Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 31/100, so the next move is to benchmark the weakest pillars before repeating the format.
broadcast-heavy conference agenda analysis
2025
This broadcast-heavy conference in Unknown shows 22 visible agenda rows from lsgda.github.io and scores 31/100: a thin but inspectable design signal. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are Follow Through and Learning Transfer. Visible mechanisms include Participant work, Network design, and Learning transfer. The public record does not show follow-up or tracking, so the score should be read as design intent rather than durable impact. A practical reading: For a reader, this is a comparison record more than a model to copy: it reads as a broadcast-heavy conference, with the strongest visible signal in future-of-work fit and evidence maturity and the biggest open question around follow through and learning transfer. The practical test is whether the published agenda connects the room to post-event continuation and evidence. This page is an original public-evidence analysis, not a copy of the source agenda or an endorsement of the event. The score places the visible agenda in the thin outcome architecture band. The strongest visible pillars are Future-of-Work Fit, Evidence Maturity, and Personalization; the thinnest visible pillars are Follow Through, Learning Transfer, and Network Design. Visible mechanisms include Participant work, Network design, and Learning transfer. The extracted agenda preview includes 22 visible rows. The most common formats are Presentation, Keynote, and Break; the most common inferred purposes are Knowledge Transfer, Thought Leadership, and Wellbeing.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?28
Participation Architecture - 28/100. Participant work, contribution, interaction, and alternatives to passive broadcast.
Follow Through?5
Follow Through - 5/100. Owners, dates, commitments, progress checks, and accountability after the room.Missing: Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
Problem Specificity?34
Problem Specificity - 34/100. A clear costly problem, objective, decision, or performance target.
Personalization?35
Personalization - 35/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?24
Network Design - 24/100. Structured weak ties, bridge-building, mixers, and relationship persistence.Missing: Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
Learning Transfer?12
Learning Transfer - 12/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.Missing: Build transfer into the agenda through practice, feedback, job aids, reflection, and 30-90 day use cases.
Evidence Maturity?41
Evidence Maturity - 41/100. Baseline, comparison, follow-up, isolation, and attribution confidence.
Future-of-Work Fit?57
Future-of-Work Fit - 57/100. Value against time, hybrid reality, accessibility, AI, and meeting load.
Fix the gaps
Field-tested exercises matched to this agenda's weakest pillars, from the exercise library.
Follow Through (5/100)
Exercises that strengthen it: Mental Toughness Workshop • WorkshopBank · 15% Solutions • WorkshopBank · Network Patches
Learning Transfer (12/100)
Exercises that strengthen it: Team Challenge Activity for Group Problem-Solving: Don't... · Thrilling, Quick Elimination Game to Boost Energy - Match... · Creative Brain Teaser & Fun Geometric Team Puzzle - T-Puzzle
Network Design (24/100)
Exercises that strengthen it: Fun Trust-Building Group Game for Team Connection - Izzat... · Exciting Group Trust Activity for Building Confidence... · PFP: September 2005
Agenda Preview
The actual agenda we captured. Every block is classified by format and purpose. Open any block to see how we read it; the colored edge shows whether it is participant work, broadcast, logistics, or a showcase.
Room vs wrapper
5 percent of the 22 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
all eventkeynote SPEAKERSKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventWorkshop programsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
08:30-08:40Opening RemarksOpening RemarksOrientation+
Format · BroadcastOpening RemarksFraming or welcome from the stage. Orients the room, not participatory.
Evidence basisMediumRead from source
08:40-09:20Exploring the Connections Between Social Network Analysis and Graph Analytics Prof. Tamer Özsu (University of Waterloo) Keynote Talk 1 AbstractKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
09:20-10:00Improving Transportation in Road Networks Using Big Vehicle Trajectory Data Prof. Christian S. Jensen (Aalborg University) Keynote Talk 2 AbstractKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
10:00-10:30Morning BreakBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
10:30-10:45Top-r Influential Community Search in Bipartite Graphs Yanxin Zhang, Zhengyu Hua, Long Yuan (University of Wisconsin-Madison; Wuhan University of Technology), Zi Chen Paper Presentations 1PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
10:45-11:00Hyracks Unchained: Efficient Recursion for Navigational Queries in Apache AsterixDB Glenn Galvizo, Michael Carey (University of California, Irvine) Paper Presentations 2PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
11:00-11:15GAL: Topology-Aware Serialization for Graph Traversals Zeynep Korkmaz, Tamer Özsu, Khuzaima Daudjee (University of Waterloo) Paper Presentations 3PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
11:15-11:30To What Extent Does Quality Matter? The Impact of Graph Data Quality on GNN Model Performance Jana Vatter, Maurice L. Rochau, Ruben Mayer, Hans-Arno Jacobsen (Technical University of Munich; University of Bayreuth; University of Toronto) Paper Presentations 4PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
11:30-11:45EnGraph: Ensemble-Based Augmentation for Graph Anomaly Detection Andrew Shields, Robert Sheehy, Pat Doody (Munster Technological University) Paper Presentations 5PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
11:45-12:00Improving the Accessibility of Port Operations in Supply Chain Management Using Graph Data Analysis Mert Ayas, Frank Laarmann, Leif Meier, Katja Zeume (Westphalian UAS) Paper Presentations 6PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
12:00-13:30Lunch BreakMealWellbeing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisMediumRead from source
13:30-14:20BG3: A Cost Effective and I/O Efficient Graph Database in ByteDance Chen Cheng (ByteDance) Keynote Talk 3 AbstractKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
14:20-15:00Parallel Graph Structural Analytics: Systems and Visions for Next-Generation Graph Data Science Prof. Da Yan (Indiana University Bloomington) Keynote Talk 4 AbstractKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
15:00-15:30Afternoon BreakBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
15:30-15:45Semantic Embedding for Enterprise Clustering: A Systematic and Scalable Approach Using Sentence Transformers Yigong Xiao, Xianzhi Lei, Kecheng Wang, Changan Zhou, Niannian Huang (Zhejiang Venus Intelligence Technology Co., Ltd.; Shenzhen Jiuxin Software Co., Ltd.) Paper Presentations 7PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
15:45-16:00Shape-Aware, Scale-Agnostic Representation of Dynamic DAGs Jennifer Neumann, Peter M. Fischer (University of Augsburg) Paper Presentations 8PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
16:00-16:15Growing Up HAL: Historic and Property Graph Queries Muhammad Khan, Ioana Manolescu, Angelos-Christos Anadiotis (INRIA, Oracle) Paper Presentations 9PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
16:15-16:30Efficient Betweenness Maximization in Temporal Networks Xijuan Liu, Kejia Xu, Lele Zhang, Haiyang Hu, Ying Zhang (Zhejiang Gongshang University; UNSW) Paper Presentations 10PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
16:30-16:45Single-Source Regular Path Querying in Terms of Linear Algebra Semyon Grigorev, Georgiy Belyanin, Rodion Suvorov (St. Petersburg State University) Paper Presentations 11PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
16:45-17:00Closing Remarks & AwardsClosing RemarksOrientation+
Format · BroadcastClosing RemarksClosing framing from the stage. Wraps the event, not participatory.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 29/100 and verified 30/100 with no fourth-loop cap.
Reader Takeaway. For a reader, this is a comparison record more than a model to copy: it reads as a broadcast-heavy conference, with the strongest visible signal in future-of-work fit and evidence maturity and the biggest open question around follow through and learning transfer. The practical test is whether the published agenda connects the room to post-event continuation and evidence.
Strongest signals: Future-of-Work Fit, Evidence Maturity, and Personalization. Weakest signals: Follow Through, Learning Transfer, and Network Design.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Build transfer into the agenda through practice, feedback, job aids, reflection, and 30-90 day use cases.
- Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
Fastest next move: Add named owners, dated next steps, and a visible continuation path before treating the event as outcome-ready.
Role-Specific Reading +
Sponsor lens
Look beyond exposure. Strong sponsor value would show qualified interaction, problem work, buyer learning, customer evidence, or follow-up. The practical sponsor move is to look for structured introductions, buyer-seller fit, and relationship persistence.
Designer lens
The agenda is useful as a pattern sample from lsgda.github.io. Redesign attention should go first to the lowest-scoring pillars; in practice, turn the thinnest agenda blocks into participant work.
Executive lens
Treat the visible agenda as an operating plan. The executive move is to require owners, dates, and evidence before treating the event as strategic. If owners, proof, and follow-through are not visible, the public record does not yet prove strategic movement.
Aggregator lens
Treat the source URL as evidence, not decoration. The data-product move is to label the source boundary clearly before ranking the record before ranking or syndicating the record.
What GES Means Here +
The Gathering Effectiveness Score is a strict 0-100 public-evidence reading of the agenda across eight pillars. It rewards visible participant work, follow-through, transfer, network design, and proof mechanisms more than polish, speaker fame, attendance, or satisfaction.
Visible mechanisms: Participant work, Network design, Learning transfer.
Evidence boundary: Scores reflect visible agenda/source evidence and should not be read as proof of causal event impact.
Limitations, Score Caps, and Review Flags +
Limitations
- No visible follow-up, progress monitoring, or longitudinal tracking.
- Passive stage formats dominate the visible agenda.
- No baseline measurement is visible.
Score caps
- No fourth-loop score cap applied.
Review flags
- No source-backed follow-up, validation, baseline, tracking, or impact evidence.
Is this proof the event worked? +
No. This is a strict public-evidence reading of the agenda. Proof would require baseline, comparison, follow-up, attribution, and impact evidence beyond the listing.
What should a reader inspect first? +
Start with the source URL, then compare the eight pillar scores against the agenda rows. The biggest opportunities usually sit in follow-through, evidence maturity, and participant work.
Why publish weak records? +
Weak records are part of the map. They show where public agendas still describe sessions and speakers more often than outcomes, commitments, transfer, or proof.
How should I use the rows? +
Read the agenda rows as the visible design trace: formats, purposes, and evidence labels show what the public source made inspectable, not everything that happened in the room. This is a source-grounded interpretation of the public agenda record, not a copy of the source, and not an endorsement of the event.
Where To Go Next
Compare this agenda against other Unknown events scored on the same eight pillars.