CAIC CAIC AI Governance & Compliance 2

Question 1

What does 'data minimization' mean in the context of AI compliance?

Accepted Answer

Collecting and using only the personal data necessary for the specified purpose

Answer

Data minimization is a privacy principle requiring organizations to collect only the personal data strictly necessary for the AI system's stated purpose, reducing privacy risk.

Question 2

Which process involves continuously monitoring a deployed AI model for performance degradation over time?

Accepted Answer

Model drift monitoring

Answer

Model drift monitoring tracks whether a deployed model's accuracy or prediction quality degrades as real-world data distributions shift away from training data.

Question 3

In AI governance, what is a 'human-in-the-loop' (HITL) design?

Accepted Answer

Requiring human review or approval at key decision points in an automated AI process

Answer

HITL design incorporates human judgment at critical stages of an AI workflow, ensuring oversight and the ability to override or correct automated decisions.

Question 4

What is 'right to explanation' as it applies to automated AI decisions affecting individuals in the US context?

Accepted Answer

An individual's right to receive a meaningful explanation of how an automated decision that affects them was made

Answer

The right to explanation gives individuals the ability to understand the logic behind automated decisions that significantly affect them, influenced by GDPR Article 22 and emerging US state laws.

Question 5

Which governance practice involves testing an AI system against adversarial inputs before deployment?

Accepted Answer

Red teaming

Answer

Red teaming for AI involves a team deliberately trying to elicit harmful, biased, or incorrect outputs from an AI system to identify vulnerabilities before public release.

(CAIC) Certified AI Consultant Practice Test

(CAIC) Certified AI Consultant Practice Test

CAIC CAIC AI Governance & Compliance 2