EcosystemSUMMIT & RESEARCH
Evidence library / Responsible AI: Ethics, Governance and Practice
AI for development · SELECTED MOMENT · 2:08

A tool working in one setting does not establish effectiveness elsewhere; failures must be assessed by who is excluded.

Likely speaker
Rachel ColdicuttFounder · Careful IndustriesLinkedIn ↗

Free short preview · Research has to happen during deployment

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Rachel ColdicuttFounder · Careful IndustriesLinkedIn ↗

A tool working in one setting does not establish effectiveness elsewhere; failures must be assessed by who is excluded.

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Attributed contributors: Rachel Coldicutt. “A tool working in one setting does not establish effectiveness elsewhere; failures must be assessed by who is excluded..” Responsible AI: Ethics, Governance and Practice. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 17:56–20:04. https://cs-ecosystem.commonshare.workers.dev/evidence/E-447a191ea0f8

Interpretation and context.

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

normative argument

A tool working in one setting does not establish effectiveness elsewhere; failures must be assessed by who is excluded.

Contributors
Rachel ColdicuttFounder · Careful IndustriesLinkedIn ↗

Proposed mechanism: Context-specific evaluation and remediation constrain indiscriminate scaling.

Limit: Illustrative percentages are not study estimates.

contextual adaptationevaluationunequal harms

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