Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 46/100, so the next move is to benchmark the weakest pillars before repeating the format.
action-oriented convening agenda analysis
SIGGRAPH 2025 Conference Schedule
This action-oriented convening in Unknown shows 80 visible agenda rows from s2025.conference-schedule.org 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 Through and Personalization. Visible mechanisms include Participant work, Commitments, Network design, and Learning transfer. Follow-through or tracking is at least visible enough to inspect, though causal proof still depends on stronger... A practical reading: For a reader, this is a useful but still incomplete public example: it reads as an action-oriented convening, with the strongest visible signal in future-of-work fit and learning transfer and the biggest open question around follow through and personalization. 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 moderate design signal band. The strongest visible pillars are Future-of-Work Fit, Learning Transfer, and Participation Architecture; the thinnest visible pillars are Follow Through, Personalization, and Evidence Maturity. Visible mechanisms include Participant work, Commitments, Network design, and Learning transfer. The extracted agenda preview includes 80 visible rows. The most common formats are Unknown, Workshop, and Demo; the most common inferred purposes are Unknown, Showcase, and Co Creation.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?55
Participation Architecture - 55/100. Participant work, contribution, interaction, and alternatives to passive broadcast.
Follow Through?16
Follow Through - 16/100. 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?43
Problem Specificity - 43/100. A clear costly problem, objective, decision, or performance target.
Personalization?40
Personalization - 40/100. Role, path, goal, preparation, or connection tailoring for participants.Missing: Create role-based paths, prepared questions, tailored breakouts, or participant-specific next steps.
Network Design?43
Network Design - 43/100. Structured weak ties, bridge-building, mixers, and relationship persistence.
Learning Transfer?57
Learning Transfer - 57/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?41
Evidence Maturity - 41/100. Baseline, comparison, follow-up, isolation, and attribution confidence.Missing: Add baseline measurement, comparison logic, tracking, or post-event impact reporting so effectiveness is not inferred only from format.
Future-of-Work Fit?63
Future-of-Work Fit - 63/100. 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 (16/100)
Exercises that strengthen it: Mental Toughness Workshop • WorkshopBank · 15% Solutions • WorkshopBank · Network Patches
Personalization (40/100)
Exercises that strengthen it: Journey Mapping • WorkshopBank · Group Energiser & Perspective-Changing Exercise - Paradigm... · Photo Storytelling
Problem Specificity (43/100)
Exercises that strengthen it: 0 - “Two Person Scene” Theory · Challenge Axis - Knowmium: The Un-Training Consultancy · Fist to Five • WorkshopBank
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
38 percent of the 80 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
all eventParticipantsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
4:00pm - 8:00pmPDT PathfindersUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00am - 10:00amPDT ACM SIGGRAPH 365 - Community Showcase Birds of a FeatherDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all eventACM SIGGRAPH 365 - Community Showcase Birds of a Feather WOSC Breakfast MixerDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
9:00am - 10:00amPDT Birds of a FeatherUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
9:00am - 10:30amPDT TalkPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
9:00am - 10:30amPDT LabsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
9:00am - 12:15pmPDT CourseUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
9:00am - 5:30pmPDT PosterPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster Posters: 3D & GeometryPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster Posters: Animation & SimulationPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster Posters: Art & DesignPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster Posters: Augmented & Virtual RealityPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster Posters: Displays & OpticsPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster Posters: Images, Video & Computer VisionPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster Posters: Interactive TechniquesPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventPoster Posters: RenderingPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
9:15am - 10:15amPDT ACM SIGGRAPH 365 - Community ShowcaseDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
10:00am - 5:30pmPDT Industry SessionPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
all eventIndustry Session Graphics Computing and World Models WorkshopWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
10:00am - 5:00pmPDT Spatial StorytellingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:15am - 12:15pmPDT Production SessionPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
12:30pm - 1:30pmPDT ACM SIGGRAPH 365 - Community Showcase Computer Animation FestivalDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
12:30pm - 3:30pmPDT FrontiersUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventFrontiers Workshop: Esports Rendering: Industry and Player PerspectivesWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
2:00pm - 5:15pmPDT Technical WorkshopWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventTechnical Workshop Drawing and Sketching: Art, Psychology, and Computer GraphicsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
2:00pm - 3:30pmPDT Computer Animation FestivalUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventFrontiers Workshop: XR in Medicine: From the Dev Floor to the Operating RoomWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
3:45pm - 5:15pmPDT Educator's ForumUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventEducator's Forum Panel: Education DisruptedPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
6:00pm - 8:45pmPDT Art Paper, Technical PaperUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventFrontiers Beyond the Frontier Talk: SIGGRAPH Frontiers Breakout Sessions for Creative Exchange (Monday)BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
9:00am - 10:00amPDT Educator's Day SessionPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
9:00am - 10:30amPDT Technical PaperUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventIndustry Session NVIDIA DLI TrainingTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
10:45am - 11:00amPDT BreakBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
11:00am - 12:45pmPDT NVIDIA DLI Training: Fundamentals of Agentic AI: A Brief Introduction PresenterKevin Lee New Technologies Artificial Intelligence/Machine Learning Generative AITrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
1:00pm - 3:45pmPDT NVIDIA DLI Training: Building AI Chatbots with Digital Human Technologies PresenterKevin Lee New Technologies Artificial Intelligence/Machine Learning Generative AITrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
9:00am - 10:30amPDT Keynote SpeakerKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventKeynote Speaker SIGGRAPH 2025 Opening Session & SIGGRAPH 2025 Keynote Speaker: Dr. Aaron Hertzmann, Can Computers Create Art?KeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventFrontiers Workshop: The Future of AI & Human CreativityWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
10:30am - 5:00pmPDT Art GalleryUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:30am - 5:00pmPDT Emerging TechnologiesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:30am - 5:00pmPDT Immersive PavilionUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventTechnical Workshop Generalizing Natural Behavior: Retargeting Human or Animal Motion to Robotic FormsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventSpatial Storytelling Breaking Ground in Mixed-Reality Storytelling: “What If...? An Immersive Story”BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventPoster Poster SessionPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventTalk Beyond the Talk: SIGGRAPH Roundtables for Creative ExchangeRoundtableDeliberation+
Format · Participant workRoundtableSmall-group discussion where attendees contribute directly rather than only listening.
Evidence basisMediumRead from source
2:00pm - 3:30pmPDT Art PaperUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventEducator's Forum Panel: Navigating The Future of VFX EducationPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventKeynote Speaker SIGGRAPH 2025 NVIDIA Research Special Address: Sanja Fidler, Aaron Lefohn, Ming-Yu LiuKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventLabs Hands-On Class: Scrapyard Challenge: Classic Arcade Game Controller Redesign WorkshopWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
9:00am - 11:30amPDT NVIDIA DLI Training: Learn OpenUSD: Preparing 3D Assets for Simulation and Physical AI PresentersJens Jebens Beau Perschall New Technologies Production & Animation Digital Twins Geometry Industry Insight Modeling Performance Physical AI Pipeline Tools and Work Real-Time Rendering Robotics SimulationTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
12:30pm - 3:00pmPDT NVIDIA DLI Training: Learn OpenUSD: Asset Modularity and Instancing PresentersMatias Codesal Matt Kuruc Production & Animation Animation Art Digital Twins Geometry Modeling Physical AI Pipeline Tools and Work Real-Time Rendering Robotics SimulationTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
3:00pm - 4:30pmPDT NVIDIA DLI Training: OpenUSD Office Hours PresentersAaron Luk Matias Codesal Production & Animation Animation Art Digital Twins Education Geometry Industry Insight Modeling Physical AI Pipeline Tools and Work Real-Time Rendering Robotics SimulationTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
9:00am - 9:50amPDT Next-Gen Rendering: Advances in GPU Ray Tracing With AI PresentersDavid Hart Tony Kanell Production & Animation Animation Art Artificial Intelligence/Machine Learning Graphics Systems Architecture Hardware Industry Insight Lighting Performance Pipeline Tools and Work Real-Time RenderingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:00am - 10:50amPDT Real-Time Short Form Content: Using GPU Accelerated Techniques for Storytelling PresentersLandis Fields Shannon Thomas Production & Animation Animation Art Artificial Intelligence/Machine Learning Graphics Systems Architecture Hardware Industry Insight Lighting Performance Pipeline Tools and Work Real-Time RenderingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:00am - 11:50amPDT Pixar and Beyond! Creativity, Technology, and RenderMan PresentersDylan Sisson Mark Manca Production & Animation Animation Graphics Systems Architecture Hardware Industry Insight Lighting Performance Pipeline Tools and Work Real-Time RenderingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
1:00pm - 1:50pmPDT High-Fidelity Rendering for Physical AI With NVIDIA Omniverse RTX PresenterIgnacio Llamas Production & Animation Animation Art Artificial Intelligence/Machine Learning Graphics Systems Architecture Hardware Industry Insight Performance Pipeline Tools and Work Real-Time RenderingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
2:00pm - 2:50pmPDT Real-Time Ray Tracing for M&E: Challenges and Innovations PresentersVladimir Koylazov Vladislav Vulchev Production & Animation Animation Art Artificial Intelligence/Machine Learning Graphics Systems Architecture Industry Insight Lighting Performance Pipeline Tools and Work Real-Time RenderingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
3:00pm - 3:50pmPDT The Future of Rendering PresenterJules Urbach Production & Animation Animation Art Artificial Intelligence/Machine Learning Graphics Systems Architecture Lighting Performance Pipeline Tools and Work Real-Time RenderingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
4:00pm - 4:50pmPDT GPU Rendering Innovations at Sony Pictures Imageworks PresentersClifford Stein Chris Hellmuth Production & Animation Animation Art Artificial Intelligence/Machine Learning Graphics Systems Architecture Industry Insight Lighting Performance Pipeline Tools and Work Real-Time RenderingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventKeynote Speaker SIGGRAPH 2025 Keynote Speaker: Dr. Anjali Tripathi, Future Earth: Storytelling From Space and the Exoplanet Revolution and ACM SIGGRAPH Award PresentationsKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventFrontiers Workshop: How GenAI, Mixed Reality, and New Technologies Are Shaping CommunicationWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventFrontiers Workshop: Hybrid Dance Xplorations: Artist-Centric XR/AI Sandbox for Co-Creation and PerformanceWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
10:00am - 10:50amPDT Connection Lounge Meet-UpUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:00am - 6:00pmPDT Job FairUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:30am - 11:00amPDT Stage SessionPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
all eventFrontiers Workshop: Town Hall: Gaussian Splats - Ready for StandardizationWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
11:00am - 12:00pmPDT Emerging Technologies Technical PaperUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventEmerging Technologies Technical Paper Emerging Technologies Demo - ForceGrip: Reference-Free Curriculum Learning for Realistic Grip Force Control in VR Hand ManipulationDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all eventIndustry Session Transform Mobile Graphics With Next-Gen Upscaling Live Demos, Networking, LunchDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all eventEmerging Technologies Technical Paper Emerging Technologies Demo - CueTip: Interactive and Explainable Physics-Aware Pool AssistantDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all eventEmerging Technologies Technical Paper Emerging Technologies Demo - PhysicsFC: Learning User-Controlled Skills for a Physics-Based Football Player ControllerDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all eventFrontiers Workshop: SIGGRAPH for Health: Engaging Successfully in the Next DisruptionsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventEmerging Technologies Technical Paper Emerging Technologies Demo - LAM: Large Avatar Model for One-Shot Animatable Gaussian HeadDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all eventEmerging Technologies Technical Paper Emerging Technologies Demo - A Platform for Interactive AI Character ExperiencesDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
3:45pm - 5:15pmPDT ACM SIGGRAPH Award TalkPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
all eventEmerging Technologies Technical Paper Emerging Technologies Demo - GSHeadRelight: Fast Relightability for 3D Gaussian Head SynthesisDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 45/100 and verified 45/100 with no fourth-loop cap.
Reader Takeaway. For a reader, this is a useful but still incomplete public example: it reads as an action-oriented convening, with the strongest visible signal in future-of-work fit and learning transfer and the biggest open question around follow through and personalization. The practical test is whether the published agenda connects the room to post-event continuation and evidence.
Strongest signals: Future-of-Work Fit, Learning Transfer, and Participation Architecture. Weakest signals: Follow Through, Personalization, and Evidence Maturity.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Create role-based paths, prepared questions, tailored breakouts, or participant-specific next steps.
- Add baseline measurement, comparison logic, tracking, or post-event impact reporting so effectiveness is not inferred only from format.
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 s2025.conference-schedule.org. 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, Commitments, 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 baseline measurement is visible.
Score caps
- No fourth-loop score cap applied.
Review flags
- No additional public review flags.
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.
Embed the verified badge +
This record is in the hand-verified gold set. Copy the snippet below to embed the verified badge on your own site.
<a href="https://unitedwetransform.com/events/evt_2025_s2025_conference_schedule_org_siggraph_2025_conference_schedule_s2025_confe"><img src="https://unitedwetransform.com/badge/ges-verified.svg" alt="GES verified by United We Transform" height="40"></a>Where To Go Next
Compare this agenda against other Unknown events scored on the same eight pillars.