EcosystemSUMMIT & RESEARCH
AI for development · SELECTED MOMENT · 1:20

The panel identifies limits in translating technical knowledge into legal and operational expertise.

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Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗
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Mathew TruscottHead of Office, Geneva · Oxfam International
Mala RamDigital Technology Programmes Specialist · GOAL Global

The panel identifies limits in translating technical knowledge into legal and operational expertise.

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Attributed contributors: Emily Janoch; Mathew Truscott; Mala Ram. “The panel identifies limits in translating technical knowledge into legal and operational expertise..” The Reality of AI: Adoption, Capacity, and Change Management. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 13:56–15:17. https://cs-ecosystem.commonshare.workers.dev/evidence/E-60a35d2b4d7f

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practitioner account

The panel identifies limits in translating technical knowledge into legal and operational expertise.

Contributors
Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗
Mathew TruscottHead of Office, Geneva · Oxfam International
Mala RamDigital Technology Programmes Specialist · GOAL Global
Unidentified speaker

Proposed mechanism: Different specialists must connect their knowledge.

Limit: One employee cannot substitute for all professional roles.

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