Explainability

https://taxonomy.eticas.ai/risk/transparency-explainability-group

Risks from stakeholders being unable to understand why the system produces specific outputs.

Mappings to external frameworks

Framework	Reference
NIST AI Risk Management Framework (AI 100-1)	Explainable & Interpretable

Framework	Reference
MIT AI Risk Repository	Lack of transparency or interpretability
W3C Data Privacy Vocabulary — AI Extension	Explainability Risk
IBM AI Risk Atlas	Output → Explainability

Part of the Eticas AI Risk Taxonomy. URI: https://taxonomy.eticas.ai/risk/transparency-explainability-group