Standard / soft law
Systems should document a proxy-variable / algorithmic-bias analysis
IEEE 7003-2024 (Algorithmic Bias Considerations) provides a development framework to avoid unjustified differential outcomes: selection criteria for bias-validation datasets, establishing and communicating the algorithm's application boundaries, maintaining a 'bias profile' documenting bias-related decisions and mitigations, and user-expectation management (e.g. correlation vs. causation). Detect an algorithmic decision system with no documented bias profile or application-boundary definition. [Tier C: our own-words summary of the public scope; no verbatim standard text stored.]
ieee-7003.proxy-variable-analysis · IEEE 7003-2024 Clause 5 (bias profiling) · official source · jurisdictions: INTL