AAIA Practice Questions
100 real AAIA exam questions with expert-verified answers and explanations. Page 1 of 2.
- Question #1AI Risk Management and Controls
Which of the following is the MOST important purpose of conducting a risk assessment for AI models within an organization?
AI risk assessmentRisk mitigationRisk management purpose - Question #2AI Audit Planning and Execution
An organization is adopting AI for its procurement and inventory teams, raising concern from stakeholders that they will lose their jobs due to AI. Which of the following is the BE...
AI ethicsResponsible AIHuman-centered designAI audit procedures - Question #3AI Audit Reporting and Assurance
An IS auditor is looking to expedite reporting for an audit with complex issues. Which of the following would be the MOST effective way for the auditor to use generative AI?
Generative AIAudit ReportingExecutive SummaryAudit Efficiency - Question #4AI Strategy and Governance
Which of the following is the PRIMARY purpose of an AI acceptable use policy?
AI acceptable use policyAI ethicsAI governancePolicy purpose - Question #5AI Audit Planning and Execution
While evaluating a complex machine learning (ML) model used for regulatory compliance in a financial institution, which of the following should the IS auditor do to BEST ensure tra...
Model TransparencyExplainable AI (XAI)AI Audit PracticesModel Evaluation - Question #6AI Audit Planning and Execution
Which of the following is the GREATEST challenge facing IS auditors evaluating the explainability of generative AI models?
Explainable AIAI Auditing ChallengesModel DriftGenerative AI - Question #7AI Strategy and Governance
For a sales promotion, an AI system sorts customer attributes into several categories by analyzing transaction history. Verifying which of the following would BEST validate the eff...
AI effectivenessBusiness objectives alignmentAI validationAI governance - Question #8AI Risk Management and Controls
A bank uses a video-based know your customer (KYC) verification process. Cybercriminals exploit this process by using deepfake technology to impersonate bank customers. Which of th...
Deepfake detectionLiveness detectionKYC verificationAI risk mitigation - Question #9AI Strategy and Governance
Which of the following key performance indicators (KPIs) are MOST important when evaluating whether an AI model meets business objectives?
AI KPIsModel EvaluationBusiness AlignmentPerformance Metrics - Question #10AI Risk Management and Controls
When auditing a research agency's use of generative AI models for analyzing scientific data, which of the following is MOST critical to evaluate in order to prevent hallucinatory r...
Generative AI auditingData qualityAI hallucinationsInput data validation - Question #11AI Risk Management and Controls
When converting data categories before training an AI model, which of the following scenarios represents the GREATEST risk?
Data EncodingCategorical VariablesHigh CardinalityAI Model Risk - Question #12AI Risk Management and Controls
A retail organization uses an AI model to forecast inventory based on customer purchasing trends and updates the model quarterly. The model recently failed to recognize a surge in...
Data driftAI model performanceModel monitoringForecasting accuracy - Question #13AI Risk Management and Controls
From a data appropriateness and bias perspective, which of the following should be of GREATEST concern when reviewing an AI model used in a credit scoring system?
AI BiasData AppropriatenessFairnessProxy Variables - Question #14AI Risk Management and Controls
The PRIMARY objective of auditing AI systems is to:
AI Audit ObjectivesBias DetectionDecision TransparencyResponsible AI - Question #15AI Audit Planning and Execution
When auditing a machine learning (ML) solution, false positives can BEST be assessed by examining the level of:
ML MetricsFalse PositivesPrecisionML Auditing - Question #16AI Audit Planning and Execution
An IS auditor is performing an inventory audit for a manufacturing organization. Which of the following would BEST enable the auditor to identify types of products without assistan...
Computer VisionAI Applications in AuditInventory AuditAudit Tools - Question #17AI Risk Management and Controls
An IS auditor notes that an AI model achieved significantly better results on training data than on test data. Which of the following problems with the model has the IS auditor ide...
OverfittingModel evaluationGeneralizationAI model risks - Question #18AI Risk Management and Controls
An AI social media platform uses an algorithm to increase user engagement that could unintentionally promote divisive content. Which of the following is the BEST course of action t...
Algorithmic riskBias mitigationAI auditingRisk controls - Question #19AI Risk Management and Controls
Which of the following is the MOST important risk for an IS auditor to consider when reviewing the adoption of an AI system?
AI RiskAI BiasIS AuditEthical AI - Question #20AI Risk Management and Controls
An organization uses an AI image generation platform to create promotional materials. An IS auditor identifies that the platform includes copyrighted images in its training data. W...
AI training dataCopyright riskData provenanceAuditor recommendations - Question #21AI Audit Planning and Execution
An IS auditor uses an internally developed generative AI tool to prepare a status update for audit stakeholders. Which of the following is the auditor's MOST appropriate course of...
Generative AIAuditor responsibilityInformation accuracyAI output validation - Question #22AI Strategy and Governance
Which of the following is the PRIMARY benefit of implementing a robust data governance framework specific to AI solutions in an organization?
Data GovernanceAI GovernanceComplianceRisk Management - Question #23AI Risk Management and Controls
Which of the following BEST ensures that an AI system complies with user data ownership rights under privacy regulations?
User data ownershipPrivacy regulationsConsent managementAI compliance - Question #24AI Risk Management and Controls
When using off-the-shelf AI models, which of the following is the MOST appropriate way for organizations to approach vendor management?
AI Vendor ManagementAI Model LifecycleOperational RiskContractual Controls - Question #25AI Risk Management and Controls
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?
Generative AIProbabilistic modelsOutput variabilityAI audit considerations - Question #26AI Risk Management and Controls
An organization shares an AI model with external partners. One partner reports that sensitive data has been inadvertently exposed through the model's outputs. Which of the followin...
AI data privacyIncident responseRisk mitigationAI model security - Question #27AI Strategy and Governance
The PRIMARY objective of machine learning (ML) in data processing is to:
Machine LearningAI FundamentalsML Objectives - Question #28AI Risk Management and Controls
In the context of an AI implementation, which of the following actions is MOST critical for an organization's change management program?
AI implementationChange managementRisk assessmentOrganizational change - Question #29AI Risk Management and Controls
Which of the following controls helps mitigate the risk of competitors poisoning data utilized by a machine learning (ML) model performing sentiment analysis of product reviews?
Data PoisoningML Model IntegrityAuthentication ControlsRisk Mitigation - Question #30AI Audit Planning and Execution
An IS auditor is auditing an AI system that predicts inventory needs. The system recently failed to predict a stock outage for a key product. Which of the following audit tests wou...
AI System AuditModel ValidationForecasting AccuracyHistorical Testing - Question #31AI Risk Management and Controls
An IS auditor is auditing a financial system in which a generative AI tool is used to identify trends in batches of 4,000 rows, while the generative AI tool has a limit of 3,000 to...
Generative AIToken LimitsData BiasAI Audit - Question #32AI Audit Planning and Execution
Which of the following is MOST important to review in order to gain assurance that an AI model is performing without biases?
AI BiasTraining DataModel AssuranceAI Audit - Question #33AI Risk Management and Controls
Which of the following is MOST important for an IS auditor to consider when identifying AI risk in a know your customer (KYC) application within a banking organization?
AI risk identificationBusiness impactFinancial servicesKYC - Question #34AI Strategy and Governance
Which of the following is the PRIMARY objective of AI governance?
AI governancegovernance objectivesroles and responsibilities - Question #35AI Risk Management and Controls
Which of the following strategies used by modelers to enhance data accuracy has the GREATEST risk of bias and information loss?
Data preparationData qualityBias in dataMissing data imputation - Question #36AI Risk Management and Controls
During a pre-implementation risk assessment, an AI model is determined to present a significant risk of bias and potential harm in excess of the organization's risk tolerance. Whic...
AI Risk AssessmentRisk ToleranceDeployment ControlBias Management - Question #37AI Risk Management and Controls
A healthcare organization uses an AI model to analyze patient data and provide diagnostic recommendations. Which of the following MOST effectively detects data drift related to the...
Data drift detectionModel monitoringAI model performance - Question #38AI Strategy and Governance
Which of the following will provide the BEST evidence to support the alignment of an AI model with an organization's business objectives?
AI model inventoryBusiness alignmentAI governanceEvidence for audit - Question #39AI Strategy and Governance
The PRIMARY purpose of utilizing neural networks in AI is to:
Neural NetworksAI PurposeMachine LearningHuman Decision Making - Question #40AI Risk Management and Controls
When an IS auditor is reviewing results from an AI system, which of the following would cause the GREATEST risk?
AI output validationAI risk managementAudit controlsData integrity - Question #41AI Strategy and Governance
When auditing an AI system, which of the following steps ensures that AI model behavior is aligned with organizational objectives?
AI auditOrganizational objectivesProblem framingAI governance - Question #42AI Risk Management and Controls
An organization is using information gathered from customer accounts to train its AI chatbot. Which of the following is the GREATEST risk associated with this practice?
Data PrivacyPersonal Information DisclosureAI Risk ManagementCustomer Data - Question #43AI Audit Planning and Execution
When reviewing contracts or other lengthy documentation in the planning phase, which of the following tools would BEST extract relevant information?
Natural Language ProcessingAI toolsInformation extractionAudit planning - Question #44AI Audit Planning and Execution
The GREATEST benefit of using AI auditing techniques over traditional methods is that AI auditing techniques can:
AI Auditing BenefitsAI capabilitiesData analysisComplex patterns - Question #45AI Risk Management and Controls
An IS auditor is evaluating an organization's incident management program to ensure it is sufficiently prepared to manage AI-related incidents. Which of the following is MOST impor...
AI Incident ManagementAI Risk MitigationModel DriftData Integrity Attacks - Question #46AI Risk Management and Controls
An organization deploys an AI recruitment platform to screen job applicants. The IS auditor identifies that the platform's decisions may be influenced by model bias. Which of the f...
AI bias detectionRisk mitigation strategiesModel monitoringEthical AI - Question #47AI Strategy and Governance
Which of the following is the MOST important course of action for an organization prior to allowing end users to utilize an AI tool?
AI policy developmentAI governanceResponsible AI usePre-deployment planning - Question #48AI Strategy and Governance
Which of the following is MOST important to consider when deciding whether to implement an AI solution?
Ethical AIAI GovernanceAI Implementation StrategyResponsible AI - Question #49AI Risk Management and Controls
A healthcare organization uses data clustering to group patients by medical history for personalized treatment recommendations. Which of the following is the GREATEST privacy risk...
Data PrivacyData ClusteringAI RiskHealthcare AI - Question #50AI Strategy and Governance
An organization is evaluating change management practices for AI-based decision support models. Which of the following BEST demonstrates effective AI-focused change management?
AI Change ManagementModel GovernanceDocumentationTraceability