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| Topic | Details |
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| Topic 1 | - Understanding the Foundations of AI Governance: This section of the exam measures skills of AI governance professionals and covers the core concepts of AI governance, including what AI is, why governance is needed, and the risks and unique characteristics associated with AI. It also addresses the establishment and communication of organizational expectations for AI governance, such as defining roles, fostering cross-functional collaboration, and delivering training on AI strategies. Additionally, it focuses on developing policies and procedures that ensure oversight and accountability throughout the AI lifecycle, including managing third-party risks and updating privacy and security practices.
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| Topic 2 | - Understanding How Laws, Standards, and Frameworks Apply to AI: This section of the exam measures skills of compliance officers and covers the application of existing and emerging legal requirements to AI systems. It explores how data privacy laws, intellectual property, non-discrimination, consumer protection, and product liability laws impact AI. The domain also examines the main elements of the EU AI Act, such as risk classification and requirements for different AI risk levels, as well as enforcement mechanisms. Furthermore, it addresses the key industry standards and frameworks, including OECD principles, NIST AI Risk Management Framework, and ISO AI standards, guiding organizations in trustworthy and compliant AI implementation.
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| Topic 3 | - Understanding How to Govern AI Deployment and Use: This section of the exam measures skills of technology deployment leads and covers the responsibilities associated with selecting, deploying, and using AI models in a responsible manner. It includes evaluating key factors and risks before deployment, understanding different model types and deployment options, and ensuring ongoing monitoring and maintenance. The domain applies to both proprietary and third-party AI models, emphasizing the importance of transparency, ethical considerations, and continuous oversight throughout the model’s operational life.
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| Topic 4 | - Understanding How to Govern AI Development: This section of the exam measures the skills of AI project managers and covers the governance responsibilities involved in designing, building, training, testing, and maintaining AI models. It emphasizes defining the business context, performing impact assessments, applying relevant laws and best practices, and managing risks during model development. The domain also includes establishing data governance for training and testing, ensuring data quality and provenance, and documenting processes for compliance. Additionally, it focuses on preparing models for release, continuous monitoring, maintenance, incident management, and transparent disclosures to stakeholders.
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IAPP Certified Artificial Intelligence Governance Professional Sample Questions (Q193-Q198):
NEW QUESTION # 193
MULTI-SELECT
Please select 3 of the 5 options below. No partial credit will be given.
The use of paid generative AI public tools is appealing because?
- A. They eliminate concerns about the data used to generate outputs.
- B. They have additional privacy and security controls.
- C. They have frequent enhancements of new features.
- D. They are convenient to adopt.
- E. They provide transparency in models and in decision-making.
Answer: B,C,D
Explanation:
Paid public generative AI services can be attractive because organizations can adopt them rapidly without developing and maintaining foundational models themselves. Commercial offerings may also provide organizational privacy, security, access-management, and administrative controls beyond those available through basic public access, while centrally managed services can receive frequent provider-driven feature enhancements. These characteristics support A, B, and C. However, payment does not guarantee transparency into proprietary model architecture, training data, weights, or decision processes, so D is incorrect. Nor does a paid service eliminate concerns regarding training-data provenance, intellectual property, personal information, confidential prompts, data retention, or generated outputs; consequently, E is incorrect. AI governance still requires vendor due diligence, contractual safeguards, acceptable-use controls, security assessment, and continuing monitoring when organizations depend on third-party generative AI services.
NEW QUESTION # 194
Your management consulting firm is planning to use an AI system to support its employees.
Which category of operator applies to the firm in this context?
- A. Distributor.
- B. Provider.
- C. Authorized representative.
- D. Deployer.
Answer: D
Explanation:
The firm, by using the AI system to support its employees, acts as the deployer responsible for the operation and oversight of the AI system in its environment.
NEW QUESTION # 195
The processes and methods that allow human users to understand and trust the outputs produced by AI are important in addressing which key regulatory concern?
- A. Interpretable AI
- B. Explainable AI
- C. Trustworthy AI
- D. Responsible AI
Answer: B
Explanation:
The correct answeris ExplainableAi becauseit specifically refers tothe abilityof a systemto describethe logic behind its decisions oroutput ina way that is understandable to humans. This is a key part of regulatory and ethical frameworks and is directly related to addressingthe black-boxproblem inAI.
From the AIGP ILT Participant Guide (Module on Transparency and Explainability):
"Explainability refers to the understanding of how a black-box model works. The black-box problem exists because some models are too complex for human interpretation. Explainability methods aim to provide meaningful insight into the logic and decision-making of AI systems." Also, according to the AI Governance in Practice Report2025:
"Explainability refers to the representation of the underlying mechanisms of the AI system's operation... a key tenet of AI governance due to the desire to understand how AI systems are built, managed and maintained." Thus, while Trustworthy and Responsible AI are broader concepts,explainabilityspecifically targetsthe regulatoryconcern about understanding outputs.
NEW QUESTION # 196
A deployer discovers that a high-risk AI recruiting system has been making widespread errors, resulting in harms to the rights of a considerable number of EU residents who are denied consideration for jobs for improper reasons such as ethnicity, gender and age.
According to the EU AI Act, what should the company do first?
- A. Notify the provider, the distributor, and finally the relevant market authority of the serious incident.
- B. Submit an incomplete report to the relevant market authority immediately and follow up with a complete report as soon as possible.
- C. Identify any decisions that may have been improperly made and re-open them for human review.
- D. Conduct a thorough investigation of the serious incident within the 15 day timeline and present the completed report to the relevant market authority.
Answer: A
Explanation:
Under theEU AI Act, serious incidents involvinghigh-risk AI systemsmust be reported. The deployer is required topromptly inform the provider and relevant authoritiesabout the issue.
From theAI Governance in Practice Report 2024:
"Serious incidents involving high-risk systems... must be reported to the provider and relevant market surveillance authority." (p. 35)
"Timely reporting is required when AI systems result in or may result in violations of fundamental rights." (p.
35)
NEW QUESTION # 197
Scenario:
A company using AI for resume screening understands the risks of algorithmic bias and the evolving legal requirements across jurisdictions. It wants to implement the right governance controls to prevent reputational damage from misuse of the AI hiring tool.
Which of the following measures should the company adopt to best mitigate its risk of reputational harm from using the AI tool?
- A. Require the procurement and deployment teams to agree upon the AI tool
- B. Continue to require the company's hiring personnel to manually screen all applicants
- C. Test the AI tool pre- and post-deployment
- D. Ensure the vendor provides indemnification for the AI tool
Answer: C
Explanation:
The correct answer isA. Pre- and post-deployment testing ensuresbias, accuracy, and fairnessare evaluated and corrected as needed, which isessential for reputational risk mitigation.
From the AIGP Body of Knowledge:
"Testing AI systems before and after deployment is critical to ensure performance, fairness, and compliance. Failing to do so may result in reputational damage and legal exposure." AI Governance in Practice Report 2025 (Bias/Fairness and Risk Sections):
"System impact assessments, testing, and post-deployment monitoring are necessary to identify and mitigate risks... This supports both compliance and public trust." Testing is proactive, unlike indemnification (which transfers risk after damage), or requiring manual review (which defeats automation).
NEW QUESTION # 198
......
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