CCAO-F - Governance, Risk, and Responsible Use (15% of the exam) - Section 6.4

Understand the ethical implications of AI usage.

Considering bias, fairness, transparency about AI involvement, and accountability for output that is used. Candidates should recognise that the person using the output remains responsible for it.

biastransparencyaccountabilityfairness

Practice question for this objective

Free sampleGovernance, Risk, and Responsible Usemedium

A consultant at a management consultancy uses Claude in several ways during one week. Her firm's AI-use policy asks staff to tell the recipient about AI involvement whenever the recipient would reasonably rely on the work as the consultant's own professional judgement. Which of these situations most clearly calls for her to tell the recipient?

  • AClaude corrected the grammar and spelling in an internal email she wrote to arrange a team meeting.
  • BClaude turned her handwritten workshop notes into a tidy table for her own follow-up, which no one else will see.
  • CClaude suggested ten headline options for a client newsletter, and she wrote her own headline using none of them.
  • DClaude drafted most of the risk assessment a client is paying for as her expert opinion, which she lightly edited. Correct
Transparency about AI involvement matters most where the audience relies on the work as a person's own judgement and AI shaped its substance. Transparency is about not misleading people on something that matters to them. A client paying for expert opinion relies on it being the consultant's judgement, so substantial AI drafting changes what they are receiving. Light tidying, private notes, or suggestions that were never used do not mislead anyone about the substance of the work.

Why A is wrong: Any AI use can feel as though it needs flagging. But correcting grammar in a meeting request does not change the substance, and no recipient relies on it as her professional judgement.

Why B is wrong: The table is AI-assisted, which may prompt a careful colleague to disclose it. There is no recipient here at all, so the policy's test of reliance by a recipient does not apply.

Why C is wrong: Claude was involved in the process, so disclosure may seem prudent. However, none of Claude's suggestions reached the client, and the published headline is entirely her own work.

Why D is correct: The client is paying for her professional judgement and will rely on the assessment as such, yet most of it came from Claude with light editing. This is the situation the policy describes, so she should tell the client.

See more CCAO-F practice questions, answers explained.

Exam traps in Governance, Risk, and Responsible Use

Answers that look right on this material and are not. Each one is a distractor from a different question in the CCAO-F bank for this domain.

  • A more capable model would have followed the instruction fully, so the wording shows she chose the wrong model for this task.

    Why it is wrong: It is tempting to treat a flawed draft as a model-choice problem. Any model can reproduce biased phrasing, and switching tiers does not replace a human review of wording that affects who applies.

  • Ask Claude to explain each ranking and use its top ten as the shortlist if the stated reasons sound job-related.

    Why it is wrong: Asking for reasons feels like due diligence, but a plausible explanation does not prove the ranking is fair. Using the top ten as the shortlist also hands the decision to Claude, which breaks the policy that the panel shortlists.

  • Rewrite the drafts in a warmer, more personal style so residents cannot tell AI was involved, then send them.

    Why it is wrong: A personal tone is good practice for public letters, which makes this attractive. Using it to hide AI involvement, though, directly contradicts the council's disclosure policy and undermines residents' trust.

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