Public source records collected from event pages, schedules, programs, PDFs, and related public sources.
Interactive report
Gathering Effectiveness Interactive Reports
Interactive dashboard essays and scaffolded research reports from the Event Agenda Corpus.
Built for: Public readers, organizers, sponsors, CEOs, researchers, and participants.
Interactive report library
The world’s largest public map of how gatherings are actually designed
We have indexed public event agendas at scale, extracted hundreds of thousands of agenda building blocks, and scored the visible design evidence behind conferences, summits, workshops, panels, expos, and convenings. Start with the five deep reports, then use the coming analyses as a roadmap for the next layer of public research.
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.
State of Gathering Effectiveness
The baseline report for what thousands of public agendas reveal about how modern events are designed to work.
Deep reportThe Panel Problem
Panels are everywhere, but public agendas rarely show the mechanics that make them produce learning, decisions, or action.
Deep reportSponsor Value Architecture
A commercial opportunity analysis of how agendas create, or fail to create, sponsor value beyond signage and stage time.
Deep reportThe Follow-Through Gap
The corpus shows the same pattern again and again: events publish sessions, but rarely publish the accountability layer after the room.
Deep reportEvidence Maturity Ladder
A practical ladder for separating agenda design evidence from proof that a gathering actually changed behavior, networks, decisions, or outcomes.
Coming analysisPassive vs Active Agenda Index
Separates stage-heavy agendas from agendas that ask participants to do work.
Coming analysisNetwork Design Atlas
Maps weak-tie creation, relationship architecture, mixers, and bridge-building in public agendas.
Coming analysisLearning Transfer Report
Shows where events move from exposure to practice, feedback, and workplace application.
Coming analysisCommercial Inventory Map
Catalogs demo, pitch, expo, partner, showcase, vendor, and booth inventory across agendas.
Coming analysisIndustry Category Comparisons
Compares categories by score, quality, mechanisms, source quality, and evidence gaps.
Coming analysisSource Host Quality Forensics
Profiles the domains and platforms that produce structured, noisy, rich, or weak agenda evidence.
Coming analysisAgenda Anatomy Report
Dissects agenda item formats and purposes into the building blocks of gathering design.
Coming analysisEvent Organizer Playbook
Turns corpus patterns into practical agenda improvements.
Coming analysisSponsor ROI Readiness Score
Defines a readiness model for sponsor outcomes without pretending to measure actual ROI.
Coming analysisExecutive and Strategy Event Report
Analyzes leadership summits, strategy sessions, investor days, analyst days, and executive convenings.
Coming analysisBest-in-Class Gallery
A visual gallery of the strongest examples by pillar, mechanism, and category.
Coming analysisWarning Signs Gallery
Shows the recurring agenda and source patterns that should trigger caution.
Coming analysisEvent Graph and De-Duplication Report
Explains how one event becomes multiple records through schedules, tracks, days, and sessions.
Coming analysisFuture-of-Work Fit Report
Ranks agendas by time-value, AI, hybrid reality, accessibility, personalization, and meeting-load sensitivity.
Coming analysisDecision Quality and Decision Follow-Through
Examines whether agendas create decisions, commitments, owners, and next-step accountability.
Methodology Appendix
The index lists generated reports and their current depth.
Scores are not causal proof. They are public, source-grounded judgments from visible agenda structure, source evidence, and explicitly labeled inference.