AnthropicGovernance, Risk, and Responsible Use

Privacy & Data Minimization — CCAO-F Practice Question

A representative Claude Certified Associate - Foundations (CCAO-F) exam question on Privacy & Data Minimization. Work through it below, then read why each option is right or wrong.

Short answer

The correct answer is C. Remove or mask unnecessary personal data before providing the cases.

Data minimization reduces exposure at the source. A prompt instruction does not undo unnecessary disclosure of sensitive inputs.

The Question

An employee wants Claude to help categorize support cases. The raw export contains names, phone numbers, and account numbers that are unnecessary for categorization. What should happen first?

ADelete the output after sharing it
BUpload the full export because Claude needs realism
CRemove or mask unnecessary personal data before providing the casesCorrect
DAsk Claude not to mention the data

Why C is correct

Data minimization reduces exposure at the source. A prompt instruction does not undo unnecessary disclosure of sensitive inputs.

Why the other options are wrong

Option A: Delete the output after sharing it

Option A does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (C) is the only one that fully meets every constraint stated in the question.

Option B: Upload the full export because Claude needs realism

Option B does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (C) is the only one that fully meets every constraint stated in the question.

Option D: Ask Claude not to mention the data

Option D does not satisfy the requirement in the scenario. Review the explanation above: the correct choice (C) is the only one that fully meets every constraint stated in the question.

Key idea: Privacy & Data Minimization

Data minimization reduces exposure at the source. A prompt instruction does not undo unnecessary disclosure of sensitive inputs. On the CCAO-F exam, questions in the "Governance, Risk, and Responsible Use" domain test whether you can map a scenario's constraints to the right choice. Read the requirement carefully, eliminate options that violate any single constraint, and pick the one that satisfies all of them with the least operational overhead.

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