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
[F] Model tracker interactive visualization ([86]) PERFORMANCE
- Accuracy
- False Positive and Negative rates
      Classification tasks   - Summary statistics
- Confusion matrices
- Labels chart
- Precision-recall curves
- Connector lines to identify similar examples in feature space
- Highlighted boxes for correlations between features and target classes
 




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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