Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 47/100, so the next move is to benchmark the weakest pillars before repeating the format.
applied learning or working session agenda analysis
NC LIVE 2026 Annual Conference: Event Locked - Sched - NC LIVE 2026 Annual Conference - In-Person Workshops
This applied learning or working session in Technology / AI / Startup shows 22 visible agenda rows from nclive.org and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Participation Architecture and Learning Transfer; the main limits are Follow Through and Evidence Maturity. 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... 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 participation architecture and learning transfer and the biggest open question around follow through and evidence maturity. 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 Participation Architecture, Learning Transfer, and Future-of-Work Fit; the thinnest visible pillars are Follow Through, Evidence Maturity, and Network Design. Visible mechanisms include Participant work, Feedback, Network design, Learning transfer, and Personalization. The extracted agenda preview includes 36 visible rows. The most common formats are Workshop, Training, and Presentation; the most common inferred purposes are Co Creation, Skill Building, and Participant Work.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?78
Participation Architecture - 78/100. 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?47
Problem Specificity - 47/100. A clear costly problem, objective, decision, or performance target.
Personalization?61
Personalization - 61/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?42
Network Design - 42/100. 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?69
Learning Transfer - 69/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?35
Evidence Maturity - 35/100. 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?66
Future-of-Work Fit - 66/100. 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
Network Design (42/100)
Exercises that strengthen it: Fun Trust-Building Group Game for Team Connection - Izzat... · Exciting Group Trust Activity for Building Confidence... · PFP: September 2005
Problem Specificity (47/100)
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
67 percent of the 36 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
all eventTrainingTrainingSkill building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisParticipant work is implied by the formatInferred from format
all event2026 In-Person WorkshopsWorkshopParticipant 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
all eventEvaluate & Empower: An NC LIVE Workshop for Open Tech and Digital ToolsWorkshopParticipant 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
all eventChoose Your Workshop TrackWorkshopParticipant 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
9:15 - 10amCheck-In (Whole Group) Participants arrive, check-in, and enjoy coffee while networking with fellow attendees.BreakRelationship building+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
10:45am10 - Introduction to NC LIVE (Whole Group) Overview of NC LIVE's goals and mission, governance and structure, services, and impact.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
10:50am - 12:10pmPart I of the TrackPresentationKnowledge 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 - 1pmLunch & Raffle (Whole Group) Participants enjoy a catered lunch and continue networking with peers.MealRelationship building+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisOutcome inferred from formatInferred from format
2:30pm1 - Part II Of The Track Note: This workshop track will end earlier than the NC LIVE Resources In Focus track.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
all eventTime Resource Training TrackTrainingSkill building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisParticipant work is implied by the formatInferred from format
10:50 - 11:30amSession 1: Supporting Lifelong Learning With Transparent Language This session offers a practical introduction (or refresher!) to Transparent Language, NC LIVE’s powerful tool for multilingual learning. We’ll explore the platform’s learning dashboard,...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
11:30am - 12:10pmSession 2: Empowering Every Learner: Real-World Success with ProQuest’s AI Research Assistant In this session, we shift the focus from traditional database navigation to the future of guided inquiry. You will discover how to transform ProQuest’s AI Research...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
2:00 - 2:10pm2:10 - 3:10pm Session 4: From Data to Decisions: Mapping Success with Data-Axle Reference Solutions & Social Explorer In this session, we shift the focus from general searching to strategic data mining and visualization. You will discover how to transform...DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisSession topic references decisions or metrics; event-level follow-through is not shownRead from source
2:10 - 3:10pmSession 4: From Data to Decisions: Mapping Success with Data-Axle Reference Solutions & Social Explorer In this session, we shift the focus from general searching to strategic data mining and visualization. You will discover how to transform Data-Axle...DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisSession topic references decisions or metrics; event-level follow-through is not shownRead from source
all eventResourcesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventFor LibrariansUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventTrainingTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all event2026 In-Person WorkshopsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventEvaluate & Empower: An NC LIVE Workshop for Open Tech and Digital ToolsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventChoose Your Workshop TrackWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThis workshop track introduces a practical framework for assessing the opportunities and challenges of emerging educational technologies using Artificial Intelligence (AI) as a case study. At the core of this framework are open values, such as open pedagogy and open education, that will allow attendees to evaluate new technologies with ethical considerations, like student agency, privacy, and accessibility. Participants will hear directly from our Spring 2026 virtual cohort, composed of educators and librarians from across the state, who will share their own strategies and plans to critically engage with edtech that they crafted as part of an interdisciplinary community of practice. Attendees will leave with a starting point for establishing their own framework to assess how emerging technologies can best serve their specific institutions and communities they serve.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventFocused on the "how-to" of using NC LIVE resources. This track provides deep-dive training on specific databases, updated interfaces, and practical ways to integrate NC LIVE resources into your campus curriculum or community programming. Led by vendor trainers and the NC LIVE Instruction Librarian, this track prioritizes hands-on practice so you can master the tools your community needs most.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventTo ensure this track meets your immediate needs, the afternoon sessions will be determined by the specific resources and topics requested by registrants in the registration form. Whether it's advanced searching, specific database training, or AI-integrated tools, the curriculum is in your hands.TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
9:15 - 10amCheck-In (Whole Group) Participants arrive, check-in, and enjoy coffee while networking with fellow attendees.NetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
10:45am10 - Introduction to NC LIVE (Whole Group) Overview of NC LIVE's goals and mission, governance and structure, services, and impact.UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:50am - 12:10pmPart I of the TrackUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
12:10 - 1pmLunch & Raffle (Whole Group) Participants enjoy a catered lunch and continue networking with peers.NetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
2:30pm1 - Part II Of The Track Note: This workshop track will end earlier than the NC LIVE Resources In Focus track.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventTime Resource Training TrackTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
10:50 - 11:30amSession 1: Supporting Lifelong Learning With Transparent Language This session offers a practical introduction (or refresher!) to Transparent Language, NC LIVE’s powerful tool for multilingual learning. We’ll explore the platform’s learning dashboard, highlight interactive activities, and discuss how it supports both non-English speakers (with 30+ language pairings) and English learners, including access to intermediate/advanced content and the American Citizenship Test Prep Course. We’ll also cover exciting new additions like the ASL Crash Course for Librarians, and share tips on how to promote Transparent Language in your library to support lifelong learning for all patrons. Presenter: Lauren Gancarz, Director of Customer Success for Transparent LanguagePresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
11:30am - 12:10pmSession 2: Empowering Every Learner: Real-World Success with ProQuest’s AI Research Assistant In this session, we shift the focus from traditional database navigation to the future of guided inquiry. You will discover how to transform ProQuest’s AI Research Assistant into a powerful engine for patron success, moving beyond simple keyword searches to deep, contextual exploration. Rather than just touring the interface, we will dive into proactive strategies to meet the ambitious goals of students, researchers, and lifelong learners. You’ll gain hands-on experience navigating real-world scenarios, leveraging AI to bridge the gap between a broad curiosity and a refined, evidence-based thesis.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
2:00 - 2:10pm2:10 - 3:10pm Session 4: From Data to Decisions: Mapping Success with Data-Axle Reference Solutions & Social Explorer In this session, we shift the focus from general searching to strategic data mining and visualization. You will discover how to transform Data-Axle Reference Solutions and Social Explorer into a powerful dual-engine for community economic development and individual patron success. Rather than just browsing interfaces, we will dive into proactive strategies to meet the ambitious goals of local entrepreneurs, job seekers, and researchers by combining high-level demographic trends with granular business data.DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
2:10 - 3:10pmSession 4: From Data to Decisions: Mapping Success with Data-Axle Reference Solutions & Social Explorer In this session, we shift the focus from general searching to strategic data mining and visualization. You will discover how to transform Data-Axle Reference Solutions and Social Explorer into a powerful dual-engine for community economic development and individual patron success. Rather than just browsing interfaces, we will dive into proactive strategies to meet the ambitious goals of local entrepreneurs, job seekers, and researchers by combining high-level demographic trends with granular business data.DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all eventNCLA along with the Leadership, Administration, and Management (LAMS) Section is pleased to partner with NC LIVE on workshops for library leaders.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventGuest facilitators will share their knowledge on specific leadership competencies and guide you through common leadership challenges. Whether you are in a leadership position already, or aspire to be, consider registering for an upcoming Leadership Development workshop. Is there a local library leader that you'd like to suggest as a session facilitator? Send a message to help@nclive.org.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all event"This was time well spent! There was a lot of information packed in to a short amount of time. I have paid for leadership workshops that were less useful than this free one!"WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 51/100 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 participation architecture and learning transfer and the biggest open question around follow through and evidence maturity. The practical test is whether the published agenda connects the room to post-event continuation and evidence.
Strongest signals: Participation Architecture, Learning Transfer, and Future-of-Work Fit. Weakest signals: Follow Through, Evidence Maturity, and Network Design.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Add baseline measurement, comparison logic, tracking, or post-event impact reporting so effectiveness is not inferred only from format.
- 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 nclive.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, Feedback, Network design, Learning transfer, Personalization.
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.
- Satisfaction/NPS signal found, but it is excluded from effectiveness scoring.
- No tracking, validation, feedback, or impact measurement found in the visible source text.
- High cleanup rate: many extracted rows were hidden or merged as fragments.
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_nc_live_2026_annual_conference_event_locked_sched_nc_live_2026_annual_confe_0f8716"><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.