| Means | Value(s) and Manifestation(s) | DT | AT | DE | DS | Application (model) | Approach | Visual elements | Additional details | |
|---|---|---|---|---|---|---|---|---|---|---|
| [J] | Question-driven XAI design ([88]) | PERFORMANCE - Accuracy FAIRNESS - Accuracy across groups TRANSPARENCY - Disclosure of origin and properties of data NON-DISCRIMINATION -Analysis of data for potential biases, data quality assessment EXPLAINABILITY - Post-hoc explanations |
✅ | ✅ | Agnostic | - Summary statistics (percentage scores) for data explanations and performance metrics - Feature importance - Contrastive explanations |
End users were more interested in the limitation of the model: uncertainty |
Red: descriptive documents specifying whether/how a value manifestation is fulfilled
Blue: strategy for fulfilling value manifestations
Green : complete tool for enabling the fulfillment of value manifestations
DT: Development Team
AT: Auditing Team
DE: Data domain Experts
DS: Decision Subject
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