ISACA Advanced in AI Audit AAIA Dumps in PDF

Free ISACA AAIA Real Questions (page: 37)

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:

A
AI Tutor Explanation
4/21/2026 8:48:36 AM

Question 3:

  • False is the correct answer (Option B).

Why:
  • In Snowflake, a database is a metadata object that exists within a single Snowflake account. Accounts are isolated—there isn’t one database that lives in multiple accounts.
  • You can access data across accounts via data sharing or database replication, but these create separate database objects in the other accounts (e.g., a database in the consumer account created from a share), not a single shared database across accounts.

So a single database cannot exist in more than one Snowflake account.

A
Anonymous User
4/16/2026 10:54:18 AM

Question 1:

  • Correct answer: Edate = sys.argv[1]
  • Why this is correct:
- When a Databricks Job passes parameters to a notebook, those parameters are supplied to the notebook's Python process as command-line arguments. The first argument after the script name is sys.argv[1], so date = sys.argv[1] captures the passed date value directly.
  • How it compares to other options:
- date = spark.conf.get("date") reads from Spark config, not from job parameters. - input() waits for user input at runtime, which isn’t how job parameters are provided. - date = dbutils.notebooks.getParam("date") would work if the notebook were invoked via dbutils.notebook.run with parameters, not

A
Anonymous User
4/15/2026 4:42:07 AM

Question 528:

  • Correct answer: NSG flow logs for NSG1 (Option B)

  • Why:
- Traffic Analytics uses NSG flow logs to analyze traffic patterns. You must have NSG flow logs enabled for the NSGs you want to monitor. - An Azure Log Analytics workspace is also required to store and query the traffic data. - Network Watcher must be available in the subscription for traffic analytics to function.
  • What to configure (brief steps):
- Ensure Network Watcher is enabled in the East US region (for the subscription/region). - Enable NSG flow logs on NSG1. - Ensure a Log Analytics workspace exists and is accessible (read/write) so Traffic Analytics can store and query logs.
  • Why other options aren’t correct:
- “Diagnostic settings for VM1” or “Diagnostic settings for NSG1” alone don’t guarantee flow logs are captured and sent to Log Analytics, which Traffic Analytics relies on. - “Insights for VM1” is not how Traffic Analytics collects traffic data.

A
Anonymous User
4/15/2026 2:43:53 AM

Question 23:
The correct answer is Domain admin (option B), not Fabric admin.

  • Domain admin provides domain-level management: create domains/subdomains and assign workspaces within those domains, which matches the tasks while following least privilege.
  • Fabric admin is global-level access and is more privileges than needed for this scenario (it would grant broader control across the Fabric environment).

A
Anonymous User
4/14/2026 12:31:34 PM

Question 2:
For question 2, the key concept is the Longest Prefix Match. Routers pick the route whose subnet mask is the most specific (largest prefix length) that still matches the destination IP.
From the options:

  • A) 10.10.10.0/28 ? 10.10.10.0–10.10.10.15
  • B) 10.10.13.0/25 ? 10.10.13.0–10.10.13.127
  • C) 10.10.13.144/28 ? 10.10.13.144–10.10.13.159
  • D) 10.10.13.208/29 ? 10.10.13.208–10.10.13.215

The destination Host A’s IP must fall within 10.10.13.208–10.10.13.215 for the /29 to be the best match. Since /29 is the longest prefix among the matching options, Router1 will use 10.10.13.208/29.
Thus, the correct answer is D.

S
srameh
4/14/2026 10:09:29 AM

Question 3:

  • Correct answer: Phase 4, Post Accreditation

  • Explanation:
- In DITSCAP, the four phases are: - Phase 1: Definition (concept and requirements) - Phase 2: Verification (design and testing) - Phase 3: Validation (fielding and evaluation) - Phase 4: Post Accreditation (ongoing operations and lifecycle management) - The description—continuing operation of an accredited IT system and addressing changing threats throughout its life cycle—fits the Post Accreditation phase, which covers operations, maintenance, monitoring, and reauthorization as threats and environment evolve.

O
onibokun10
4/13/2026 7:50:14 PM

Question 129:
Correct answer: CNAME

  • A CNAME record creates an alias for a domain, so newapplication.comptia.org will resolve to whatever IP address www.comptia.org resolves to. This ensures both names point to the same resource without duplicating the IP.
  • Why not the others:
- SOA defines authoritative information for a zone. - MX specifies mail exchange servers. - NS designates name servers for a zone.
  • Notes: The alias name (newapplication.comptia.org) should not have other records if you use a CNAME for it, and CNAMEs aren’t used for the zone apex (root) domain. This scenario uses a subdomain, so a CNAME is appropriate.

A
Anonymous User
4/13/2026 6:29:58 PM

Question 1:

  • Correct answer: C

  • Why this is best:
- Uses OS Login with IAM, so SSH access is granted via Google accounts rather than distributing per-user SSH keys. - Granting the compute.osAdminLogin role to a Google group gives admin access to all team members in a centralized, auditable way. - Access is auditable: Cloud Audit Logs show who accessed which VM, satisfying the security requirement to determine who accessed a given instance.
  • How it works:
- Enable OS Login on the project/instances (enable-oslogin metadata). - Add the team’s

A
Anonymous User
4/13/2026 1:00:51 PM

Question 2:

  • Answer: D. Azure Advisor

  • Why: To view security-related recommendations for resources in the Compute and Apps area (including App Service Web Apps and Functions), you use Azure Advisor. Advisor surfaces personalized best-practice recommendations across resources, including security, and shows which resources are affected and the severity.

  • Why not the others:
- Azure Log Analytics is for ad-hoc querying of telemetry, not for viewing security recommendations. - Azure Event Hubs is for streaming telemetry data, not for security recommendations.
  • Quick tip: In the portal, navigate to Azure Advisor and check the Security recommendations for App Services to see actionable items and affe

D
Don
4/11/2026 5:36:42 AM

Recommend using AI for Solutions rather the Answer(s) submitted here

M
Mogae Malapela
4/8/2026 6:37:56 AM

This is very interesting

A
Anon
4/6/2026 5:22:54 PM

Are these the same questions you have to pay for in ExamTopics?

L
LRK
3/22/2026 2:38:08 PM

For Question 7 - while the answer description indicates the correct answer, the option no. mentioned is incorrect. Nice and Comprehensive. Thankyou

R
Rian
3/19/2026 9:12:10 AM

This is very good and accurate. Explanation is very helpful even thou some are not 100% right but good enough to pass.

G
Gerrard
3/18/2026 6:58:37 AM

The DP-900 exam can be tricky if you aren't familiar with Microsoft’s specific cloud terminology. I used the practice questions from free-braindumps.com and found them incredibly helpful. The site breaks down core data concepts and Azure services in a way that actually mirrors the real test. As a resutl I passed my exam.

V
Vineet Kumar
3/6/2026 5:26:16 AM

interesting

J
Joe
1/20/2026 8:25:24 AM

Passed this exam 2 days ago. These questions are in the exam. You are safe to use them.

N
NJ
12/24/2025 10:39:07 AM

Helpful to test your preparedness before giving exam

A
Ashwini
12/17/2025 8:24:45 AM

Really helped

J
Jagadesh
12/16/2025 9:57:10 AM

Good explanation

S
shobha
11/29/2025 2:19:59 AM

very helpful

P
Pandithurai
11/12/2025 12:16:21 PM

Question 1, Ans is - Developer,Standard,Professional Direct and Premier

E
Einstein
11/8/2025 4:13:37 AM

Passed this exam in first appointment. Great resource and valid exam dump.

D
David
10/31/2025 4:06:16 PM

Today I wrote this exam and passed, i totally relay on this practice exam. The questions were very tough, these questions are valid and I encounter the same.

T
Thor
10/21/2025 5:16:29 AM

Anyone used this dump recently?

V
Vladimir
9/25/2025 9:11:14 AM

173 question is A not D

K
khaos
9/21/2025 7:07:26 AM

nice questions

K
Katiso Lehasa
9/15/2025 11:21:52 PM

Thanks for the practice questions they helped me a lot.

E
Einstein
9/2/2025 7:42:00 PM

Passed this exam today. All questions are valid and this is not something you can find in ChatGPT.

V
vito
8/22/2025 4:16:51 AM

i need to pass exam for VMware 2V0-11.25

M
Matt
7/31/2025 11:44:40 PM

Great questions.

O
OLERATO
7/1/2025 5:44:14 AM

great dumps to practice for the exam

A
Adekunle willaims
6/9/2025 7:37:29 AM

How reliable and relevant are these questions?? also i can see the last update here was January and definitely new questions would have emerged.

A
Alex
5/24/2025 12:54:15 AM

Can I trust to this source?

AI Tutor 👋 I’m here to help!