ISACA Advanced in AI Audit AAIA Dumps in PDF

Free ISACA AAIA Real Questions (page: 55)

An IS auditor is evaluating an organization's data governance controls for its AI system. Which of the following represents the GREATEST risk in this context?

  1. Inconsistent data management practices
  2. Lack of procedures for automated data backup
  3. Limited frequency of AI system performance and data accuracy reviews
  4. Inadequate controls over data accuracy and privacy compliance

Answer(s): D

Explanation:

Weak controls over data accuracy and privacy compliance pose the greatest risk because AI systems rely heavily on high-quality, compliant data. Failures in these areas directly threaten model integrity, regulatory adherence, and overall governance of the AI system.



Which of the following is the GREATEST risk of using AI to generate audit reports?

  1. The AI system uses inconsistent formatting across audit reports.
  2. The AI system misrepresents control effectiveness.
  3. The AI system cannot integrate with management dashboard tools.
  4. The AI system is not able to include historical audit findings.

Answer(s): B

Explanation:

The greatest risk is that AI may misrepresent control effectiveness, leading to inaccurate or misleading audit conclusions. This directly affects audit reliability, governance, and stakeholder trust.



Which of the following should be an IS auditor's GREATEST concern if class imbalance is identified in training data for an AI model?

  1. Data drift
  2. Data quality
  3. Model bias
  4. Model overfitting

Answer(s): C

Explanation:

Class imbalance in training data increases the likelihood that the model will learn biased patterns, favoring the majority class and producing unfair or inaccurate outcomes, making model bias the greatest concern.



A healthcare AI tool used by a hospital recommends treatments based on patient data. The tool sometimes suggests treatments that have high success rates but significant risk. The hospital's risk management approach prioritizes patient safety over innovative solutions. Which of the following is the hospital's BEST course of action?

  1. Adjust the AI's parameters to align with the hospital's risk tolerance.
  2. Discontinue using the AI tool and rely solely on doctor expertise.
  3. Obtain patients' consent for the use of their data by the AI tool.
  4. Use the AI tool only for low-risk situations.

Answer(s): A

Explanation:

Adjusting the AI's parameters to reflect the hospital's risk tolerance ensures the model's recommendations align with the organization's patient-safety-first governance stance. This directly embeds the hospital's risk appetite into model behavior without discarding the tool's benefits.



An AI audit reveals that a loan approval model has a significantly higher rejection rate for applicants from a specific demographic group. Which of the following should be management's PRIMARY response?

  1. Accept the audit findings as within risk tolerance.
  2. Determine if audit sampling is sufficient.
  3. Conduct comprehensive bias analysis.
  4. Synthesize more data of the affected demographic group.

Answer(s): C

Explanation:

A comprehensive bias analysis is required to determine whether the model is producing discriminatory outcomes, understand the root causes, and guide corrective actions to ensure fair and compliant model behavior.



Which of the following provides the BEST evidence that an organization's AI integration is aligned with its overall technology strategy?

  1. Key performance indicators (KPIs) have been defined for AI systems.
  2. The organization has developed and socialized AI use policies.
  3. Management promotes a culture of innovation.
  4. The IT department includes many individual contributors with AI expertise.

Answer(s): A

Explanation:

Defined KPIs for AI systems provide direct, measurable evidence that AI initiatives support and align with the organization's broader technology strategy by linking AI performance to strategic objectives.



An organization has deployed an AI-powered customer service chatbot trained using customer chat logs. When reviewing AI risk assessment documentation, which of the following should be the IS auditor's GREATEST concern?

  1. Limited AI model capability to incorporate and adapt to new data
  2. Obsolete procedures leading to inadequate data integrity validation
  3. Reputational impacts resulting from inaccurate chatbot responses
  4. Insufficient access controls leading to unauthorized customer data exposure

Answer(s): D

Explanation:

Insufficient access controls create the highest risk because they can lead to unauthorized exposure of customer chat logs, which contain sensitive personal data. This represents a major privacy, compliance, and security threat that outweighs performance or reputational concerns.



Which of the following is the GREATEST risk associated with deploying an AI system with ineffective anomaly detection?

  1. Inconsistent AI system configuration management
  2. Undetected data poisoning that impacts AI decision quality
  3. Delayed incident response to AI model drift
  4. Failure to comply with AI reporting standards

Answer(s): B

Explanation:

Ineffective anomaly detection can allow data poisoning to go unnoticed, corrupting training or operational data and directly degrading the quality and integrity of AI decisions. This poses the greatest governance and risk impact because it compromises the fundamental reliability of the AI system.



Share your comments for ISACA AAIA exam with other users:

E
Ethan
8/23/2023 12:52:00 AM

question 46, the answer should be data "virtualization" (not visualization).

N
nSiva
9/22/2023 5:58:00 AM

its useful.

R
Ranveer
7/26/2023 7:26:00 PM

Pass this exam 3 days ago. The PDF version and the Xengine App is quite useful.

S
Sanjay
8/15/2023 10:22:00 AM

informative for me.

T
Tom
12/12/2023 8:53:00 PM

question 134s answer shoule be "dlp"

A
Alex
11/7/2023 11:02:00 AM

in 72 the answer must be [sys_user_has_role] table.

F
Finn
5/4/2023 10:21:00 PM

i appreciated the mix of multiple-choice and short answer questions. i passed my exam this morning.

A
AJ
7/13/2023 8:33:00 AM

great to find this website, thanks

C
Curtis Nakawaki
6/29/2023 9:11:00 PM

examination questions seem to be relevant.

U
Umashankar Sharma
10/22/2023 9:39:00 AM

planning to take psm test

E
ED SHAW
7/31/2023 10:34:00 AM

please allow to download

A
AD
7/22/2023 11:29:00 AM

please provide dumps

A
Ayyjayy
11/6/2023 7:29:00 AM

is the answer to question 15 correct ? i feel like the answer should be b

B
Blessious Phiri
8/12/2023 11:56:00 AM

its getting more technical

J
Jeanine J
7/11/2023 3:04:00 PM

i think these questions are what i need.

A
Aderonke
10/23/2023 2:13:00 PM

helpful assessment

T
Tom
1/5/2024 2:32:00 AM

i am confused about the answers to the questions. do you know if the answers are correct?

V
Vinit N.
8/28/2023 2:33:00 AM

hi, please make the dumps available for my upcoming examination.

S
Sanyog Deshpande
9/14/2023 7:05:00 AM

good practice

T
Tyron
9/8/2023 12:12:00 AM

so far it is really informative

B
beast
7/30/2023 2:22:00 PM

hi i want it please please upload it

M
Mirex
5/26/2023 3:45:00 AM

am preparing for exam ,just nice questions

E
exampei
8/7/2023 8:05:00 AM

please upload c_tadm_23 exam

A
Anonymous
9/12/2023 12:50:00 PM

can we get tdvan4 vantage data engineering pdf?

A
Aish
10/11/2023 5:51:00 AM

want to clear the exam.

S
Smaranika
6/22/2023 8:42:00 AM

could you please upload the dumps of sap c_sac_2302

B
Blessious Phiri
8/15/2023 1:56:00 PM

asm management configuration is about storage

L
Lewis
7/6/2023 8:49:00 PM

kool thumb up

M
Moreece
5/15/2023 8:44:00 AM

just passed the az-500 exam this last friday. most of the questions in this exam dumps are in the exam. i bought the full version and noticed some of the questions which were answered wrong in the free version are all corrected in the full version. this site is good but i wish the had it in an interactive version like a test engine simulator.

T
Terry
5/24/2023 4:41:00 PM

i can practice for exam

E
Emerys
7/29/2023 6:55:00 AM

please i need this exam.

G
Goni Mala
9/2/2023 12:27:00 PM

i need the dump

L
Lenny
9/29/2023 11:30:00 AM

i want it bad, even if cs6 maybe retired, i want to learn cs6

M
MilfSlayer
12/28/2023 8:32:00 PM

i hate comptia with all my heart with their "choose the best" answer format as an argument could be made on every question. they say "the "comptia way", lmao no this right here boys is the comptia way 100%. take it from someone whos failed this exam twice but can configure an entire complex network that these are the questions that are on the test 100% no questions asked. the pbqs are dead on! nice work

AI Tutor 👋 I’m here to help!