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ISACAAdvanced in AI Risk

Domain 2Objective 1

AI Design, Development/Procurement, and Documentation AAIR Practice Questions (Page 1)

Part of the AI Life Cycle Risk Management domain, which accounts for 21% of the AAIR exam.

25questions here
5free pages
9concepts
21%of the exam

Questions 1–5

  1. 1expert · hard

    A bank is procuring an AI-based anti-money laundering (AML) system. The vendor offers two options: a cloud-based SaaS solution with lower upfront cost but data hosted in a foreign jurisdiction, and an on-premises solution with higher upfront cost but full data control. The bank's compliance team requires that customer data remain within the home country. The procurement team must balance cost and compliance. What is the MOST appropriate decision?

    Select an answer first
  2. 2expert · hard

    An AI team is developing a predictive model for patient readmission risk. The team has completed the design phase and is about to begin development. The project sponsor wants to ensure that the model is validated against clinical outcomes and that the validation process is documented for regulatory purposes. What is the MOST appropriate sequence of activities?

    Select an answer first
  3. 3expert · hard

    An AI system used for credit decisions is being audited. The auditor requests documentation that shows the rationale for the model's design choices and how the system was tested for fairness. The organization has a design specification and a testing report, but the auditor also wants to see the decision-making process behind the design choices. What should the organization provide?

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  4. 4foundation · easy

    Which characteristic of documentation is most important for supporting regulatory compliance and auditability?

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  5. 5application · medium

    An AI system used for medical diagnosis is being audited by a regulatory body. The auditor asks for evidence that the system was validated against clinical standards and that any changes were properly reviewed. What documentation should the organization provide?

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