GCC Drivers for AI-CTRL-041: Fairness, Bias Testing and Explainability
How this relates. AI-CTRL-041 is part of the AI Security Control Objectives Library. This page lists the GCC instruments that call for it. They come from secondary sources and are tagged [Reported]; check the primary text before relying on them. This is not legal advice.
| Field | Detail |
|---|---|
| Control | AI-CTRL-041 Fairness, Bias Testing and Explainability |
| GCC drivers | CBUAE Guidance Note (annual bias testing) [Reported]; UAE and SDAIA ethics principles (fairness) [Reported]; DIFC Reg 10 [Reported]; QCB guideline [Reported] |
| Template | T10 Bias Testing Record |
| Test cases | TC-L03-031, TC-L03-032, TC-L03-033, TC-L03-008, TC-L03-029 |
Test cases by topic
| Topic | Test case |
|---|---|
| A current bias test exists for each high-impact system, and a failed threshold blocks release | TC-L03-031 |
| The bias test is re-run on material model change | TC-L03-031 |
| Arabic and English quality parity | TC-L03-033 |
| An explanation is produced for an adverse decision | TC-L03-029 |
| Human review can reverse the outcome | TC-L03-008 |
| Legal reviews the group definition, and the use of sensitive attributes in testing is lawful | TC-L03-032 |
The EU instruments behind this control are on the EU drivers page.