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Isaca AAIA Practice Test 98

Question 970

An independent AI auditor reviews this case: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map. Which TWO complementary elements should the auditor seek: an effective corrective control and the most probative independent evidence? Select TWO answers.

  1. Use vague statements of best practice as universal legal requirements with no cited applicability.
  2. Reconcile source populations, failed records, joins and transformations before interpreting AI audit analytics.
  3. Inspect approved tool use, input sensitivity, model version, generated risk ranking and reviewer corrections.
  4. Define objective risk-based audit criteria from approved organizational policies, relevant standards and applicable law.
  5. Inspect audit program, control objectives, regulatory applicability, measurements and management agreement on criteria.

Explanation

Correct Answers

D:

The reason it is necessary is: Findings must be based on traceable and testable criteria rather than a reviewer's undefined preference. For this situation: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map.

E:

The reason it is necessary is: Findings must be based on traceable and testable criteria rather than a reviewer's undefined preference. The acceptable verified outcome is: Workpapers map each issue to an explicit criterion, condition, cause, consequence and evidence.

Incorrect Answers

A:

This attractive shortcut does not resolve the AI audit criteria and control objectives weakness: Use vague statements of best practice as universal legal requirements with no cited applicability. For this situation: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map.

B:

This option concerns Audit data completeness and reconciliation, which is a related but different AI governance concern. It does not establish control effectiveness for AI audit criteria and control objectives.

C:

This option concerns Using AI during audit engagement planning, which is a related but different AI governance concern. For this situation: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map.

Question 971

A governance and assurance review uncovers the following: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map. What evidence should the auditor examine FIRST to substantiate or challenge the control owner’s claim? Select ONE best answer.

  1. Review workpaper references, criteria applicability, causal support, impact and corrective proposal.
  2. Use vague statements of best practice as universal legal requirements with no cited applicability.
  3. Review engagement conflicts, tool ownership, reviewer signoff, challenge evidence and decision trail.
  4. Inspect audit program, control objectives, regulatory applicability, measurements and management agreement on criteria.

Explanation

Correct Answer

D:

For this situation: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map.

Incorrect Answers

A:

This option concerns Clear AI audit finding criteria cause effect, which is a related but different AI governance concern. The decisive principle here is: Findings must be based on traceable and testable criteria rather than a reviewer's undefined preference.

B:

It misses the key control principle: Findings must be based on traceable and testable criteria rather than a reviewer's undefined preference.

C:

This option concerns Auditor independence with AI-enabled workpapers, which is a related but different AI governance concern. For this situation: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map.

Question 972

A risk-based audit engagement examines this operating condition: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map. After management addresses the issue, which result MOST convincingly demonstrates effective remediation? Select ONE best answer.

  1. Workpapers map each issue to an explicit criterion, condition, cause, consequence and evidence.
  2. An accountable auditor validates the final scope and retains evidence for AI-generated suggestions.
  3. Use vague statements of best practice as universal legal requirements with no cited applicability.
  4. End-to-end reconciliations explain missing and duplicated records before sampling and metrics.

Explanation

Correct Answer

A:

This is an observable validation result for AI audit criteria and control objectives, not just management assurance: Workpapers map each issue to an explicit criterion, condition, cause, consequence and evidence.

Incorrect Answers

B:

This option concerns Using AI during audit engagement planning, which is a related but different AI governance concern. The audit must corroborate: Inspect audit program, control objectives, regulatory applicability, measurements and management agreement on criteria.

C:

The auditor should instead examine: Inspect audit program, control objectives, regulatory applicability, measurements and management agreement on criteria.

D:

This option concerns Audit data completeness and reconciliation, which is a related but different AI governance concern. For this situation: A multi-country audit uses a single legal standard for all AI activities without a jurisdiction and role map.

Question 973

An audit committee asks for a defensible assessment of this situation: An internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure. What is the MOST appropriate risk-based audit recommendation that addresses the root control weakness? Select ONE best answer.

  1. Treat an automated audit tool as impartial solely because a machine produced its recommendations.
  2. Preserve professional objectivity, disclose conflicts and independently validate AI-assisted audit decisions.
  3. Use approved AI tools for planning with data safeguards, transparent criteria, independent review and reproducible output.
  4. Define the AI audit universe and scope using use-case impact, third parties, control reliance and key risk scenarios.

Explanation

Correct Answer

B:

The reason it is necessary is: Audit independence extends to automated methods and relationships that could bias scope or findings. In this case: An internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure.

Incorrect Answers

A:

This attractive shortcut does not resolve the Auditor independence with AI-enabled workpapers weakness: Treat an automated audit tool as impartial solely because a machine produced its recommendations.

C:

This option concerns Using AI during audit engagement planning, which is a related but different AI governance concern. It does not establish control effectiveness for Auditor independence with AI-enabled workpapers.

D:

This option concerns Risk-based AI audit universe and scope, which is a related but different AI governance concern. It does not establish control effectiveness for Auditor independence with AI-enabled workpapers.

Question 974

During an AI controls assessment, the team learns that an internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure. Which principle BEST explains why the observed practice is a material governance or control concern? Select ONE best answer.

  1. AI in the audit process introduces its own reliability and confidentiality risks that must be controlled.
  2. Treat an automated audit tool as impartial solely because a machine produced its recommendations.
  3. Audit scope must follow enterprise AI exposure, not only visible software projects or infrastructure boundaries.
  4. Audit independence extends to automated methods and relationships that could bias scope or findings.

Explanation

Correct Answer

D:

Independent audit evidence includes: Review engagement conflicts, tool ownership, reviewer signoff, challenge evidence and decision trail. In this case: An internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure.

Incorrect Answers

A:

This option concerns Validation of AI-enabled audit analytics tools, which is a related but different AI governance concern. It does not establish control effectiveness for Auditor independence with AI-enabled workpapers.

B:

This attractive shortcut does not resolve the Auditor independence with AI-enabled workpapers weakness: Treat an automated audit tool as impartial solely because a machine produced its recommendations. For this situation: An internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure.

C:

This option concerns Risk-based AI audit universe and scope, which is a related but different AI governance concern. For this situation: An internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure.

Question 975

An independent AI auditor reviews this case: An internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure. What evidence should the auditor examine FIRST to substantiate or challenge the control owner’s claim? Select ONE best answer.

  1. Inspect version timelines, drift monitors, incident dates, feature snapshots and time-based sampling criteria.
  2. Review engagement conflicts, tool ownership, reviewer signoff, challenge evidence and decision trail.
  3. Inspect service organization reports, contract rights, complementary controls, model monitoring and exception records.
  4. Treat an automated audit tool as impartial solely because a machine produced its recommendations.

Explanation

Correct Answer

B:

The reason it is necessary is: Audit independence extends to automated methods and relationships that could bias scope or findings. This evidence directly tests the asserted control for Auditor independence with AI-enabled workpapers: Review engagement conflicts, tool ownership, reviewer signoff, challenge evidence and decision trail.

Incorrect Answers

A:

This option concerns Time-based audit testing for drifting AI systems, which is a related but different AI governance concern. It does not establish control effectiveness for Auditor independence with AI-enabled workpapers.

C:

This option concerns Third-party AI assurance boundary and audit rights, which is a related but different AI governance concern. It does not establish control effectiveness for Auditor independence with AI-enabled workpapers.

D:

This attractive shortcut does not resolve the Auditor independence with AI-enabled workpapers weakness: Treat an automated audit tool as impartial solely because a machine produced its recommendations. It misses the key control principle: Audit independence extends to automated methods and relationships that could bias scope or findings.

Question 976

A governance and assurance review uncovers the following: An internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure. After management addresses the issue, which result MOST convincingly demonstrates effective remediation? Select ONE best answer.

  1. The sample has defensible coverage of high-impact segments and limitations are transparently reported.
  2. Treat an automated audit tool as impartial solely because a machine produced its recommendations.
  3. An accountable auditor validates the final scope and retains evidence for AI-generated suggestions.
  4. Independent auditors retain final conclusions and conflicts are mitigated with transparent quality review.

Explanation

Correct Answer

D:

The reason it is necessary is: Audit independence extends to automated methods and relationships that could bias scope or findings. This is an observable validation result for Auditor independence with AI-enabled workpapers, not just management assurance: Independent auditors retain final conclusions and conflicts are mitigated with transparent quality review.

Incorrect Answers

A:

This option concerns Stratified sampling for rare AI harms, which is a related but different AI governance concern. It does not establish control effectiveness for Auditor independence with AI-enabled workpapers.

B:

This attractive shortcut does not resolve the Auditor independence with AI-enabled workpapers weakness: Treat an automated audit tool as impartial solely because a machine produced its recommendations. The auditor should instead examine: Review engagement conflicts, tool ownership, reviewer signoff, challenge evidence and decision trail.

C:

This option concerns Using AI during audit engagement planning, which is a related but different AI governance concern. For this situation: An internal auditor lets the model development team approve and edit the draft audit sampling logic without disclosure.

Question 977

A risk-based audit engagement examines this operating condition: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results. What is the MOST appropriate risk-based audit recommendation that addresses the root control weakness? Select ONE best answer.

  1. Preserve professional objectivity, disclose conflicts and independently validate AI-assisted audit decisions.
  2. Treat an automated audit tool as impartial solely because a machine produced its recommendations.
  3. Plan third-party evidence access, complementary user controls, limitation statements and risk-based alternative procedures.
  4. Validate audit-tool outputs against independent truth, monitor drift and use human judgment for material findings.

Explanation

Correct Answer

A:

The reason it is necessary is: Audit independence extends to automated methods and relationships that could bias scope or findings. In this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

Incorrect Answers

B:

This attractive shortcut does not resolve the Auditor independence with AI-enabled workpapers weakness: Treat an automated audit tool as impartial solely because a machine produced its recommendations. In this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

C:

This option concerns Third-party AI assurance boundary and audit rights, which is a related but different AI governance concern. In this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

D:

This option concerns Validation of AI-enabled audit analytics tools, which is a related but different AI governance concern. In this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

Question 978

An audit committee asks for a defensible assessment of this situation: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results. Which principle BEST explains why the observed practice is a material governance or control concern? Select ONE best answer.

  1. AI controls can be effective in one period but fail after model, data or environmental changes.
  2. Treat an automated audit tool as impartial solely because a machine produced its recommendations.
  3. Audit independence extends to automated methods and relationships that could bias scope or findings.
  4. Findings must be based on traceable and testable criteria rather than a reviewer's undefined preference.

Explanation

Correct Answer

C:

Independent audit evidence includes: Review engagement conflicts, tool ownership, reviewer signoff, challenge evidence and decision trail. In this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

Incorrect Answers

A:

This option concerns Time-based audit testing for drifting AI systems, which is a related but different AI governance concern. In this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

B:

This attractive shortcut does not resolve the Auditor independence with AI-enabled workpapers weakness: Treat an automated audit tool as impartial solely because a machine produced its recommendations. For this situation: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

D:

This option concerns AI audit criteria and control objectives, which is a related but different AI governance concern. It does not establish control effectiveness for Auditor independence with AI-enabled workpapers.

Question 979

During an AI controls assessment, the team learns that an AI assurance consultant is paid according to the number of model releases approved and omits adverse test results. What evidence should the auditor examine FIRST to substantiate or challenge the control owner’s claim? Select ONE best answer.

  1. Inspect service organization reports, contract rights, complementary controls, model monitoring and exception records.
  2. Treat an automated audit tool as impartial solely because a machine produced its recommendations.
  3. Review engagement conflicts, tool ownership, reviewer signoff, challenge evidence and decision trail.
  4. Inspect sampling frame, strata, selection method, base rates, exclusions and subgroup results.

Explanation

Correct Answer

C:

The reason it is necessary is: Audit independence extends to automated methods and relationships that could bias scope or findings. The corrective action is: Preserve professional objectivity, disclose conflicts and independently validate AI-assisted audit decisions.

Incorrect Answers

A:

This option concerns Third-party AI assurance boundary and audit rights, which is a related but different AI governance concern. For this situation: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

B:

This attractive shortcut does not resolve the Auditor independence with AI-enabled workpapers weakness: Treat an automated audit tool as impartial solely because a machine produced its recommendations. Effective closure requires: Independent auditors retain final conclusions and conflicts are mitigated with transparent quality review.

D:

This option concerns Stratified sampling for rare AI harms, which is a related but different AI governance concern. In this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

Question 980

An independent AI auditor reviews this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results. Which TWO complementary elements should the auditor seek: an effective corrective control and the most probative independent evidence? Select TWO answers.

  1. Sample across relevant periods, model versions and operational shifts and reconstruct point-in-time inputs.
  2. Review engagement conflicts, tool ownership, reviewer signoff, challenge evidence and decision trail.
  3. Reconcile AI inventory, data flows, business ownership, complaints, material incidents and risk appetite to audit plan.
  4. Treat an automated audit tool as impartial solely because a machine produced its recommendations.
  5. Preserve professional objectivity, disclose conflicts and independently validate AI-assisted audit decisions.

Explanation

Correct Answers

B:

The reason it is necessary is: Audit independence extends to automated methods and relationships that could bias scope or findings. For this situation: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

E:

The reason it is necessary is: Audit independence extends to automated methods and relationships that could bias scope or findings. This response fits the risk associated with Auditor independence with AI-enabled workpapers: Preserve professional objectivity, disclose conflicts and independently validate AI-assisted audit decisions.

Incorrect Answers

A:

This option concerns Time-based audit testing for drifting AI systems, which is a related but different AI governance concern. For this situation: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

C:

This option concerns Risk-based AI audit universe and scope, which is a related but different AI governance concern. In this case: An AI assurance consultant is paid according to the number of model releases approved and omits adverse test results.

D:

This attractive shortcut does not resolve the Auditor independence with AI-enabled workpapers weakness: Treat an automated audit tool as impartial solely because a machine produced its recommendations. Preserve professional objectivity, disclose conflicts and independently validate AI-assisted audit decisions.

ISACA Advanced in AI Audit (AAIA) Practice Tests