EcosystemSUMMIT & RESEARCH
Evidence library / The Reality of AI: Adoption, Capacity, and Change Management
AI for development · SELECTED MOMENT · 0:44

A data-quality tool misread Colombian phone numbers using US assumptions; flagged anomalies still require checking.

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Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

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Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

A data-quality tool misread Colombian phone numbers using US assumptions; flagged anomalies still require checking.

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Attributed contributors: Emily Janoch. “A data-quality tool misread Colombian phone numbers using US assumptions; flagged anomalies still require checking..” The Reality of AI: Adoption, Capacity, and Change Management. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 41:32–42:16. https://cs-ecosystem.commonshare.workers.dev/evidence/E-fdd516737758

Interpretation and context.

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

reported case

A data-quality tool misread Colombian phone numbers using US assumptions; flagged anomalies still require checking.

Contributors
Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

Proposed mechanism: Combine anomaly detection with contextual judgement.

Limit: Reported days-to-minutes gain excludes a complete net-cost assessment.

contextual adaptationreliabilityassurance learning

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