EcosystemSUMMIT & RESEARCH
Evidence library / The Reality of AI: Adoption, Capacity, and Change Management
AI for development · SELECTED MOMENT · 1:20

GOAL reports an outbreak-response AI layer lost intended functionality after data-protection changes.

Speaker
Kristen CordellSenior Director, Policy · Grand Challenges CanadaLinkedIn ↗
Mala RamDigital Technology Programmes Specialist · GOAL Global
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Kristen CordellSenior Director, Policy · Grand Challenges CanadaLinkedIn ↗
Unidentified speaker
Mala RamDigital Technology Programmes Specialist · GOAL Global

GOAL reports an outbreak-response AI layer lost intended functionality after data-protection changes.

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Attributed contributors: Kristen Cordell; Mala Ram. “GOAL reports an outbreak-response AI layer lost intended functionality after data-protection changes..” The Reality of AI: Adoption, Capacity, and Change Management. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 35:18–36:39. https://cs-ecosystem.commonshare.workers.dev/evidence/E-e6927dd1aac7

Interpretation and context.

Analyst synthesis. The recording establishes that a claim was made. It does not independently establish the claimed effect.

reported case

GOAL reports an outbreak-response AI layer lost intended functionality after data-protection changes.

Contributors
Kristen CordellSenior Director, Policy · Grand Challenges CanadaLinkedIn ↗
Mala RamDigital Technology Programmes Specialist · GOAL Global
Unidentified speaker

Proposed mechanism: Design changes altered what the service could deliver.

Limit: One programme account; privacy rationale and patient effects not independently assessed.

negative case learningdata rightsworkflow integration

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