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Atlas/Events/Conventional Weapons - 2026 Data for...
applied learning or working session agenda analysis

Conventional Weapons - 2026 Data for Peace Conference

This applied learning or working session in Technology / AI / Startup shows 9 visible agenda rows from uu.se and scores 33/100: a thin but inspectable design signal. The clearest public signals sit in Participation Architecture and Problem Specificity; the main limits are Follow Through and Evidence Maturity. Visible mechanisms include Participant work, Network design, and Learning transfer. The public record does not show follow-up or tracking, so the score should be read as design intent rather than durable... 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 problem specificity 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 thin outcome architecture band. The strongest visible pillars are Participation Architecture, Problem Specificity, and Personalization; the thinnest visible pillars are Follow Through, Evidence Maturity, and Network Design. Visible mechanisms include Participant work, Network design, and Learning transfer. The extracted agenda preview includes 9 visible rows. The most common formats are Workshop, Unknown, and Panel; the most common inferred purposes are Co Creation, Unknown, and Deliberation.

Primary source evidence: uu.se ↗

Eight-pillar fingerprint

Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.

Participation Architecture?58
Participation Architecture - 58/100. 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?45
Problem Specificity - 45/100. A clear costly problem, objective, decision, or performance target.
Personalization?35
Personalization - 35/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?26
Network Design - 26/100. 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?32
Learning Transfer - 32/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?23
Evidence Maturity - 23/100. 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?35
Future-of-Work Fit - 35/100. 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.

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

33 percent of the 9 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.

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Participant workBroadcastShowcaseLogistics
all eventThe two in-person days (15-16 June) will be held in plenary format, featuring panel discussions, a scenario simulation, and lightning talks. The virtual day (17 June) will open with a plenary session, followed by three parallel tracks including panels, lightning talks, workshops, peer review clinics, and scenario simulations.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventAll sessions will be held in English. All sessions - except workshops and peer review clinics that accommodate up to 40 people under Chatham House Rule - are open to all participants, recorded, and will be made publicly available online after the event.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventConference AgendaUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventAttending the conference in person is free of charge and includes lunch, morning and afternoon coffee/tea and light snacks for in-person attendees. Travel costs must however be covered by each participant.MealWellbeing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisMediumRead from source
all eventThrough live demonstrations, hands-on workshops, simulations, and candid practitioner - innovator dialogues, the conference will help strengthen usability, trust, and operational relevance in crisis settings. Across three days, we’ll convene peacebuilders, policymakers, researchers, humanitarians, and technologists to explore how data and technology can better support violence prevention, early action, and crisis response - and what’s needed to apply innovation effectively, at scale, and in context.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventReducing duplication and fragmentation by strengthening partnerships, promoting shared standards, and improving coordination across sectors and institutions within the data-for-peace ecosystem. Skills development, as well as networking opportunities through formal and informal settings, will also be available to both in-person and online participants.NetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
all eventTheme: Conflict Early Warning / Early Action WorkshopWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventPrevention and PeacebuildingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventPathfinders for Peaceful, Just and Inclusive SocietiesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source

The Full Reading

Why It Ranks This Way +

Calibrated from GES design 33/100 and verified 32/100 with no fourth-loop cap.

Reader Takeaway. For a reader, this is a comparison record more than a model to copy: it reads as an applied learning or working session, with the strongest visible signal in participation architecture and problem specificity 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, Problem Specificity, and Personalization. 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 +

Event owner lens

Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 33/100, so the next move is to benchmark the weakest pillars before repeating the format.

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 uu.se. Redesign attention should go first to the lowest-scoring pillars; in practice, turn the thinnest agenda blocks into participant work.

Executive lens

Treat the visible agenda as an operating plan. The executive move is to require owners, dates, and evidence before treating the event as strategic. If owners, proof, and follow-through are not visible, the public record does not yet prove strategic movement.

Aggregator lens

Treat the source URL as evidence, not decoration. The data-product move is to label the source boundary clearly before ranking the record before ranking or syndicating the record.

What GES Means Here +

The Gathering Effectiveness Score is a strict 0-100 public-evidence reading of the agenda across eight pillars. It rewards visible participant work, follow-through, transfer, network design, and proof mechanisms more than polish, speaker fame, attendance, or satisfaction.

Visible mechanisms: Participant work, Network design, Learning transfer.

Evidence boundary: Scores reflect visible agenda/source evidence and should not be read as proof of causal event impact.

Limitations, Score Caps, and Review Flags +

Limitations

  • No visible follow-up, progress monitoring, or longitudinal tracking.
  • No baseline measurement is visible.

Score caps

  • No fourth-loop score cap applied.

Review flags

  • No source-backed follow-up, validation, baseline, tracking, or impact evidence.
Is this proof the event worked? +

No. This is a strict public-evidence reading of the agenda. Proof would require baseline, comparison, follow-up, attribution, and impact evidence beyond the listing.

What should a reader inspect first? +

Start with the source URL, then compare the eight pillar scores against the agenda rows. The biggest opportunities usually sit in follow-through, evidence maturity, and participant work.

Why publish weak records? +

Weak records are part of the map. They show where public agendas still describe sessions and speakers more often than outcomes, commitments, transfer, or proof.

How should I use the rows? +

Read the agenda rows as the visible design trace: formats, purposes, and evidence labels show what the public source made inspectable, not everything that happened in the room. This is a source-grounded interpretation of the public agenda record, not a copy of the source, and not an endorsement of the event.

Where To Go Next

Compare this agenda against other Technology / AI / Startup events scored on the same eight pillars.