How many Select Two (Multi-Select) Questions questions are on this page?

This page has 20 Select Two (Multi-Select) Questions scenario questions for the AAIA exam, each with detailed explanations and wrong-answer analysis.

How should I approach AAIA scenario questions?

Read the full scenario before looking at the answer options. Identify the constraint or requirement in the scenario, then eliminate options that are generally true but wrong for this specific case. Scenario questions reward careful reading over pattern matching.

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Select Two (Multi-Select) Questions

Practise ISACA Advanced in AI Audit (AAIA) (AAIA) practice questions — original exam-style scenarios covering every exam domain, with detailed explanations, wrong-answer analysis, and common exam traps.

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Scenario guide

How to approach select two (multi-select) questions

Multi-select questions tell you to 'Choose TWO' or 'Choose THREE'. Getting partial credit is not a thing — you must select all correct answers with no incorrect ones. The stem always states how many to choose, so trust it. These questions require precision, not best-guess elimination.

Quick answer

Select Two (Multi-Select) Questions questions test whether you can apply the concept in context, not just recognise a definition.

How the topic appears in realistic exam-style scenarios.

Which detail in the question changes the correct answer.

How to eliminate plausible but wrong options.

How to connect the question back to the wider exam objective.

Practice scenarios

Question 1hardmulti select

Select Two (Multi-Select) Questions

How to approach select two (multi-select) questions

Quick answer

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Practice scenarios

When conducting an audit, which THREE of the following represent potential 'Model Risk' areas that require documentation?

An auditor is evaluating the 'Model Monitoring' dashboard. Which TWO items should the dashboard display to alert the team of potential issues?

Which TWO of the following are essential when performing an 'AI Risk Assessment'?

Which TWO of the following are typical 'Model Risk Management' (MRM) pillars?

Which TWO of the following are legitimate 'AI Governance' concerns regarding third-party AI service providers (SaaS)?

When selecting testing techniques for an AI model, which THREE are considered 'Model-Agnostic'?

Which THREE criteria are essential when selecting an AI deployment strategy?

When auditing a model deployment pipeline, which TWO aspects are critical to verify to ensure compliance with AI governance frameworks?

When documenting audit findings for an AI system, which TWO of the following are critical to include to ensure the audit can be replicated?

Which THREE factors should an auditor consider when evaluating the suitability of an AI model for production?

When documenting findings, which THREE elements should be included for each finding?

Which TWO of the following are examples of AI governance 'Inputs'?

Which THREE of the following are potential risks associated with AI model 'Drift' that an auditor must account for?

Which TWO methods are commonly used by auditors to verify the 'Provenance' of training data?

Which TWO monitoring tools are typically used to detect 'Data Drift' in production pipelines?

When scoping an AI audit engagement, which TWO of the following documents should the auditor request to understand the AI model's governance structure?

An auditor is evaluating the data pipeline security. Which THREE controls should be verified?

Which TWO of the following are core components of an AI incident response strategy?

Which TWO metrics provide the best insights into 'Model Quality' during an audit?

Which TWO of the following are examples of 'Data Leakage' that an auditor should look for in a pipeline?