup shows 39 visible agenda rows from d2l.com and scores 46/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Participation Architecture and Future-of-Work Fit; the main limits are Follow...
Source: d2l.com
This applied learning or working session in Business / Finance / Marketing shows 38 visible agenda rows from dcchamber.org and scores 46/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Participation Architecture; the main limits are...
Source: dcchamber.org
This broadcast-heavy conference in Academic / Research / Science shows 80 visible agenda rows from amchp2026.eventscribe.net and scores 46/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow...
Source: amchp2026.eventscribe.net
This applied learning or working session in Technology / AI / Startup shows 40 visible agenda rows from icml.cc and scores 45/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Participation Architecture; the main limits are Follow...
Source: icml.cc
How To Read The Corpus
The site is built for readers first: plain terms, source links, visible limitations, and role-specific next steps.
Source pages or agenda slices captured from public event sites. One large event may produce several records.
Deduplicated clusters that gather related agenda, day, track, session, and source pages for one event.
The Gathering Effectiveness Score: a strict 0-100 public-evidence reading of visible outcome architecture, not an award or causal proof claim.
The source URL is the evidence trail. Open it before using a record for decisions, sponsorship, research, or comparison.
Choose Your Path
The same corpus answers different questions depending on whether you own, fund, design, sponsor, or package events.
Benchmark the agenda before the budget is locked.
SponsorsROIInspect whether the agenda creates qualified movement, not just visibility.
Event designersDesignTurn passive blocks into participant work and proof loops.
CEOsFundRequire outcomes, owners, and follow-through before another big room.
Data partnersDataTurn public event listings into agenda intelligence.
Answer Engine Notes
What is Problem Specificity?
A clear costly problem, objective, decision, or performance target.
Are these causal claims?
No. The page ranks visible agenda and source evidence; causal proof requires stronger outcome measurement and follow-up.