Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 40/100, so the next move is to benchmark the weakest pillars before repeating the format.
applied learning or working session agenda analysis
Events The Center for Translational Research
This applied learning or working session in Technology / AI / Startup shows 80 visible agenda rows from cf23.xcddev.com and scores 40/100: 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, Feedback, Network design, and Learning transfer. The public record does not show follow-up or tracking, so the score should be read as design intent... A practical reading: For a reader, this is a comparison record more than a model to copy: it reads as an applied learning or working session, 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 Problem Specificity. Visible mechanisms include Participant work, Feedback, Network design, and Learning transfer. The extracted agenda preview includes 160 visible rows. The most common formats are Unknown, Poster Session, and Presentation; the most common inferred purposes are Unknown, Showcase, and Knowledge Transfer.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?60
Participation Architecture - 60/100. 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?40
Problem Specificity - 40/100. A clear costly problem, objective, decision, or performance target.Missing: Name the costly problem, decision, or performance target the gathering is meant to move.
Personalization?36
Personalization - 36/100. 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?46
Network Design - 46/100. Structured weak ties, bridge-building, mixers, and relationship persistence.
Learning Transfer?63
Learning Transfer - 63/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?45
Evidence Maturity - 45/100. Baseline, comparison, follow-up, isolation, and attribution confidence.
Future-of-Work Fit?82
Future-of-Work Fit - 82/100. 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
Personalization (36/100)
Exercises that strengthen it: Journey Mapping • WorkshopBank · Group Energiser & Perspective-Changing Exercise - Paradigm... · Photo Storytelling
Problem Specificity (40/100)
Exercises that strengthen it: 0 - “Two Person Scene” Theory · Challenge Axis - Knowmium: The Un-Training Consultancy · Fist to Five • WorkshopBank
Post-event evidence
- Measured outcome The event featured 48 platform presentations, 51 poster presentations, 24 learning labs, 12 panel discussions, and 6 short courses. Source ↗
Found by searching the public web for what happened after this gathering, then classified and screened by our pipeline. Evidence labels describe who is making the claim, not whether the event succeeded.
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
15 percent of the 160 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
8:00 AM - 12:00 PMShort Course: Optimizing Integrated Remediation Technologies for Complex Commingled PlumesNetworkingRelationship building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisOutcome inferred from formatInferred from format
8:00 AM - 5:00 PMShort Course: Forensic Data Science for PFAS Investigations: Tools, Workflows, and Case Studies in RPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 5:00 PMShort Course: Environmental Forensics: Past, Present and Future DevelopmentsPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
3:00 PM - 5:00 PMCareer KickStarter (Pre-Registration Required)RegistrationLogistics+
Format · LogisticsRegistrationCheck-in and logistics, not agenda content.
Evidence basisOutcome inferred from formatInferred from format
5:00 PM - 6:30 PMWelcome ReceptionReceptionOrientation+
Format · LogisticsReceptionA social or hospitality block. Pacing and informal connection, not participant work.
Evidence basisOutcome inferred from formatInferred from format
8:30 AM - 10:00 AMOpening Plenary Session with Keynote Speaker Dr. Doris Hiam-GlavezKeynoteExpert framing+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:30 AM - 12:00 PMGeneral LunchMealPacing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisOutcome inferred from formatInferred from format
12:10 PM - 1:50 PMPanel Discussion: “Mr. Right” versus “Mr. Right Now”: What Does the Future Hold for PFAS Remedial SolutionsPanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
12:10 PM - 2:15 PMA1. PFAS Stabilization in Soil and Solid Wastes (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
12:10 PM - 4:20 PMF1. High-Resolution Site Characterization (HRSC) (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
12:35 PM - 1:00 PMLearning Lab: Next-Generation Digital 3-D Conceptual Site Models: Is Your Practice Keeping UpWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
1:25 PM - 1:50 PMLearning Lab: Real-Time Vapor Detection and ResponseWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
2:15 PM - 2:40 PMLearning Lab: How to Design a Colloidal Carbon PFAS Permeable Sorptive BarrierWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
2:15 PM - 2:45 PMAfternoon Beverage BreakBreakPacing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
2:15 PM - 4:20 PMB1. Advances in the Analysis of Non-Target PFAS (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
2:40 PM - 4:20 PMPanel Discussion: PFAS Remediation: Leveraging Lessons from Legacy Sites for Today’s DemandsPanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
3:05 PM - 3:30 PMLearning Lab: Best Practices for Contouring and Interpreting Environmental DataWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
3:55 PM - 4:20 PMLearning Lab: Part 1 - Colloidal Activated Carbon Barrier Construction and Careful Consideration of Model Inputs for the Construction of a Successful BarrierWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
4:30 PM - 6:00 PMGroup 1 Poster Presentations and ReceptionReceptionShowcase+
Format · LogisticsReceptionA social or hospitality block. Pacing and informal connection, not participant work.
Evidence basisOutcome inferred from formatInferred from format
5:15 PM - 6:00 PMStudent Poster CompetitionPoster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
8:00 AM - 9:15 AMA3. PFAS Human Health and Ecological Risk Assessment and Toxicity (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00 AM - 10:05 AMC3. PFAS Water Treatment in Action: Full-Scale Systems, Big Challenges, Real Results (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00 AM - 10:30 AMB2. Ex Situ PFAS Destruction Technologies (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00 AM - 12:10 PMH3. 1,4-Dioxane Remediation Technologies and Challenges (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
9:00 AM - 9:45 AMGeneral Breakfast & AM Coffee BreakBreakPacing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
9:15 AM - 9:40 AMLearning Lab: Environmental Data Management: Graduating from SpreadsheetsWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
9:40 AM - 11:45 AMG4. Data Analytics: Use of Machine Learning and Artificial Intelligence Tools for Improved Analysis, Optimization, Remediation, and Decision Making (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisSession topic references decisions or metrics; event-level follow-through is not shownRead from source
9:40 AM - 1:50 PMA4. PFAS: Sampling and Analytical Methods Challenges in Different Environmental Matrices (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:05 AM - 10:30 AMLearning Lab: Exploring Next-Generation Vapor Sampling Tools: Vapor Pin®, Versa Pin™, and Well Insert™WorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
10:30 AM - 11:45 AMF3. HRSC Suites of Tools to Improve CSMs (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:30 AM - 12:10 PMPanel Discussion: Paying for PFAS: How Much and Who?PanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:55 AM - 11:20 AMLearning Lab: Combining Automated Remote Continuous Vapor Intrusion Monitoring and Response with Discrete Field Analyses: Streamlining Deployment LogisticsWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
11:20 AM - 1:50 PMB3. Ex Situ PFAS Treatment: Soils/Solids and Other Waste Streams (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
11:45 AM - 12:10 PMLearning Lab: Data Transparency Using the ESdat Public PortalWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
11:45 AM - 12:15 PMSnack and Beverage BreakBreakPacing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
12:10 PM - 1:50 PMPanel Discussion: Artificial Intelligence in Environmental Assessment and Remediation: Trends, Challenges, and OpportunitiesPanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
12:35 PM - 1:00 PMLearning Lab: Demonstrating the Use of an On-Site PFAS Screening SensorWorkshopShowcase+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
12:35 PM - 1:50 PMC4. PFAS Conceptual Site Model Approaches (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:25 PM - 1:50 PMLearning Lab: Part 2 - Colloidal Activated Carbon Barrier Construction and Unique Scenarios that Must be Considered for Barrier SuccessWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
2:00 PM - 6:00 PMShort Course: Borehole Geophysics, Hydrogeologic Characterization, and Multilevel Well Design and ConstructionPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00 AM - 9:15 AMD6. Injectable Activated Carbon Amendments: Lessons Learned and Best Practices (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00 AM - 9:40 AMPanel Discussion: Remediation Geology as a Standard Practice?PanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00 AM - 10:05 AMB4. Ex Situ PFAS Treatment Approaches (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00 AM - 11:20 AMA5. PFAS Fate and Transport at Contaminated Sites (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:00 AM - 11:45 AMC5. PFAS Forensic and Background Evaluations (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
9:15 AM - 9:40 AMLearning Lab: 3-D Visualization and Analysis Software DemonstrationWorkshopShowcase+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
9:40 AM - 10:55 AMH6. Large, Dilute and Commingled Plume Case Studies (Platforms)NetworkingRelationship building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisOutcome inferred from formatInferred from format
9:40 AM - 11:45 AMD7. Bioremediation: Advances in Amendment Formulations (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:05 AM - 10:30 AMLearning Lab: Reuse it All: Advances in the Stabilization of PFAS-Impacted Asphalt and ConcreteWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
10:05 AM - 11:20 AMG6. Multi-Site Portfolios: Optimizing Data Management (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:05 AM - 11:45 AME5. Challenges and Lessons Learned in Remediating Sites with Complex Geology (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:30 AM - 12:10 PMPanel Discussion: Turning Complexity into Clarity: AI and Analytics for Smarter PFAS CSMsPanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:55 AM - 11:20 AMLearning Lab: Web-Based Applications for Remote Sensing and Environmental DataWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
11:45 AM - 12:10 PMLearning Lab: Classifying Direct Measurements of Contaminant Mass Flux Data for Improved Conceptual Site Models and Remedial DesignsWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
11:45 AM - 4:20 PMH7. Adaptive Site Management: Lessons Learned for Site Characterization and Remedy Implementation (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisSession topic references decisions or metrics; event-level follow-through is not shownRead from source
12:10 PM - 2:15 PMA6. Ex Situ PFAS Destruction Technologies: Field Demonstrations (Platforms)DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisOutcome inferred from formatInferred from format
12:35 PM - 1:00 PMLearning Lab: Understanding Friction Loss and Two-Phase Flow in Soil Vapor and Multi-Phase Extraction SystemsWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
12:35 PM - 2:15 PMPanel Discussion: PFAS Site Management: Addressing Challenges Now and BeyondPanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 2:15 PMB5. Strategies for AFFF Foam Transition (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 2:40 PMF7. Advanced Sampling and Analysis Tools and Techniques (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:25 PM - 1:50 PMLearning Lab: Using an Electrical Hydrogeology Process for Remedial Design Characterization at Chlorinated Solvent SitesWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
2:15 PM - 2:40 PMLearning Lab: Heat-Capture-Treat: A Practical Walkthrough of How Thermal Remediation Really WorksWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
2:40 PM - 4:20 PMPanel Discussion: Addressing the Challenges of PFAS and Other Emerging Contaminants in the Semiconductor IndustryPanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
3:05 PM - 3:30 PMLearning Lab: Using Excel and Copilot for Environmental Mapping and IllustrationsWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
3:05 PM - 4:20 PMF8. Advanced Modeling and Data Visualization Techniques (Platforms)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
3:55 PM - 4:20 PMLearning Lab: AI as a Field Assistant: Enhancing Environmental Data Collection and OM&MWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
4:30 PM - 6:00 PMGroup 2 Poster Presentations and ReceptionReceptionShowcase+
Format · LogisticsReceptionA social or hospitality block. Pacing and informal connection, not participant work.
Evidence basisOutcome inferred from formatInferred from format
all eventC10. Avoiding Past Pitfalls: What Legacy Remediation Teaches Us About PFAS Response Strategies (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventC7. PFAS Program Management in a Rapidly Changing Regulatory Environment (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventC8. PFAS-Impacted Stormwater/Surface Water Management (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventC9. Managing PFAS in Landfill Leachate (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventD10. Permeable Reactive Barriers: Best Practices and Lessons Learned (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventD11. Combined Remedies and Treatment Train Technologies (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventD12. Horizontal Wells: Applications and Lessons Learned in Site Characterization and Remediation (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventD13. Monitored Natural Attenuation: Innovative Monitoring Approaches/Lines of Evidence and Lessons Learned (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventD8. Innovations in ZVI Amendment Formulations and Applications (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventD9. Innovative and Optimized Amendment Delivery and Monitoring Methods (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventE10. Natural Source Zone Depletion (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventE11. LNAPL Sites: Understanding and Managing Risks (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventE5. Challenges and Lessons Learned in Remediating Sites with Complex Geology (Posters)Poster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
8:00 AM - 12:00 PMShort Course: Optimizing Integrated Remediation Technologies for Complex Commingled PlumesNetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
8:00 AM - 5:00 PMShort Course: Forensic Data Science for PFAS Investigations: Tools, Workflows, and Case Studies in RUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
1:00 PM - 5:00 PMShort Course: Environmental Forensics: Past, Present and Future DevelopmentsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
3:00 PM - 5:00 PMCareer KickStarter (Pre-Registration Required)RegistrationLogistics+
Format · LogisticsRegistrationCheck-in and logistics, not agenda content.
Evidence basisMediumRead from source
5:00 PM - 6:30 PMWelcome ReceptionOpening RemarksOrientation+
Format · BroadcastOpening RemarksFraming or welcome from the stage. Orients the room, not participatory.
Evidence basisMediumRead from source
8:30 AM - 10:00 AMOpening Plenary Session with Keynote Speaker Dr. Doris Hiam-GlavezKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
10:30 AM - 12:00 PMGeneral LunchMealWellbeing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisMediumRead from source
12:10 PM - 1:50 PMPanel Discussion: “Mr. Right” versus “Mr. Right Now”: What Does the Future Hold for PFAS Remedial SolutionsPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
12:10 PM - 2:15 PMA1. PFAS Stabilization in Soil and Solid Wastes (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
12:10 PM - 4:20 PMF1. High-Resolution Site Characterization (HRSC) (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
12:35 PM - 1:00 PMLearning Lab: Next-Generation Digital 3-D Conceptual Site Models: Is Your Practice Keeping UpUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
1:25 PM - 1:50 PMLearning Lab: Real-Time Vapor Detection and ResponseUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
2:15 PM - 2:40 PMLearning Lab: How to Design a Colloidal Carbon PFAS Permeable Sorptive BarrierUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
2:15 PM - 2:45 PMAfternoon Beverage BreakBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
2:15 PM - 4:20 PMB1. Advances in the Analysis of Non-Target PFAS (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
2:40 PM - 4:20 PMPanel Discussion: PFAS Remediation: Leveraging Lessons from Legacy Sites for Today’s DemandsPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
3:05 PM - 3:30 PMLearning Lab: Best Practices for Contouring and Interpreting Environmental DataUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
3:55 PM - 4:20 PMLearning Lab: Part 1 - Colloidal Activated Carbon Barrier Construction and Careful Consideration of Model Inputs for the Construction of a Successful BarrierUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
4:30 PM - 6:00 PMGroup 1 Poster Presentations and ReceptionPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
5:15 PM - 6:00 PMStudent Poster CompetitionPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
8:00 AM - 9:15 AMA3. PFAS Human Health and Ecological Risk Assessment and Toxicity (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00 AM - 10:05 AMC3. PFAS Water Treatment in Action: Full-Scale Systems, Big Challenges, Real Results (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00 AM - 10:30 AMB2. Ex Situ PFAS Destruction Technologies (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00 AM - 12:10 PMH3. 1,4-Dioxane Remediation Technologies and Challenges (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
9:00 AM - 9:45 AMGeneral Breakfast & AM Coffee BreakMealWellbeing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisMediumRead from source
9:15 AM - 9:40 AMLearning Lab: Environmental Data Management: Graduating from SpreadsheetsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
9:40 AM - 11:45 AMG4. Data Analytics: Use of Machine Learning and Artificial Intelligence Tools for Improved Analysis, Optimization, Remediation, and Decision Making (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
9:40 AM - 1:50 PMA4. PFAS: Sampling and Analytical Methods Challenges in Different Environmental Matrices (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:05 AM - 10:30 AMLearning Lab: Exploring Next-Generation Vapor Sampling Tools: Vapor Pin®, Versa Pin™, and Well Insert™UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:30 AM - 11:45 AMF3. HRSC Suites of Tools to Improve CSMs (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:30 AM - 12:10 PMPanel Discussion: Paying for PFAS: How Much and Who?PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
10:55 AM - 11:20 AMLearning Lab: Combining Automated Remote Continuous Vapor Intrusion Monitoring and Response with Discrete Field Analyses: Streamlining Deployment LogisticsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:20 AM - 1:50 PMB3. Ex Situ PFAS Treatment: Soils/Solids and Other Waste Streams (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:45 AM - 12:10 PMLearning Lab: Data Transparency Using the ESdat Public PortalUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:45 AM - 12:15 PMSnack and Beverage BreakBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
12:10 PM - 1:50 PMPanel Discussion: Artificial Intelligence in Environmental Assessment and Remediation: Trends, Challenges, and OpportunitiesPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
12:35 PM - 1:00 PMLearning Lab: Demonstrating the Use of an On-Site PFAS Screening SensorDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
12:35 PM - 1:50 PMC4. PFAS Conceptual Site Model Approaches (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
1:25 PM - 1:50 PMLearning Lab: Part 2 - Colloidal Activated Carbon Barrier Construction and Unique Scenarios that Must be Considered for Barrier SuccessUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
2:00 PM - 6:00 PMShort Course: Borehole Geophysics, Hydrogeologic Characterization, and Multilevel Well Design and ConstructionUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00 AM - 9:15 AMD6. Injectable Activated Carbon Amendments: Lessons Learned and Best Practices (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00 AM - 9:40 AMPanel Discussion: Remediation Geology as a Standard Practice?PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
8:00 AM - 10:05 AMB4. Ex Situ PFAS Treatment Approaches (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00 AM - 11:20 AMA5. PFAS Fate and Transport at Contaminated Sites (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
8:00 AM - 11:45 AMC5. PFAS Forensic and Background Evaluations (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
9:15 AM - 9:40 AMLearning Lab: 3-D Visualization and Analysis Software DemonstrationDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
9:40 AM - 10:55 AMH6. Large, Dilute and Commingled Plume Case Studies (Platforms)NetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
9:40 AM - 11:45 AMD7. Bioremediation: Advances in Amendment Formulations (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:05 AM - 10:30 AMLearning Lab: Reuse it All: Advances in the Stabilization of PFAS-Impacted Asphalt and ConcreteUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:05 AM - 11:20 AMG6. Multi-Site Portfolios: Optimizing Data Management (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:05 AM - 11:45 AME5. Challenges and Lessons Learned in Remediating Sites with Complex Geology (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:30 AM - 12:10 PMPanel Discussion: Turning Complexity into Clarity: AI and Analytics for Smarter PFAS CSMsPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
10:55 AM - 11:20 AMLearning Lab: Web-Based Applications for Remote Sensing and Environmental DataUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:45 AM - 12:10 PMLearning Lab: Classifying Direct Measurements of Contaminant Mass Flux Data for Improved Conceptual Site Models and Remedial DesignsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:45 AM - 4:20 PMH7. Adaptive Site Management: Lessons Learned for Site Characterization and Remedy Implementation (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
12:10 PM - 2:15 PMA6. Ex Situ PFAS Destruction Technologies: Field Demonstrations (Platforms)DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
12:35 PM - 1:00 PMLearning Lab: Understanding Friction Loss and Two-Phase Flow in Soil Vapor and Multi-Phase Extraction SystemsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
12:35 PM - 2:15 PMPanel Discussion: PFAS Site Management: Addressing Challenges Now and BeyondPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
1:00 PM - 2:15 PMB5. Strategies for AFFF Foam Transition (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
1:00 PM - 2:40 PMF7. Advanced Sampling and Analysis Tools and Techniques (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
1:25 PM - 1:50 PMLearning Lab: Using an Electrical Hydrogeology Process for Remedial Design Characterization at Chlorinated Solvent SitesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
2:15 PM - 2:40 PMLearning Lab: Heat-Capture-Treat: A Practical Walkthrough of How Thermal Remediation Really WorksUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
2:40 PM - 4:20 PMPanel Discussion: Addressing the Challenges of PFAS and Other Emerging Contaminants in the Semiconductor IndustryPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
3:05 PM - 3:30 PMLearning Lab: Using Excel and Copilot for Environmental Mapping and IllustrationsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
3:05 PM - 4:20 PMF8. Advanced Modeling and Data Visualization Techniques (Platforms)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
3:55 PM - 4:20 PMLearning Lab: AI as a Field Assistant: Enhancing Environmental Data Collection and OM&MUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
4:30 PM - 6:00 PMGroup 2 Poster Presentations and ReceptionPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventC10. Avoiding Past Pitfalls: What Legacy Remediation Teaches Us About PFAS Response Strategies (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventC7. PFAS Program Management in a Rapidly Changing Regulatory Environment (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventC8. PFAS-Impacted Stormwater/Surface Water Management (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventC9. Managing PFAS in Landfill Leachate (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventD10. Permeable Reactive Barriers: Best Practices and Lessons Learned (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventD11. Combined Remedies and Treatment Train Technologies (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventD12. Horizontal Wells: Applications and Lessons Learned in Site Characterization and Remediation (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventD13. Monitored Natural Attenuation: Innovative Monitoring Approaches/Lines of Evidence and Lessons Learned (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventD8. Innovations in ZVI Amendment Formulations and Applications (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventD9. Innovative and Optimized Amendment Delivery and Monitoring Methods (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventE10. Natural Source Zone Depletion (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventE11. LNAPL Sites: Understanding and Managing Risks (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventE5. Challenges and Lessons Learned in Remediating Sites with Complex Geology (Posters)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 47/100 and verified 45/100, then capped for no visible follow-up, tracking, or impact mechanism.
Reader Takeaway. For a reader, this is a comparison record more than a model to copy: it reads as an applied learning or working session, 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 Problem Specificity.
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.
- Name the costly problem, decision, or performance target the gathering is meant to move.
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 cf23.xcddev.com. 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, Feedback, 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.
- No baseline measurement is visible.
Score caps
- 42: No visible follow-up, tracking, or impact mechanism.
Review flags
- Fourth-loop score cap: No visible follow-up, tracking, or impact mechanism.
- No source-backed follow-up, validation, baseline, tracking, or impact evidence.
- No tracking, validation, feedback, or impact measurement found in the visible source text.
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_2026_events_the_center_for_translational_research_view_photos_2026_chlorinated_c_40be61"><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 Technology / AI / Startup events scored on the same eight pillars.