Best-in-class collection
Records with many visible outcome mechanisms.
Collections are ranked from visible agenda and source evidence.
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 action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from conference.iste.org and scores 54/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main...
Source: conference.iste.org
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 action-oriented convening in Education / Training / Career shows 75 visible agenda rows from ahead.org and scores 58/100: 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 main limits...
Source: ahead.org
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 Participation Architecture and Learning Transfer; the main limits are Follow...
Source: nlbha.org
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 clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main...
Source: peakgrantmaking.org
This lead or directory source in Business / Finance / Marketing shows 37 visible agenda rows from 42dm.net and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Participation Architecture and Learning Transfer; the main...
Source: 42dm.net
This action-oriented convening in Technology / AI / Startup shows 23 visible agenda rows from euromlsys.eu 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 limits are Follow Through...
Source: euromlsys.eu
This action-oriented convening in Unknown shows 80 visible agenda rows from humanx.co and scores 46/100: 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 and Participation Architecture....
Source: humanx.co
This action-oriented convening in Unknown shows 80 visible agenda rows from humanx.co and scores 46/100: 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 and Participation Architecture....
Source: humanx.co
This action-oriented convening in Education / Training / Career shows 19 visible agenda rows from sccm.org and scores 45/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Participation Architecture; the main limits are Follow Through...
Source: sccm.org
This action-oriented convening in Academic / Research / Science shows 57 visible agenda rows from pulmonologyconference.com and scores 42/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Evidence Maturity; the main limits are Network...
Source: pulmonologyconference.com
This action-oriented convening in Technology / AI / Startup shows 17 visible agenda rows from thehymnsociety.org and scores 36/100: a thin but inspectable design signal. The clearest public signals sit in Learning Transfer and Evidence Maturity; the main limits are Follow Through and Network...
Source: thehymnsociety.org
This action-oriented convening in Technology / AI / Startup shows 13 visible agenda rows from ai4.io and scores 34/100: a thin but inspectable design signal. The clearest public signals sit in Personalization and Participation Architecture; the main limits are Follow Through and Future-of-Work...
Source: ai4.io
This action-oriented convening in Trade Show / Expo shows 6 visible agenda rows from sophe2026.eventscribe.net and scores 34/100: a thin but inspectable design signal. The clearest public signals sit in Participation Architecture and Learning Transfer; the main limits are Follow Through and...
Source: sophe2026.eventscribe.net
This action-oriented convening in Technology / AI / Startup shows 10 visible agenda rows from neurips.cc and scores 33/100: a thin but inspectable design signal. The clearest public signals sit in Problem Specificity and Learning Transfer; the main limits are Follow Through and Network Design....
Source: neurips.cc
This action-oriented convening in Technology / AI / Startup shows 10 visible agenda rows from neurips.cc and scores 33/100: a thin but inspectable design signal. The clearest public signals sit in Problem Specificity and Learning Transfer; the main limits are Follow Through and Network Design....
Source: neurips.cc
This action-oriented convening in Academic / Research / Science shows 4 visible agenda rows from 2025.ijcai.org and scores 31/100: a thin but inspectable design signal. The clearest public signals sit in Problem Specificity and Learning Transfer; the main limits are Follow Through and Network...
Source: 2025.ijcai.org
This applied learning or working session in Health / Wellness / Sports shows 2 visible agenda rows from digital-library.theiet.org and scores 26/100: a weak visible outcome architecture. The clearest public signals sit in Participation Architecture and Problem Specificity; the main limits are...
Source: digital-library.theiet.org
This agenda lead in Academic / Research / Science shows 0 visible agenda rows from index.mirasmart.com and scores 16/100: a weak visible outcome architecture. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Participation Architecture and Follow...
Source: index.mirasmart.com
This agenda lead in Academic / Research / Science shows 0 visible agenda rows from index.mirasmart.com and scores 16/100: a weak visible outcome architecture. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Participation Architecture and Follow...
Source: index.mirasmart.com
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 clearest public signals sit in Learning Transfer and Participation Architecture; the...
Source: sophe2026.eventscribe.net
This action-oriented convening in Education / Training / Career shows 54 visible agenda rows from scup.org and scores 56/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Participation Architecture; the...
Source: scup.org
This action-oriented convening in Nonprofit / Social Impact shows 80 visible agenda rows from cof.org and scores 55/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Network Design; the main limits are...
Source: cof.org
This action-oriented convening in Unknown shows 41 visible agenda rows from socialimpactsummit.co and scores 55/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Participation Architecture and Learning Transfer; the main limits...
Source: socialimpactsummit.co
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 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 53 visible agenda rows from caranational2026.vfairs.com and scores 54/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Participation Architecture and...
Source: caranational2026.vfairs.com
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 public signals sit in Participation Architecture and Learning Transfer; the main...
Source: aas.org
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 Network Design; the...
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 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 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 applied learning or working session in Technology / AI / Startup shows 48 visible agenda rows from changeconference.com.au and scores 53/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Participation Architecture and...
Source: changeconference.com.au
This action-oriented convening in Technology / AI / Startup shows 37 visible agenda rows from americanbar.org and scores 53/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Participation Architecture and Learning Transfer; the...
Source: americanbar.org
This lead or directory source in Technology / AI / Startup shows 80 visible agenda rows from neurips.cc 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 Learning Transfer; the main limits are...
Source: neurips.cc
This lead or directory source in Technology / AI / Startup shows 53 visible agenda rows from exchange-summit.com and scores 53/100: 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 main...
Source: exchange-summit.com
This action-oriented convening in Technology / AI / Startup shows 79 visible agenda rows from 2026nationalforum.vfairs.com and scores 52/100: 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 lead or directory source in Technology / AI / Startup shows 53 visible agenda rows from exchange-summit.com and scores 52/100: 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 main...
Source: exchange-summit.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 Energy / Industrial / Infrastructure shows 54 visible agenda rows from retrofitcanadaconference.energyconferencenetwork.com and scores 51/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in...
Source: retrofitcanadaconference.energyconferencenetwork.com
This applied learning or working session in Technology / AI / Startup shows 32 visible agenda rows from chiefexecutive.net and scores 51/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Participation...
Source: chiefexecutive.net
This action-oriented convening in Nonprofit / Social Impact shows 49 visible agenda rows from socialimpactintheregions.com.au 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...
Source: socialimpactintheregions.com.au
This action-oriented convening in Public Sector / Policy / Civic shows 80 visible agenda rows from smartcityexpo.com and scores 51/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Evidence Maturity and Learning Transfer; the...
Source: smartcityexpo.com
This broadcast-heavy conference in Business / Finance / Marketing shows 80 visible agenda rows from wc.iabc.com and scores 51/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Problem Specificity; the main...
Source: wc.iabc.com
This broadcast-heavy conference in Business / Finance / Marketing shows 80 visible agenda rows from wc.iabc.com and scores 51/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Problem Specificity; the main...
Source: wc.iabc.com
This action-oriented convening in Technology / AI / Startup shows 54 visible agenda rows from usenix.org and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Participation Architecture; the main...
Source: usenix.org
This action-oriented convening in Nonprofit / Social Impact shows 72 visible agenda rows from conference.housingca.org and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Participation Architecture and Network Design...
Source: conference.housingca.org
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from defcon.org and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Participation Architecture and Learning Transfer; the main...
Source: defcon.org
This applied learning or working session in Technology / AI / Startup shows 34 visible agenda rows from neurips.cc and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Learning Transfer and Participation Architecture...
Source: neurips.cc
This applied learning or working session in Technology / AI / Startup shows 34 visible agenda rows from neurips.cc and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Learning Transfer and Participation Architecture...
Source: neurips.cc
This action-oriented convening in Nonprofit / Social Impact shows 35 visible agenda rows from massenergize.org and scores 49/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Network Design and Participation Architecture; the main limits are Follow Through...
Source: massenergize.org
This action-oriented convening in Nonprofit / Social Impact shows 35 visible agenda rows from massenergize.org and scores 49/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Network Design and Participation Architecture; the main limits are Follow Through...
Source: massenergize.org
This action-oriented convening in Technology / AI / Startup shows 73 visible agenda rows from agisconference2026potsdam.sched.com and scores 49/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Personalization; the main limits are...
This action-oriented convening in Trade Show / Expo shows 80 visible agenda rows from sophe2026.eventscribe.net and scores 49/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Evidence Maturity; the main limits are Follow Through and...
Source: sophe2026.eventscribe.net
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from icscybersecurityconference.com and scores 49/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Problem Specificity; the main limits are...
Source: icscybersecurityconference.com
This action-oriented convening in Technology / AI / Startup shows 18 visible agenda rows from events.educause.edu and scores 49/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Problem Specificity; the main limits are Follow Through...
Source: events.educause.edu
This action-oriented convening in Trade Show / Expo shows 80 visible agenda rows from sophe.org 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 Personalization....
Source: sophe.org
This mixed-format event agenda in Technology / AI / Startup shows 30 visible agenda rows from hmpglobalevents.com and scores 48/100: 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: hmpglobalevents.com
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.
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.
Records with many visible outcome mechanisms.
By public corpus fields: scores, mechanisms, quality tiers, and agenda evidence flags.