Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 36/100, so the next move is to benchmark the weakest pillars before repeating the format.
broadcast-heavy conference agenda analysis
CDAO Melbourne
This broadcast-heavy conference in Technology / AI / Startup shows 46 visible agenda rows from cdao-mel.coriniumintelligence.com and scores 36/100: a thin but inspectable design signal. The clearest public signals sit in Future-of-Work Fit and Problem Specificity; the main limits are Follow Through and Participation Architecture. Visible mechanisms include Participant work, Impact evidence, Network design, and Learning transfer. Follow-through or tracking is at least visible enough to inspect, though causal proof... A practical reading: For a reader, this is a useful but still incomplete public example: it reads as a broadcast-heavy conference, with the strongest visible signal in future-of-work fit and problem specificity and the biggest open question around follow through and participation architecture. The practical test is whether the published agenda connects the room to execution quality beyond the public agenda. 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 Future-of-Work Fit, Problem Specificity, and Evidence Maturity; the thinnest visible pillars are Follow Through, Participation Architecture, and Personalization. Visible mechanisms include Participant work, Impact evidence, Network design, and Learning transfer. The extracted agenda preview includes 87 visible rows. The most common formats are Unknown, Presentation, and Break; the most common inferred purposes are Unknown, Knowledge Transfer, and Relationship Building.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?30
Participation Architecture - 30/100. Participant work, contribution, interaction, and alternatives to passive broadcast.Missing: Turn passive airtime into participant work: practice, sensemaking, decisions, critique, or artifact creation.
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?54
Problem Specificity - 54/100. A clear costly problem, objective, decision, or performance target.
Personalization?32
Personalization - 32/100. 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?37
Learning Transfer - 37/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?54
Evidence Maturity - 54/100. Baseline, comparison, follow-up, isolation, and attribution confidence.
Future-of-Work Fit?74
Future-of-Work Fit - 74/100. 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
Participation Architecture (30/100)
Exercises that strengthen it: Make A World · Awestruck 3 Minutes · Spectrum Mapping
Personalization (32/100)
Exercises that strengthen it: Journey Mapping • WorkshopBank · Group Energiser & Perspective-Changing Exercise - Paradigm... · Photo Storytelling
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
6 percent of the 87 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
08:15Register; grab a coffee. Mix, mingle and say hello to peers old and new.BreakRelationship building+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
08:45Welcome from Corinium and the Chairperson Kathryn Gulifa - GM Data and Analytics - HBF HealthOpeningOrientation+
Format · BroadcastOpeningFormat 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
08:55Speed NetworkingNetworkingRelationship building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisOutcome inferred from formatInferred from format
09:00Keynote PresentationKeynoteExpert 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
09:25For the first time, AI can interact with systems in a coordinated, task-driven and auditable manner. With MCP AI, the Model Context Protocol, organisations gain a universal gateway that enables secure robot-to-robot and agent-to-agent communication across...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
09:50Keynote PanelPanelExpert framing+
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
10:25Build Once, Scale Everywhere - The Economics of Reusable Data Products Esther Lim - Principal Solutions Consultant - QuestPresentationKnowledge 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
10:50Morning Coffee and ConnectBreakPacing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
11:20Panel DiscussionPanelDiscussion+
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
11:55Context is the New Data Currency Senior Representative - - Informatica from SalesforcePresentationKnowledge 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
12:20Mastering Data Maturity: Strategic Pathways for Data Leaders Olga Vasilyeva - Chief Data Officer - Australian Skills Quality Authority (ASQA)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
12:45The data and analytics space has never been hotter. Under the pressure of rising executive expectations, emerging regulatory demands, and a rapidly evolving data ecosystem landscape, your annual outlook is brimming with opportunity - and risk.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
13:10LunchMealPacing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisOutcome inferred from formatInferred from format
14:15How can organisations ensure data integrity across complex, interconnected systems whilst maintaining speed and agility in their data processes?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
14:40Redesigning the Data Foundation: Architecture, Governance and Risk for Modern Platforms Greg Turner - GM Data & Analytics - Resolution LifePresentationKnowledge 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
15:05How can data and AI leaders clearly demonstrate business value in terms executives care about?DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisOutcome inferred from formatInferred from format
15:30Delivering Reliable, Compliant Governance for Confident Business Decisions Asmita Deshpande - Executive Manager, Data Governance and Data Products - nbnPresentationKnowledge 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
15:55Explore the stages of data governance maturity and how to assess your organisation’s current statePresentationKnowledge 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
14:15How can organisations architect AI workflows that balance innovation with robust data governance and compliance?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
14:40Modernising Legacy Data Stacks Without Starting Over Suresh Bhaskaran - Head of Data & Analytics - Asahi BeveragesPresentationKnowledge 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
15:05How can APIs act as the control layer to standardise and scale AI across data ecosystems?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
15:55How can AI be applied to proactively monitor data quality across modern data pipelines in real time?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
16:20Afternoon Coffee and ConnectBreakPacing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
16:50Turning Individual Skills into Collective Impact: High-Performing Data Teams Craig Rowlands - General Manager Enterprise Data & AI - Australian UnityPresentationKnowledge 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
17:10Preparing the Data Estate for AI Adoption Ajay Radhakrishnan - Head of Data and Digital - City of Greater GeelongPresentationKnowledge 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
18:00Closing Remarks of Day OneClosingOrientation+
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
18:05CDAO Drinks ReceptionReceptionRelationship building+
Format · LogisticsReceptionA social or hospitality block. Pacing and informal connection, not participant work.
Evidence basisOutcome inferred from formatInferred from format
09:10Opening KeynoteKeynoteExpert 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
09:35How can organisations move from static, rule-based data quality approaches to intelligent, automated frameworks that scale with business needs?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
10:35Networking breakBreakRelationship building+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
11:10Operationalising Governance at Scale: Embedding Policies into Everyday Data Workflows Andrea Choi - Chief Data & Analytics Officer - ComcarePresentationKnowledge 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
11:35Building a unified data lakehouse across hybrid and multi-cloud environments to power AI at scalePresentationKnowledge 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
12:35What strategies help reposition data functions from support roles to strategic growth enablers?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
14:40Shifting the Data Team from Order-Taker to Strategic Partner Vibhu Tandon - Executive General Manager Data Analytics & Insights - MedHealthPresentationKnowledge 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
15:05Designing for Delegation: Architecting Safe and Scalable Agentic AI Systems Adam Rentsch - Head of Data & AI - Cricket AustraliaWorkshopParticipant 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
15:30Afternoon teaPresentationKnowledge 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
16:00Measuring What Matters: A Practical Framework for Data Value Metrics Ali Khan - National Head of Data, AI & Interoperability - St Vincent's Health AustraliaPresentationKnowledge 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 eventWhat are the most meaningful metrics for demonstrating the business value of data, and how do they vary by stakeholder?DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisOutcome inferred from formatInferred from format
16:25Making Data & AI Work in Practice: Turning Insights into Real-World Decisions Fahed Mostafa - Director, Head of Data and Analytics - CSL BehringPresentationKnowledge 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
17:00CDAO Melbourne Chairperson’s ClosingClosingOrientation+
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
17:05Close of CDAO Melbourne 2026PresentationKnowledge 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 eventVIEW AGENDAUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
08:15 Register; grab a coffee. Mix, mingle and say hello to peers old and new.NetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
08:45Welcome from Corinium and the Chairperson Kathryn Gulifa - GM Data and Analytics - HBF HealthOpening RemarksOrientation+
Format · BroadcastOpening RemarksFraming or welcome from the stage. Orients the room, not participatory.
Evidence basisMediumRead from source
08:55Speed NetworkingNetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
09:00Keynote PresentationKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
09:25For the first time, AI can interact with systems in a coordinated, task-driven and auditable manner. With MCP AI, the Model Context Protocol, organisations gain a universal gateway that enables secure robot-to-robot and agent-to-agent communication across the high-trust environments they rely on.UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventIn this keynote, InfoTrack will demonstrate how you can eliminate friction from critical data sources and empower developers to build at velocity.KeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
09:50Keynote PanelKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
10:25Build Once, Scale Everywhere - The Economics of Reusable Data Products Esther Lim - Principal Solutions Consultant - QuestUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventEsther Lim talks about how leading organisations are breaking that cycle and turning data into something that compounds in value… instead of resetting every time.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
10:50Morning Coffee and ConnectBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
11:20Panel DiscussionPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
11:55Context is the New Data Currency Senior Representative - - Informatica from SalesforceUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
12:20Mastering Data Maturity: Strategic Pathways for Data Leaders Olga Vasilyeva - Chief Data Officer - Australian Skills Quality Authority (ASQA)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
12:45The data and analytics space has never been hotter. Under the pressure of rising executive expectations, emerging regulatory demands, and a rapidly evolving data ecosystem landscape, your annual outlook is brimming with opportunity - and risk.UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
13:10LunchMealWellbeing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisMediumRead from source
14:15How can organisations ensure data integrity across complex, interconnected systems whilst maintaining speed and agility in their data processes?UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
14:40Redesigning the Data Foundation: Architecture, Governance and Risk for Modern Platforms Greg Turner - GM Data & Analytics - Resolution LifeUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
15:05How can data and AI leaders clearly demonstrate business value in terms executives care about?DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
15:30Delivering Reliable, Compliant Governance for Confident Business Decisions Asmita Deshpande - Executive Manager, Data Governance and Data Products - nbnUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
15:55Explore the stages of data governance maturity and how to assess your organisation’s current stateUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
14:15How can organisations architect AI workflows that balance innovation with robust data governance and compliance?UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
14:40Modernising Legacy Data Stacks Without Starting Over Suresh Bhaskaran - Head of Data & Analytics - Asahi BeveragesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
15:05How can APIs act as the control layer to standardise and scale AI across data ecosystems?UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
15:30.png?width=80&height=80&name=Behrooz%20Hassani-Mahmooei%20%20(2).png) Driving AI Readiness Through Advanced Analytics Behrooz Hassani-Mahmooei - Chief Analytics Officer - Monash UniversityUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
15:55How can AI be applied to proactively monitor data quality across modern data pipelines in real time?UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
16:20Afternoon Coffee and ConnectBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
16:50Turning Individual Skills into Collective Impact: High-Performing Data Teams Craig Rowlands - General Manager Enterprise Data & AI - Australian UnityUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
17:10Preparing the Data Estate for AI Adoption Ajay Radhakrishnan - Head of Data and Digital - City of Greater GeelongUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
17:35.png?width=80&height=80&name=Saurav%20Sachdev%20(1).png) From Automation to Delegation: Architecting Trustworthy AI Platforms Saurav Sachdev - Head of Technology - Data & AI Platform - ColesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
18:00 Closing Remarks of Day OneClosing RemarksOrientation+
Format · BroadcastClosing RemarksClosing framing from the stage. Wraps the event, not participatory.
Evidence basisMediumRead from source
18:05CDAO Drinks ReceptionReceptionRelationship Building+
Format · LogisticsReceptionA social or hospitality block. Pacing and informal connection, not participant work.
Evidence basisMediumRead from source
09:10Opening KeynoteKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
09:35How can organisations move from static, rule-based data quality approaches to intelligent, automated frameworks that scale with business needs?UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
10:35NETWORKING BREAKNetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
11:10Operationalising Governance at Scale: Embedding Policies into Everyday Data Workflows Andrea Choi - Chief Data & Analytics Officer - ComcareUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:35Building a unified data lakehouse across hybrid and multi-cloud environments to power AI at scaleUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
12:35What strategies help reposition data functions from support roles to strategic growth enablers?UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
14:40Shifting the Data Team from Order-Taker to Strategic Partner Vibhu Tandon - Executive General Manager Data Analytics & Insights - MedHealthUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
15:05Designing for Delegation: Architecting Safe and Scalable Agentic AI Systems Adam Rentsch - Head of Data & AI - Cricket AustraliaUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
15:30AFTERNOON TEAUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
16:00Measuring What Matters: A Practical Framework for Data Value Metrics Ali Khan - National Head of Data, AI & Interoperability - St Vincent's Health AustraliaUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventWhat are the most meaningful metrics for demonstrating the business value of data, and how do they vary by stakeholder?DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
16:25Making Data & AI Work in Practice: Turning Insights into Real-World Decisions Fahed Mostafa - Director, Head of Data and Analytics - CSL BehringUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
17:00 CDAO Melbourne Chairperson’s ClosingUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
17:05Close of CDAO Melbourne 2026UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 41/100 and verified 42/100 with no fourth-loop cap.
Reader Takeaway. For a reader, this is a useful but still incomplete public example: it reads as a broadcast-heavy conference, with the strongest visible signal in future-of-work fit and problem specificity and the biggest open question around follow through and participation architecture. The practical test is whether the published agenda connects the room to execution quality beyond the public agenda.
Strongest signals: Future-of-Work Fit, Problem Specificity, and Evidence Maturity. Weakest signals: Follow Through, Participation Architecture, and Personalization.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Turn passive airtime into participant work: practice, sensemaking, decisions, critique, or artifact creation.
- Create role-based paths, prepared questions, tailored breakouts, or participant-specific next steps.
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 cdao-mel.coriniumintelligence.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, Impact evidence, 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
- Passive stage formats dominate the visible agenda.
- No baseline measurement is visible.
Score caps
- No fourth-loop score cap applied.
Review flags
- 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_cdao_melbourne_sep_1_2_2026_melbourne_australia_ai_machine_learning_genai_b_6da065"><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.