Towards a multi-stakeholder value-based assessment framework for algorithmic systems

  Means Value(s) and Manifestation(s) DT AT DE DS Application (model) Approach Visual elements Additional details
[M] Example-based explanations ([44], [88], [90], [91], [92], [93], [94]) TRANSPARENCY
- Disclosure of properties of data

EXPLAINABILITY
- Post-hoc explanations
Agnostic - Similar examples
- Typical examples
- Counterfactual example
- Example images from dataset if in the visual domain Normative vs comparative explanations




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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