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Explainability Matrix
- Control
Document, assess, and derive a matrix evaluating and ranking the metrics and/or criteria of explanations needed for based on the (a) Stakeholder Appraisal Analyse, (b) Explainability Aims, (c) Explainability Risks, and (d) Explainability Requirements, inclusive of explanations accuracy, fidelity, consistency, stability, comprehensibility, certainty, and representativeness.
- Aim
To (a) derive a clear matrix from which to assess Model explainability requirements; and (b) highlight associated risks that might occur in the Product Lifecycle.