Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 46/100, so the next move is to benchmark the weakest pillars before repeating the format.
lead or directory source agenda analysis
Strategicmanagement 2026
This lead or directory source in Technology / AI / Startup shows 42 visible agenda rows from strategicmanagement.net and scores 46/100: 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 Network Design. 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 mainly a warning or source-evidence record: it reads as a lead or directory source, with the strongest visible signal in participation architecture and learning transfer and the biggest open question around follow through and network design. 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 Personalization; the thinnest visible pillars are Follow Through, Network Design, and Evidence Maturity. Visible mechanisms include Participant work, Feedback, Network design, Learning transfer, and Personalization. The extracted agenda preview includes 59 visible rows. The most common formats are Workshop, Panel, and Break; the most common inferred purposes are Co Creation, Deliberation, 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?91
Participation Architecture - 91/100. 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?37
Problem Specificity - 37/100. A clear costly problem, objective, decision, or performance target.
Personalization?48
Personalization - 48/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?34
Network Design - 34/100. 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?63
Learning Transfer - 63/100. 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?43
Future-of-Work Fit - 43/100. 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 (34/100)
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 (37/100)
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
59 percent of the 59 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
all eventSMS Virtual Workshop ConferenceWorkshopParticipant 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 eventConcurrent 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
7:00amChicago / London / Hong KongPresentationKnowledge 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
all eventClosing RemarksClosingOrientation+
Format · BroadcastClosingFormat not classified from the source; treated as a broadcast block by default.
Evidence basisNo participant output visible from this rowRead from source, no work signal
all eventWorkshop SessionsWorkshopParticipant 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 eventFirst Workshop TimeslotWorkshopParticipant 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 eventWorkshop Co-OrganizersWorkshopParticipant 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 eventGlobal Strategy Journal Paper Development Workshop ExpandWorkshopParticipant 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 eventSMS Junior Faculty Paper Development Workshop - Virtual Extension ExpandWorkshopParticipant 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 eventSecond Workshop TimeslotWorkshopParticipant 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 eventSEJ Editors Panel and Interactive Research Idea Development Workshop ExpandPanelDiscussion+
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
all eventApplication Required, Panel Portion Open to AllPanelDiscussion+
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
all eventWorkshop Organizer: Joseph Harrison, University of TennesseeWorkshopParticipant 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 eventThe workshop consists of two complementary componentsWorkshopParticipant 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 eventPart 1: Panel Discussion (45-60 minutes) [Open to all attendees]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
all eventPart 2: Interactive Breakout Feedback Sessions (60 to 75 minutes)[Application based]PresentationPacing+
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
all eventPublishing and Reviewing at SMJ: An Interactive Workshop ExpandWorkshopParticipant 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 eventSMS Virtual Workshop ConferenceWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe SMS Virtual Workshop Conference is a new online event designed to bring the SMS Conferences workshop experience to a global audience. Modeled on the popular Saturday Workshop program at the Annual Conference, this virtual event offers participants hands-on opportunities to strengthen their research and professional skills through focused, application-based sessions with experienced facilitators and thought-leading panelists.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventParticipants will join 120-minute workshops designed to foster meaningful interaction, collaboration, and personalized feedback, along with a live plenary session that brings all attendees together for shared insights and community connection. With an accessible virtual format, this event is perfect for members who cannot attend the Annual Conference in person or those who want more interactive learning and development opportunities without the hassle of travel.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventConcurrent WorkshopsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
7:00amChicago / London / Hong KongUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventClosing RemarksClosing RemarksOrientation+
Format · BroadcastClosing RemarksClosing framing from the stage. Wraps the event, not participatory.
Evidence basisMediumRead from source
all eventRegistration includes access to a dynamic virtual conference environment designed to support learning, interaction, and networking. Participants will join live virtual workshop sessions with breakout rooms for discussion, engage in session chat, explore an event hub, and connect with fellow attendees throughout the day.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop SessionsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe application system is now open! Explore details for each workshop below. To apply for application-based workshops, click the apply button at the end of the list. The application deadline is June 5, 2026 , and each individual may submitup to two applications.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventFirst Workshop TimeslotWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop Co-Organizers:WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventConsistent with SRF’s mission to create funding initiatives that support rigorous and business relevant in strategic management, the workshop aims to enhance research capacity across the community to secure funding. The focus extends beyond specific SRF programs to broader strategies for positioning early-stage research ideas to engage effectively with funding opportunities.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventGlobal Strategy Journal Paper Development Workshop ExpandWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThis workshop is designed to help participants fine-tune ideas and provide developmental feedback on current projects, with a focus on contemporary issues in global strategy. The GSJ editorial team will address topics around what it takes to publish in GSJ. The session will then break into small groups where editorial team members will provide detailed feedback to the authors in a virtual roundtable discussion format. The workshop will also invite peer feedback from other participants to provide a rich developmental experience for the authors. Attendance will be capped at 20 to 25 participants to ensure a high-quality, interactive, and constructive discussion.RoundtableDeliberation+
Format · Participant workRoundtableSmall-group discussion where attendees contribute directly rather than only listening.
Evidence basisMediumRead from source
all eventSMS Junior Faculty Paper Development Workshop - Virtual Extension ExpandWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThis virtual version of the Junior Faculty Workshop-- an ever-popular session at the SMS Annual Conference-- seeks to create a space where scholars across subdisciplines can interact, explore shared interests, and receive feedback on their research across these varied topics. Through an interactive panel followed by in-depth paper feedback sessions, this junior faculty development workshop aims to bring together a variety of perspectives across diverse strategy communities.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventThe workshop is open to interested scholars at all levels, with priority given to submissions from junior faculty. Applications will be required for this workshop.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventDespite the recognized value of qualitative research in capturing strategic complexity, the path to publication in top-tier journals is far from straightforward, and misconceptions of editorial expectations and methodological concerns remain. The purpose of this workshop is to dismantle some of these barriers, replacing common myths with editorial insights and practical experiences.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe workshop is structured in two sessions. Session one will be a panel with editors of top-tier strategy journals -including Strategic Management Journal, Strategic Organization, Organization Studies, and Long Range Planning- where we will discuss the different journals’ expectations for qualitative research. In session two, we invite an author to share the journey of publishing a qualitative strategy paper successfully.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventTogether, this workshop is designed to debunk common myths in qualitative research, such as: Is the Gioia methodology the only viable path to acceptance? Is "bigger always better" when it comes to interviews and data collection more generally? How do you resolve data-theory fit? Will using AI tools in your research process get you in trouble with editors?WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventSecond Workshop TimeslotWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventJoin this interactive workshop to discover how to integrate cutting-edge technology to meet students where they are, while doubling down on the high-touch, immersive analysis that defines world-class strategy education.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventSEJ Editors Panel and Interactive Research Idea Development Workshop ExpandPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventIn this interactive workshop, Co-Editors of the Strategic Entrepreneurship Journal (SEJ) will provide an inside look at the editorial decision-making process, sharing common reasons manuscripts are desk rejected and offering practical guidance on how to position your research for successful peer review. Participants will gain valuable insight into how editors evaluate submissions, what distinguishes a promising manuscript, and how to align research contributions with journal expectations.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventFollowing the plenary discussion, participants will break into small-group sessions to discuss their own research ideas in a collaborative setting. These discussions are designed to help scholars refine their project framing and clarify contributions. This session is ideal for scholars who are developing new research ideas or refining existing projects and who are seeking actionable feedback to strengthen their work before submission.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventApplication Required, Panel Portion Open to AllPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventWorkshop Organizer: Joseph Harrison, University of TennesseeWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventArtificial intelligence is rapidly reshaping how strategy and management scholars conduct research, yet its role across the full research pipeline remains unevenly understood. This virtual workshop brings together leading scholars to examine how AI can be integrated into core stages of the research process, including literature reviews, theory development, data construction, and empirical analysis.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe workshop consists of two complementary components:WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventPart 1: Panel Discussion (45-60 minutes) [Open to all attendees]PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventThe session will open with a panel featuring 3 to 4 scholars actively using AI in their research. Rather than providing tool demonstrations, panelists will reflect on how AI is being applied across different stages of the research process, including literature synthesis, construct development, text and data analysis, and research design. Panelists will also discuss the limitations of current approaches, common pitfalls, and the role of human judgment in maintaining rigor and theoretical contribution.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventPart 2: Interactive Breakout Feedback Sessions (60 to 75 minutes)[Application based]BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventThe second half of the workshop focuses on application. Participants will be assigned to small breakout groups (4-5 participants) led by panelists and/or additional AI-experienced facilitators. Each participant will have the opportunity to present a brief overview of a current project and receive targeted feedback on how AI can be effectively and appropriately incorporated into their research.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventBreakout discussions will emphasize actionable guidance, helping participants refine their use of AI in ways that enhance rigor, transparency, and theoretical contribution.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventPublishing and Reviewing at SMJ: An Interactive Workshop ExpandWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventHigh-quality peer review is central to rigorous and cumulative scholarship in strategic management. For authors, understanding how editors and reviewers evaluate submissions is essential to positioning work effectively for leading journals. For reviewers, the process sharpens research and writing, deepens understanding of the publication process, and builds confidence in evaluating scholarly contributions. This workshop is designed for scholars interested in submitting to, or reviewing for, the Strategic Management Journal (SMJ).WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventIn the first part, participants will join a panel discussion with SMJ editors. The panel will cover the types of research published in SMJ and how it is evaluated; how to position a manuscript so its contribution is clear; common mistakes that arise in reviews and how authors can respond to them; and how to write constructive, developmental reviews. In the second part, participants will join small breakout groups for more interactive discussions with SMJ editors in a supportive setting. These sessions will give participants the opportunity to ask questions and develop a more concrete understanding of what strong reviewing looks like, both to improve their own reviews and to better anticipate how their work will be evaluated.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventThe workshop is designed to foster this scholarly conversation and to help participants both develop and publish research in this area. The first section will feature a panel discussion, drawing on frontier research ideas and outlining directions for future research. Panelists will also address empirical challenges, including the use of novel and geography-specific data sources, empirical methods suited to evolving settings, and pathways to publishing. The second section will include interactive roundtables focused on exchanging research ideas among participants. These discussions will provide opportunities to receive feedback on new ideas inspired during the session, working papers, and bottlenecks encountered in later stages of the publication journey.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventAPPLY NOWUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventThis plenary session features prominent senior scholars in the Strategy field who will share their views on strategy research arising from traditionally underserved but emerging geographic regions. They will discuss opportunities and inherent hurdles in generating and publishing high-quality research in regions outside of US and Europe. The Strategy research landscape has been changing rapidly in recent decades, and recent technological developments such as AI advancements are further accelerating this change. Are these changes promising or threatening development of Strategy research? How will they change the research content and publication process? Do they represent opportunities or threats for scholars in emerging regions? The senior panelists will provide useful insights on these challenging and important topics during this interactive session.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventPK has held various leadership roles in the Strategy research community. He is currently an Associate Editor at Strategic Management Journal, served as a Senior Editor at Organization Science (2017 to 2022) and is on the editorial boards of various academic journals such as Strategic Management Journal, Strategy Science, and Strategic Organization. His research has been published in leading academic journals and has won several prestigious awards. He actively contributes back to the research community in different capacities, e.g. as chair, organizer, or panelist in numerous conferences, junior faculty consortia, Ph.D. dissertation and doctoral consortia, and research committees. Before his return to Singapore, he was the strategy area coordinator at UT Austin and sat on several school-level and department-level committees.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventPK has been training senior executives and managers across different ranks and industries in strategic decision-making over the past two decades, winning numerous teaching awards along the way. He has deep experience in offering strategy courses through various executive and working-professional MBA programs.TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 45/100 and verified 44/100, then capped for source appears to be a guide, directory, calendar, or ancillary page rather than a source agenda.
Reader Takeaway. For a reader, this is mainly a warning or source-evidence record: it reads as a lead or directory source, with the strongest visible signal in participation architecture and learning transfer and the biggest open question around follow through and network design. The practical test is whether the published agenda connects the room to post-event continuation and evidence.
Strongest signals: Participation Architecture, Learning Transfer, and Personalization. Weakest signals: Follow Through, Network Design, and Evidence Maturity.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
- Add baseline measurement, comparison logic, tracking, or post-event impact reporting so effectiveness is not inferred only from format.
Fastest next move: Add named owners, dated next steps, and a visible continuation path before treating the event as outcome-ready.
Role-Specific Reading +
Sponsor lens
Look beyond exposure. Strong sponsor value would show qualified interaction, problem work, buyer learning, customer evidence, or follow-up. The practical sponsor move is to look for structured introductions, buyer-seller fit, and relationship persistence.
Designer lens
The agenda is useful as a pattern sample from strategicmanagement.net. 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 keep it as lead evidence unless a direct agenda source is also available 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
- 28: Source appears to be a guide, directory, calendar, or ancillary page rather than a source agenda.
Review flags
- Fourth-loop score cap: Source appears to be a guide, directory, calendar, or ancillary page rather than a source agenda.
- Title or text looks like an event calendar, directory, or list.
- Source appears to be an ancillary commercial/registration page rather than an agenda.
- Agenda is useful as a source record but weak as evidence of gathering effectiveness.
- No source-backed follow-up, validation, baseline, tracking, or impact evidence.
- 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.
- Original category was unknown; publication category is inferred.
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.