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| Topic 1 | - 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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| Topic 2 | - 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 3 | - 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 4 | - 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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IAPP Certified Artificial Intelligence Governance Professional Sample Questions (Q162-Q167):
NEW QUESTION # 162
WonderTemp, a temporary staffing company, terminated most of its employees after implementing a virtual assistant to help write emails, policies and marketing materials, and answer client questions. Three months later, WonderTemp learns that four of its biggest clients are not renewing their contracts because the work product from WonderTemp is full of inaccuracies. Based on these facts, what type(s) of harm has WonderTemp suffered as a result of their reliance on the virtual assistant?
- A. Economic and reputational harm.
- B. Disinformation and reportable harm.
- C. Legal and regulatory harm.
- D. Individual and societal harm.
Answer: A
NEW QUESTION # 163
CASE STUDY
Please use the following to answer the next question:
A leading insurance provider that offers a range of coverage options to individuals has decided to utilize AI to streamline and improve its customer acquisition and underwriting process, including the accuracy and efficiency of pricing policies. The company has engaged a cloud provider to utilize and fine-tune its pre-trained, general purpose large language model ("LLM").
The company intends to use its historical customer data - including applications, policies and claims - and proprietary pricing and risk strategies to provide an initial qualification assessment of potential customers, which would then be routed to a human underwriter for final review.
The company and the cloud provider have completed training and testing the LLM, performed a readiness assessment, and made the decision to deploy the LLM into production. They have designated an internal compliance team to monitor the model during the first month, specifically to evaluate the accuracy, fairness and reliability of its output.
After the first month in production, the company realizes that the LLM declines a higher percentage of women's applications.
The best approach to enable a customer who wants information on the AI model's parameters for underwriting purposes is to provide:
- A. The AI model card.
- B. A detailed privacy policy.
- C. The adverse action notice.
- D. A detailed terms of service.
Answer: A
Explanation:
An AI model card is the appropriate mechanism for providing transparent, structured information about the model's purpose, parameters, data use, evaluation results, and limitations. It gives customers meaningful insight into how the AI contributes to underwriting decisions without exposing proprietary details.
NEW QUESTION # 164
Which of the following best defines an "Al model"?
- A. A system of controls that is used to govern an Al algorithm.
- B. A system that applies defined rules to execute tasks.
- C. A corpus of data which an Al algorithm analyzes to make predictions.
- D. A program that has been trained on a set of data to find patterns within the data.
Answer: D
Explanation:
An AI model is best defined as a program that has been trained on a set of data to find patterns within that data. This definition captures the essence of machine learning, where the model learns from the data to make predictions or decisions. Reference: AIGP BODY OF KNOWLEDGE, which provides a detailed explanation of AI models and their training processes.
NEW QUESTION # 165
What is a key opportunity for companies deploying proprietary Agentic AI models?
- A. Greater ability to customize guardrails.
- B. Transferring risk to the cloud vendor.
- C. Increased immunity from intellectual property claims.
- D. Reduced need for internal AI governance.
Answer: A
Explanation:
C is the strongest answer because proprietary deployment can give an organization greater control over system architecture, permissions, agent behavior, data access, escalation rules, and technical guardrails. This control is especially valuable for agentic AI, where systems may autonomously invoke tools, access organizational data, and execute multistep workflows. IAPP guidance emphasizes that agentic systems require purpose-specific guardrails, including controls limiting the data and actions available to an agent. Proprietary control can therefore enable safeguards to be tailored closely to organizational risk tolerances and business requirements. It does not provide immunity from intellectual-property claims, eliminating A. Organizations cannot simply transfer accountability or all risk to a cloud provider, eliminating B. Greater agent autonomy actually increases the importance of internal governance, monitoring, authorization, and human oversight rather than reducing it, eliminating D.
NEW QUESTION # 166
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. Responsible AI.
- C. Trustworthy AI.
- D. Explainable AI.
Answer: D
Explanation:
Explainable AI focuses specifically on providing users with understandable reasoning behind AI outputs so they can interpret, evaluate, and trust the system's decisions.
NEW QUESTION # 167
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