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Question 780
A regulator asks who approved the model and who handles disputes. Which governance control is required?
- Transparency disclosure
- Explainability
- Fairness evaluation
- Accountability
Explanation
Correct Answer
D:Accountability ensures named owners and oversight. Accountability assigns people or teams responsibility for governance and remedies.
Incorrect Answers
A:Transparency informs users when AI is involved and describes material system limitations. This does not directly meet the case requirement to assign responsibility for AI decision processes.
B:Explainability seeks understandable reasons or evidence for model-supported outcomes. This does not directly meet the case requirement to assign responsibility for AI decision processes.
C:Fairness evaluation checks whether performance and decisions disadvantage relevant groups. This does not directly meet the case requirement to assign responsibility for AI decision processes.
Question 781
A research team wants to publish aggregated results without enabling identification of individual customers. Which privacy technique is the goal?
- Data anonymization
- Access restriction
- Retention and deletion
- Consent and lawful basis
Explanation
Correct Answer
A:Anonymization seeks to make individuals nonidentifiable. Anonymization aims to remove or transform identifiers so individuals cannot reasonably be reidentified.
Incorrect Answers
B:Access restriction limits sensitive records to authorized identities and purposes. This does not directly meet the case requirement to release nonidentifying research data.
C:Retention policies govern how long sensitive prompts, logs and source data remain stored. This does not directly meet the case requirement to release nonidentifying research data.
D:Consent and legal-basis governance checks whether a specific personal-data use is permitted. This does not directly meet the case requirement to release nonidentifying research data.
Question 782
A clinical dataset replaces names with code IDs and keeps the lookup table restricted. What transformation is described?
- Access restriction
- Data minimization
- Consent and lawful basis
- Data pseudonymization
Explanation
Correct Answer
D:Pseudonymization retains possible controlled re-linking. Pseudonymization replaces identifying fields but reidentification may be possible with separately controlled information.
Incorrect Answers
A:Access restriction limits sensitive records to authorized identities and purposes. This does not directly meet the case requirement to replace direct identifiers with separately mapped codes.
B:Minimization restricts personal information to what is actually needed for the use case. This does not directly meet the case requirement to replace direct identifiers with separately mapped codes.
C:Consent and legal-basis governance checks whether a specific personal-data use is permitted. This does not directly meet the case requirement to replace direct identifiers with separately mapped codes.
Question 783
A chatbot needs a city name to recommend a store but is also sent the customer's national ID. Which principle should reduce the input?
- Consent and lawful basis
- Data minimization
- Retention and deletion
- Access restriction
Explanation
Correct Answer
B:Unneeded personal fields should not be processed. Minimization restricts personal information to what is actually needed for the use case.
Incorrect Answers
A:Consent and legal-basis governance checks whether a specific personal-data use is permitted. This does not directly meet the case requirement to minimize sensitive attributes supplied to the model.
C:Retention policies govern how long sensitive prompts, logs and source data remain stored. This does not directly meet the case requirement to minimize sensitive attributes supplied to the model.
D:Access restriction limits sensitive records to authorized identities and purposes. This does not directly meet the case requirement to minimize sensitive attributes supplied to the model.
Question 784
A marketing team proposes reusing private support chats for personalized ads without authorization. What governance issue must be resolved?
- Retention and deletion
- Data minimization
- Data pseudonymization
- Consent and lawful basis
Explanation
Correct Answer
D:Personal-data use needs an appropriate permitted purpose. Consent and legal-basis governance checks whether a specific personal-data use is permitted.
Incorrect Answers
A:Retention policies govern how long sensitive prompts, logs and source data remain stored. This does not directly meet the case requirement to establish legal authorization for data reuse.
B:Minimization restricts personal information to what is actually needed for the use case. This does not directly meet the case requirement to establish legal authorization for data reuse.
C:Pseudonymization replaces identifying fields but reidentification may be possible with separately controlled information. This does not directly meet the case requirement to establish legal authorization for data reuse.
Question 785
An internal assistant can retrieve all employee medical records despite no clinical function. Which control should change?
- Retention and deletion
- Access restriction
- Data minimization
- Consent and lawful basis
Explanation
Correct Answer
B:Access restrictions enforce permitted roles and purposes. Access restriction limits sensitive records to authorized identities and purposes.
Incorrect Answers
A:Retention policies govern how long sensitive prompts, logs and source data remain stored. This does not directly meet the case requirement to prevent unauthorized reading of private records.
C:Minimization restricts personal information to what is actually needed for the use case. This does not directly meet the case requirement to prevent unauthorized reading of private records.
D:Consent and legal-basis governance checks whether a specific personal-data use is permitted. This does not directly meet the case requirement to prevent unauthorized reading of private records.
Question 786
A business continues storing chatbot transcripts indefinitely after its approved retention period. What policy should enforce deletion?
- Access restriction
- Retention and deletion
- Data pseudonymization
- Data minimization
Explanation
Correct Answer
B:Retention limits govern personal data lifecycle. Retention policies govern how long sensitive prompts, logs and source data remain stored.
Incorrect Answers
A:Access restriction limits sensitive records to authorized identities and purposes. This does not directly meet the case requirement to remove logs after the permitted period.
C:Pseudonymization replaces identifying fields but reidentification may be possible with separately controlled information. This does not directly meet the case requirement to remove logs after the permitted period.
D:Minimization restricts personal information to what is actually needed for the use case. This does not directly meet the case requirement to remove logs after the permitted period.
Question 787
An organization wants a public sample dataset from real records without identifying individuals. What privacy objective should it pursue?
- Data minimization
- Access restriction
- Data pseudonymization
- Data anonymization
Explanation
Correct Answer
D:Effective anonymization reduces reidentification risk. Anonymization aims to remove or transform identifiers so individuals cannot reasonably be reidentified.
Incorrect Answers
A:Minimization restricts personal information to what is actually needed for the use case. This does not directly meet the case requirement to protect identities in shared datasets.
B:Access restriction limits sensitive records to authorized identities and purposes. This does not directly meet the case requirement to protect identities in shared datasets.
C:Pseudonymization replaces identifying fields but reidentification may be possible with separately controlled information. This does not directly meet the case requirement to protect identities in shared datasets.
Question 788
A hospital replaces patient identifiers with temporary tokens but can recover identities from a secure mapping. Which technique applies?
- Consent and lawful basis
- Access restriction
- Data anonymization
- Data pseudonymization
Explanation
Correct Answer
D:Pseudonymization keeps a controlled reidentification path. Pseudonymization replaces identifying fields but reidentification may be possible with separately controlled information.
Incorrect Answers
A:Consent and legal-basis governance checks whether a specific personal-data use is permitted. This does not directly meet the case requirement to use reversible coded identifiers under policy.
B:Access restriction limits sensitive records to authorized identities and purposes. This does not directly meet the case requirement to use reversible coded identifiers under policy.
C:Anonymization aims to remove or transform identifiers so individuals cannot reasonably be reidentified. This does not directly meet the case requirement to use reversible coded identifiers under policy.
Question 789
A travel assistant sends full credit-card details to a language model simply to draft an itinerary. What principle should apply?
- Data anonymization
- Data pseudonymization
- Consent and lawful basis
- Data minimization
Explanation
Correct Answer
D:Payment data is irrelevant to itinerary wording. Minimization restricts personal information to what is actually needed for the use case.
Incorrect Answers
A:Anonymization aims to remove or transform identifiers so individuals cannot reasonably be reidentified. This does not directly meet the case requirement to avoid processing unnecessary personal payment details.
B:Pseudonymization replaces identifying fields but reidentification may be possible with separately controlled information. This does not directly meet the case requirement to avoid processing unnecessary personal payment details.
C:Consent and legal-basis governance checks whether a specific personal-data use is permitted. This does not directly meet the case requirement to avoid processing unnecessary personal payment details.
Question 790
An AI project must delete prompt logs after a contracted period. What control implements this?
- Access restriction
- Data anonymization
- Consent and lawful basis
- Retention and deletion
Explanation
Correct Answer
D:Retention and deletion policies define lifecycle limits. Retention policies govern how long sensitive prompts, logs and source data remain stored.
Incorrect Answers
A:Access restriction limits sensitive records to authorized identities and purposes. This does not directly meet the case requirement to enforce timely removal of stored conversations.
B:Anonymization aims to remove or transform identifiers so individuals cannot reasonably be reidentified. This does not directly meet the case requirement to enforce timely removal of stored conversations.
C:Consent and legal-basis governance checks whether a specific personal-data use is permitted. This does not directly meet the case requirement to enforce timely removal of stored conversations.
Generative AI Leader Practice Tests
