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


Mapping of available means for transmitting value-specific manifestations to different stakeholders based on the purpose of their insight and the nature of their knowledge. These means have been classified into three main categories: descriptive documents specifying whether/how a value manifestation is fulfilled, strategies for fulfilling value manifestations, and complete tools for enabling the fulfillment of value manifestations.

Value Development team Auditing team Data Domain experts Decision subjects
Privacy [K] [K]   [A] [B]
Security [K] [W] [AB] [K] [W]    
Performance [F][G][H][Y][Z][AE] [G][H][Y][Z][AE] [I] [J] [J]
Respect for public interest [E][AE] [E][AE] [E] [C][D]
Fairness [G][H][K][W][X][Y][Z][AD] [G][H][K][W][X][Y][Z][AD] [I][J] [J]
Non-discrimination [H][K][X][Y][AD] [H][K][X][Y][AD] [J][L] [J][L]
Transparency [H][K][M] [H][K][M] [I][J][L][M] [B][J][L][M]
Explainability [M][N][O][P][Q][AC][AD] [M][N][O][P][Q][AC][AD] [J][M][N][O][P][Q] [J][M][N][O][P][Q][R][S]
Contestability [U] [U] [T][U] [T][AF]
Human Control [V] [V] [T][V] [C][T][V]
Human Agency     [T] [T][B][AA]

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