ISACA Advanced in AI Audit AAIA Exam Questions in PDF

Free ISACA AAIA Dumps Questions (page: 7)

Which of the following is MOST important to have in place before implementing a system that utilizes AI?

  1. Training on the use of the system's AI capabilities
  2. An AI acceptable use policy
  3. Model evaluation and validation methodology
  4. A project plan for deploying the AI system

Answer(s): C

Explanation:

Having a model evaluation and validation methodology in place is most important before implementing an AI system. It ensures the AI is tested for accuracy, fairness, and reliability, reducing risks of incorrect or biased outcomes once deployed.



A car insurance company uses an AI model to determine customer premiums. To ensure the ethical use of this model, which of the following testing practices should the company consider to be MOST important?

  1. Running model performance tests on randomized data to improve the model's accuracy
  2. Ensuring demographic data is not used to train models outside of the defined use case
  3. Testing to ensure the model's predictions do not discriminate based on age or gender
  4. Deploying the model only for a small randomly selected group of existing customers

Answer(s): C

Explanation:

Testing to ensure the model's predictions do not discriminate based on age or gender is most important for ethical use. This directly addresses fairness, prevents bias, and ensures compliance with regulatory and ethical standards in premium determination.



A financial services company is developing AI models to predict customer credit risk. To reduce privacy concerns, the company decides to train the models primarily using synthetic data. Which of the following is an IS auditor's BEST recommendation to evaluate synthetic data risk?

  1. Discontinue the use of synthetic data for model training.
  2. Conduct cluster analysis using synthetic data.
  3. Require validation of synthetic data quality.
  4. Perform regression testing using synthetic data.

Answer(s): C

Explanation:

Requiring validation of synthetic data quality is the best recommendation, as poor-quality or unrepresentative synthetic data can lead to inaccurate or biased credit risk predictions. Validation ensures the synthetic data reliably reflects real-world patterns while protecting privacy.



It was determined that an AI system used for medical diagnoses shows decreased accuracy for minority populations. Which of the following is the BEST way to address this issue?

  1. Retrain the model with more representative data.
  2. Transition to exclusively using synthetic data generation.
  3. Optimize model hyperparameters for better performance.
  4. Apply anonymization techniques to the training data.

Answer(s): A

Explanation:

Retraining the model with more representative data is the best way to address decreased accuracy for minority populations. Ensuring diverse and inclusive training data reduces bias and improves fairness in medical diagnoses.



An IS auditor has identified that the configuration of a proprietary AI model has been leaked. Which of the following is the MOST significant risk?

  1. Attackers can disable security systems by analyzing the model's source code.
  2. Attackers can use the data to degrade the model's performance.
  3. Attackers can train their own improved model for legitimate use.
  4. Attackers can exploit vulnerabilities in the model.

Answer(s): D

Explanation:

The most significant risk is that attackers can exploit vulnerabilities in the model. With access to configuration details, adversaries can identify weaknesses and manipulate the AI system, leading to compromised integrity, security breaches, or malicious misuse.



An AI generated photo showing a catastrophe circulated on social media, impacting the supply chain. This is an example of which type of risk?

  1. Compliance risk
  2. Societal risk
  3. Economic risk
  4. Data privacy risk

Answer(s): B

Explanation:

This is an example of societal risk, as the AI-generated photo spreads misinformation that influences public perception and disrupts social and economic stability, in this case causing supply chain impact.



Which of the following processes is MOST important for an organization to have in place to ensure the credibility of AI outputs?

  1. User consent
  2. Model alignment
  3. Data governance
  4. Data analytics

Answer(s): C

Explanation:

Data governance is most important for ensuring the credibility of AI outputs because well-managed, accurate, and high-quality data directly impacts the reliability, fairness, and trustworthiness of AI model results.



When reviewing an organization's AI data governance program, which of the following is MOST important to validate to ensure compliance with privacy regulations?

  1. Implementation of privacy techniques in AI models
  2. Security of private cloud deployment of AI models
  3. Feasibility of AI model retraining to incorporate new privacy data
  4. Avoidance of AI models that are based on open-source algorithms

Answer(s): A

Explanation:

Validating the implementation of privacy techniques in AI models is most important to ensure compliance with privacy regulations. Techniques such as anonymization, differential privacy, or data minimization directly safeguard personal data during AI processing.



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AI Tutor Explanation
4/23/2026 3:07:03 PM

Question 62:

  • Correct answer: D (per the page)

  • Note: The explanation text on the page describes option B (use ZDX score and Analyze Score to trigger the Y Engine analysis), indicating a mismatch between the stated answer and the rationale.

  • Key concept: For fast root-cause analysis, leverage telemetry and auto-correlated insights:
- Use the user’s ZDX score for AWS and run Analyze Score to activate the Y Engine, which correlates metrics across network, client, and application to pinpoint the issue quickly.
  • Why the other options are less effective:
- A: Only checks for outages; doesn’t provide actionable root-cause analysis. - C: Deep Trace helps visibility but is manual and time-consuming. - D: Packet capture is invasive and slow; not the quickest path to root cause.

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AI Tutor Explanation
4/23/2026 12:26:21 PM

Question 32:

  • Answer: A (2.4GHz)

  • Why: Lower-frequency signals have longer wavelengths and experience less attenuation when passing through walls and obstacles. Higher frequencies (5GHz, 6GHz) are more easily blocked by walls. NFC operates over very short distances and is not meant to penetrate walls. So 2.4 GHz best penetrates physical objects like walls.

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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.

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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

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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.

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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).

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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.

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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.

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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.

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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

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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

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

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

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

This is very interesting

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

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

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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

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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.

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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.

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

interesting

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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.

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

Helpful to test your preparedness before giving exam

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

Really helped

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

Good explanation

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

very helpful

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

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

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

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

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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.

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

Anyone used this dump recently?

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

173 question is A not D

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

nice questions

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

Thanks for the practice questions they helped me a lot.

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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.

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

i need to pass exam for VMware 2V0-11.25

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

Great questions.

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

great dumps to practice for the exam

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