AAIA Braindumpsit Dumps PDF & ISACA AAIA Braindumpsit IT-Zertifizierung - Testking Examen Dumps

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ISACA AAIA Prüfungsplan:

ThemaEinzelheiten
Thema 1
  • AI Operations: It covers managing AI-specific data needs—including collection, quality, security, and classification—applying development lifecycle methodologies with privacy and security by design, change and incident management, testing AI solutions, identifying AI-related threats and vulnerabilities, and supervising AI deployments.
Thema 2
  • Auditing Tools and Techniques: This section of the exam measures the skills of AI auditors and centers on auditing AI systems using appropriate tools and methods. It includes audit planning and design, sampling methodologies specific to AI, collecting audit evidence, using data analytics for quality assurance, and producing AI audit outputs and reports, including follow-up and quality control measures.
Thema 3
  • AI GOVERNANCE AND RISK: It encompasses understanding different AI models and their life cycles, guiding AI strategy, defining roles and policies, managing AI-related risks, overseeing data privacy and governance, and ensuring adherence to ethical practices, standards, and regulations.

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ISACA Advanced in AI Audit AAIA Prüfungsfragen mit Lösungen (Q42-Q47):

42. Frage
Which of the following is the PRIMARY reason IS auditors must be aware that generative AI may return different investment recommendations from the same set of data?

Antwort: A


43. Frage
Which of the following will provide the BEST evidence to support the alignment of an AI model with an organization's business objectives?

Antwort: D


44. Frage
A bank ' s fraud detection model achieves high accuracy on its initial dataset but performs poorly in production. The data science team needs to tune hyperparameters and select the best model architecture.
Which dataset is BEST to use for this selection process?

Antwort: A

Begründung:
In the standard machine learning workflow, the " Validation Dataset " is specifically used for " model selection " and " hyperparameter tuning. " It serves as a bridge between training and the final test. Using the training set (Option B) for tuning would lead to overfitting. The " Testing " or " Holdout " set (Options A and C) must remain completely " unseen " until the very end to provide an unbiased final estimate of how the model will perform in the real world. According to the ISACA AAIA™ manual, maintaining this strict partitioning is critical for model integrity and preventing overly optimistic performance reports.


45. Frage
An IS auditor is planning an audit covering a vendor-provided and supported AI model used by the organization to predict train track maintenance. Which of the following is the BEST approach for the IS auditor to test the model?

Antwort: C

Begründung:
When auditing vendor-provided (third-party) AI models, the organization often lacks access to the underlying source code, neural network architecture, or weights. In such cases, the AAIA™ manual recommends " Black Box Testing " as the most practical and effective approach. This involves testing the model based solely on its inputs and outputs to verify its predictive accuracy, fairness, and reliability without needing internal technical details. White box testing (Option B) and code reviews (Option D) are typically unfeasible due to proprietary restrictions. Black box testing allows the auditor to validate that the model meets business requirements and operates within acceptable risk tolerances as defined in the vendor agreement.


46. Frage
An organization plans to implement an AI search and chatbot solution provided by an external vendor. Which of the following is MOST important for an IS auditor to confirm?

Antwort: C

Begründung:
For third-party (SaaS) AI solutions, the organization relies on the vendor's internal controls to ensure data security, privacy, and model integrity. The AAIA™ manual highlights that the most critical confirmation is " Whether the vendor can provide an independent third-party attestation " (such as a SOC 2 Type II or ISO/IEC
42001 report). This provides the organization with reliable evidence that the vendor's AI governance and security practices have been verified by an external auditor. While metrics like BLEU (Option A) or technical integration (Option C) are important for performance, they do not provide the necessary governance assurance required for organizational risk management.


47. Frage
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