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Isaca AAIA Practice Test 38

Question 370

An independent AI auditor reviews this case: An organization publishes manipulated promotional footage without evaluating relevant content-labeling obligations. Which TWO complementary elements should the auditor seek: an effective corrective control and the most probative independent evidence? Select TWO answers.

  1. Inspect AIMS scope, roles, risk treatment, audit outcomes, nonconformities and management reviews.
  2. Match the model family to the task, retain deterministic calculations where appropriate and validate generative outputs against trusted data and human review.
  3. Assess contextual transparency duties, affected audiences and effective disclosure mechanisms appropriate to use.
  4. Hide AI-generated content origin entirely and rely on a buried terms-of-service paragraph.
  5. Inspect UI disclosures, synthesized content labels, user testing, jurisdiction analysis and change approvals.

Explanation

Correct Answers

C:

The reason it is necessary is: Disclosing AI involvement and limitations supports informed human interaction but is not a substitute for other controls. For this situation: An organization publishes manipulated promotional footage without evaluating relevant content-labeling obligations.

E:

The reason it is necessary is: Disclosing AI involvement and limitations supports informed human interaction but is not a substitute for other controls. The corrective action is: Assess contextual transparency duties, affected audiences and effective disclosure mechanisms appropriate to use.

Incorrect Answers

A:

This option concerns ISO IEC 42001 AI management system controls, which is a related but different AI governance concern. For this situation: An organization publishes manipulated promotional footage without evaluating relevant content-labeling obligations.

B:

This option concerns Predictive versus generative model task fit, which is a related but different AI governance concern. The decisive principle here is: Disclosing AI involvement and limitations supports informed human interaction but is not a substitute for other controls.

D:

This attractive shortcut does not resolve the AI transparency and meaningful disclosure weakness: Hide AI-generated content origin entirely and rely on a buried terms-of-service paragraph. For this situation: An organization publishes manipulated promotional footage without evaluating relevant content-labeling obligations.

Question 371

A governance and assurance review uncovers the following: An organization publishes manipulated promotional footage without evaluating relevant content-labeling obligations. What evidence should the auditor examine FIRST to substantiate or challenge the control owner’s claim? Select ONE best answer.

  1. Hide AI-generated content origin entirely and rely on a buried terms-of-service paragraph.
  2. Inspect use-case criticality, model comparison, reason-code fidelity, feature lineage, adverse-decision samples and appeal test results.
  3. Inspect UI disclosures, synthesized content labels, user testing, jurisdiction analysis and change approvals.
  4. Inspect system purpose, actors, changes, market placement, impact, legal analysis and current phased applicability.

Explanation

Correct Answer

C:

For this situation: An organization publishes manipulated promotional footage without evaluating relevant content-labeling obligations.

Incorrect Answers

A:

It misses the key control principle: Disclosing AI involvement and limitations supports informed human interaction but is not a substitute for other controls.

B:

This option concerns Explainable credit-model selection for adverse decisions, which is a related but different AI governance concern. For this situation: An organization publishes manipulated promotional footage without evaluating relevant content-labeling obligations.

D:

This option concerns EU AI Act role and risk classification, which is a related but different AI governance concern. It does not establish control effectiveness for AI transparency and meaningful disclosure.

Question 372

A risk-based audit engagement examines this operating condition: An organization publishes manipulated promotional footage without evaluating relevant content-labeling obligations. After management addresses the issue, which result MOST convincingly demonstrates effective remediation? Select ONE best answer.

  1. The documented risk cycle links context, measurement, ownership and treatment for sampled systems.
  2. Hide AI-generated content origin entirely and rely on a buried terms-of-service paragraph.
  3. Affected groups can access fair service and outcomes are reassessed after changes.
  4. Affected users receive meaningful notice where required and can distinguish AI outputs from human decisions.

Explanation

Correct Answer

D:

This is an observable validation result for AI transparency and meaningful disclosure, not just management assurance: Affected users receive meaningful notice where required and can distinguish AI outputs from human decisions.

Incorrect Answers

A:

This option concerns NIST AI RMF governance and measurement alignment, which is a related but different AI governance concern. The decisive principle here is: Disclosing AI involvement and limitations supports informed human interaction but is not a substitute for other controls.

B:

The auditor should instead examine: Inspect UI disclosures, synthesized content labels, user testing, jurisdiction analysis and change approvals.

C:

This option concerns Fairness and accessibility ethical governance, which is a related but different AI governance concern. The decisive principle here is: Disclosing AI involvement and limitations supports informed human interaction but is not a substitute for other controls.

Question 373

An audit committee asks for a defensible assessment of this situation: A public benefits assistant works in one dominant language but systematically misunderstands minority language claimants. What is the MOST appropriate risk-based audit recommendation that addresses the root control weakness? Select ONE best answer.

  1. Assess AI management-system scope, documented processes, internal monitoring and continual improvement against applicable clauses.
  2. Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.
  3. Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation.
  4. Maintain jurisdiction-specific legal mapping with version dates, accountable counsel and periodic applicability reviews.

Explanation

Correct Answer

C:

The acceptable verified outcome is: Affected groups can access fair service and outcomes are reassessed after changes. This is the proportionate control response to Fairness and accessibility ethical governance: Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation.

Incorrect Answers

A:

This option concerns ISO IEC 42001 AI management system controls, which is a related but different AI governance concern. It does not establish control effectiveness for Fairness and accessibility ethical governance.

B:

This attractive shortcut does not resolve the Fairness and accessibility ethical governance weakness: Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.

D:

This option concerns Regulatory change tracking without overclaiming compliance, which is a related but different AI governance concern. It does not establish control effectiveness for Fairness and accessibility ethical governance.

Question 374

During an AI controls assessment, the team learns that a public benefits assistant works in one dominant language but systematically misunderstands minority language claimants. Which principle BEST explains why the observed practice is a material governance or control concern? Select ONE best answer.

  1. AI regulation evolves and often applies by role, use, and effective date; one blanket statement can mislead management.
  2. Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.
  3. Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.
  4. NIST AI RMF 1.0 provides risk-management functions, not a universal legal compliance certificate.

Explanation

Correct Answer

C:

The corrective action is: Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation. The acceptable verified outcome is: Affected groups can access fair service and outcomes are reassessed after changes.

Incorrect Answers

A:

This option concerns Regulatory change tracking without overclaiming compliance, which is a related but different AI governance concern. For this situation: A public benefits assistant works in one dominant language but systematically misunderstands minority language claimants.

B:

This attractive shortcut does not resolve the Fairness and accessibility ethical governance weakness: Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it. For this situation: A public benefits assistant works in one dominant language but systematically misunderstands minority language claimants.

D:

This option concerns NIST AI RMF governance and measurement alignment, which is a related but different AI governance concern. It does not establish control effectiveness for Fairness and accessibility ethical governance.

Question 375

An independent AI auditor reviews this case: A public benefits assistant works in one dominant language but systematically misunderstands minority language claimants. What evidence should the auditor examine FIRST to substantiate or challenge the control owner’s claim? Select ONE best answer.

  1. Inspect approved exception register, justifications, expiry, control alternatives and follow-up evidence.
  2. Inspect subgroup and accessibility tests, documented stakeholder input, complaints and corrective actions.
  3. Examine governing texts, role assessment, applicability dates, legal signoff and evidence of controls.
  4. Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.

Explanation

Correct Answer

B:

The corrective action is: Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation. In this case: A public benefits assistant works in one dominant language but systematically misunderstands minority language claimants.

Incorrect Answers

A:

This option concerns AI policy exception governance, which is a related but different AI governance concern. It does not establish control effectiveness for Fairness and accessibility ethical governance.

C:

This option concerns Regulatory change tracking without overclaiming compliance, which is a related but different AI governance concern. The decisive principle here is: Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.

D:

This attractive shortcut does not resolve the Fairness and accessibility ethical governance weakness: Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it. It misses the key control principle: Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.

Question 376

A governance and assurance review uncovers the following: A public benefits assistant works in one dominant language but systematically misunderstands minority language claimants. After management addresses the issue, which result MOST convincingly demonstrates effective remediation? Select ONE best answer.

  1. Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.
  2. Affected groups can access fair service and outcomes are reassessed after changes.
  3. Sampled AI processes show implemented controls and closed corrective actions, with any certification claims substantiated.
  4. Fairness monitoring detects problematic disparities and remediation does not conceal residual performance impacts.

Explanation

Correct Answer

B:

The corrective action is: Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation. This is an observable validation result for Fairness and accessibility ethical governance, not just management assurance: Affected groups can access fair service and outcomes are reassessed after changes.

Incorrect Answers

A:

This attractive shortcut does not resolve the Fairness and accessibility ethical governance weakness: Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it. The auditor should instead examine: Inspect subgroup and accessibility tests, documented stakeholder input, complaints and corrective actions.

C:

This option concerns ISO IEC 42001 AI management system controls, which is a related but different AI governance concern. For this situation: A public benefits assistant works in one dominant language but systematically misunderstands minority language claimants.

D:

This option concerns Fairness assessment for proxy discrimination, which is a related but different AI governance concern. It does not establish control effectiveness for Fairness and accessibility ethical governance.

Question 377

A risk-based audit engagement examines this operating condition: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors. What is the MOST appropriate risk-based audit recommendation that addresses the root control weakness? Select ONE best answer.

  1. Maintain jurisdiction-specific legal mapping with version dates, accountable counsel and periodic applicability reviews.
  2. Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation.
  3. Identify relevant AI Act roles, use-case classifications, jurisdictions and applicable obligations with competent legal input.
  4. Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.

Explanation

Correct Answer

B:

The acceptable verified outcome is: Affected groups can access fair service and outcomes are reassessed after changes. The reason it is necessary is: Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.

Incorrect Answers

A:

This option concerns Regulatory change tracking without overclaiming compliance, which is a related but different AI governance concern. The audit must corroborate: Inspect subgroup and accessibility tests, documented stakeholder input, complaints and corrective actions.

C:

This option concerns EU AI Act role and risk classification, which is a related but different AI governance concern. It does not establish control effectiveness for Fairness and accessibility ethical governance.

D:

This attractive shortcut does not resolve the Fairness and accessibility ethical governance weakness: Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it. Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation.

Question 378

An audit committee asks for a defensible assessment of this situation: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors. Which principle BEST explains why the observed practice is a material governance or control concern? Select ONE best answer.

  1. Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.
  2. Removing an explicit sensitive field does not guarantee fairness if correlated inputs and outcomes retain inequity.
  3. Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.
  4. AI regulation evolves and often applies by role, use, and effective date; one blanket statement can mislead management.

Explanation

Correct Answer

A:

The corrective action is: Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation. This is the applicable AI audit principle for Fairness and accessibility ethical governance: Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.

Incorrect Answers

B:

This option concerns Fairness assessment for proxy discrimination, which is a related but different AI governance concern. The decisive principle here is: Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.

C:

This attractive shortcut does not resolve the Fairness and accessibility ethical governance weakness: Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it. For this situation: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors.

D:

This option concerns Regulatory change tracking without overclaiming compliance, which is a related but different AI governance concern. For this situation: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors.

Question 379

During an AI controls assessment, the team learns that a visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors. What evidence should the auditor examine FIRST to substantiate or challenge the control owner’s claim? Select ONE best answer.

  1. Inspect system purpose, actors, changes, market placement, impact, legal analysis and current phased applicability.
  2. Inspect approved exception register, justifications, expiry, control alternatives and follow-up evidence.
  3. Inspect subgroup and accessibility tests, documented stakeholder input, complaints and corrective actions.
  4. Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.

Explanation

Correct Answer

C:

The corrective action is: Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation. This evidence directly tests the asserted control for Fairness and accessibility ethical governance: Inspect subgroup and accessibility tests, documented stakeholder input, complaints and corrective actions.

Incorrect Answers

A:

This option concerns EU AI Act role and risk classification, which is a related but different AI governance concern. For this situation: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors.

B:

This option concerns AI policy exception governance, which is a related but different AI governance concern. The decisive principle here is: Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.

D:

This attractive shortcut does not resolve the Fairness and accessibility ethical governance weakness: Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it. Effective closure requires: Affected groups can access fair service and outcomes are reassessed after changes.

Question 380

An independent AI auditor reviews this case: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors. Which TWO complementary elements should the auditor seek: an effective corrective control and the most probative independent evidence? Select TWO answers.

  1. Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation.
  2. Declare an AI system ethical because average test accuracy is high even when underserved groups cannot use it.
  3. Assess subgroup outcomes, proxy variables, relevant legitimate factors and mitigations with lawful context.
  4. Inspect AI inventory, contextual risk register, model evaluations, management treatment and oversight minutes.
  5. Inspect subgroup and accessibility tests, documented stakeholder input, complaints and corrective actions.

Explanation

Correct Answers

A:

The acceptable verified outcome is: Affected groups can access fair service and outcomes are reassessed after changes. This response fits the risk associated with Fairness and accessibility ethical governance: Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation.

E:

The corrective action is: Evaluate foreseeable disparate impacts, accessibility needs, stakeholder participation and proportional mitigation. For this situation: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors.

Incorrect Answers

B:

For this situation: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors.

C:

This option concerns Fairness assessment for proxy discrimination, which is a related but different AI governance concern. For this situation: A visual AI kiosk provides no accessible channel to challenge automated denial for disabled visitors.

D:

This option concerns NIST AI RMF governance and measurement alignment, which is a related but different AI governance concern. The decisive principle here is: Responsible AI assessment includes human and social outcomes beyond aggregate technical model accuracy.

ISACA Advanced in AI Audit (AAIA) Practice Tests