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IAPP AIGP Exam Syllabus Topics:

SectionObjectives
Topic 1: Foundations of AI Governance- AI Governance Fundamentals
  • 1. Key AI Terminology and Concepts
  • 2. Defining AI and its different approaches
  • 3. Understanding the AI Development Life Cycle
- Impacts of AI
  • 1. Benefits of AI
  • 2. Risks of AI
Topic 2: AI Laws, Regulations, and Standards- Regional and National Regulations
  • 1. US State and Federal Regulations
  • 2. EU AI Act
  • 3. National AI Strategies
- Global AI Frameworks
  • 1. OECD AI Principles
  • 2. UNESCO AI Ethics
  • 3. ISO/IEC Standards
Topic 3: AI Governance Implementation- Data Governance for AI
  • 1. Data Quality and Integrity
  • 2. Data Privacy and Protection
- Organizational Governance
  • 1. Governance Structures
  • 2. Policies and Procedures
  • 3. Roles and Responsibilities (RACI)
Topic 4: AI Risk Management- Operationalizing Risk Management
  • 1. Risk mitigation strategies
  • 2. Risk identification and assessment
- Risk Frameworks and Standards
  • 1. ISO 31000 Risk Management
  • 2. NIST AI Risk Management Framework (RMF)
Topic 5: AI Governance Management- Emerging Issues
  • 1. Future Trends
  • 2. Ethical AI
  • 3. Generative AI
- Life Cycle Management
  • 1. Incident Management
  • 2. Auditing and Monitoring
  • 3. Third-party management

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IAPP Certified Artificial Intelligence Governance Professional Sample Questions (Q56-Q61):

NEW QUESTION # 56
Retraining an LLM can be necessary for all of the following reasons EXCEPT?

Answer: C

Explanation:
Retraining an LLM (Large Language Model) is primarily done to improve or maintain its performance as data changes over time, to fine-tune it for specific use cases, and to incorporate new data interpretations to enhance accuracy and relevance. However, ensuring interpretability of the model's predictions is not typically a reason for retraining. Interpretability relates to how easily the outputs of the model can be understood and explained, which is generally addressed through different techniques or methods rather than through the retraining process itself. References to this can be found in the IAPP AIGP Body of Knowledge discussing model retraining and interpretability as separate concepts.


NEW QUESTION # 57
A US company has developed an Al system, CrimeBuster 9619, that collects information about incarcerated individuals to help parole boards predict whether someone is likely to commit another crime if released from prison.
When considering expanding to the EU market, this type of technology would?

Answer: B

Explanation:
Under the EU AI Act, high-risk AI systems like CrimeBuster 9619 would require a detailed conformity assessment before being deployed in the EU market. This assessment ensures that the AI system complies with all relevant regulations and standards, addressing potential risks related to privacy, security, and discrimination. The company would not need to register the tool with the EU database (A), seek approval from an EU authority (B), or face a ban (D) as long as it meets the necessary conformity requirements.


NEW QUESTION # 58
The most important policy to assess the operations of an AI model is to follow the:

Answer: B

Explanation:
The acceptable use policy defines how the model is permitted to be operated, including restrictions, prohibited behaviors, and required safeguards. It is the most important policy for assessing whether the AI model is being used appropriately and within operational boundaries.


NEW QUESTION # 59
All of the following are required for high-risk AI systems under the EU AI Act EXCEPT?

Answer: A

Explanation:
The EU AI Act imposes severalmandatory obligationson high-risk AI systems, butpublishing a detailed report on training dataisnotone of them.
From theAI Governance in Practice Report2025:
"It mandates drawing up technical documentation for high-risk AI systems, and requires high-risk AI systems to come with instructions for use that disclose various information, including characteristics, capabilities and performance limitations." (p. 34)
"To make high-risk AI systems more traceable, it also requires AI systems to be able to automatically allow for the maintenance of logs throughout the AI life cycle."
"Conducting post-market monitoring" and "conformity assessments" areexplicitrequirements for high-risk systems. (p. 34-35) However,publishingdetailed training data is typicallyrequired only for general-purpose AI systems with systemic risk, not standard high-risk AI systems.
* A. Log retention,B. Post-market monitoring, andC. Conformity assessmentsareall requiredunder the EU AI Act for high-risk systems.


NEW QUESTION # 60
The White House Executive Order from November 2023 requires companies that develop dual- use foundation models to provide reports to the federal government about all of the following EXCEPT:

Answer: A

Explanation:
Under the White House Executive Order on Artificial Intelligence (EO 14110), companies developing dual-use foundation models are required to report specific information to the federal government. These requirements include:
1. Ongoing or planned activities related to training, developing, or producing dual-use foundation models, including physical and cybersecurity protections taken to assure the integrity of the training process against sophisticated threats.
2. Ownership and possession of the model weights of any dual-use foundation models, and the physical and cybersecurity measures taken to protect those model weights.
3. The results of any developed dual-use foundation model's performance in relevant AI red-team testing, including a description of any associated measures the company has taken to meet safety objectives, such as mitigations to improve performance on these red-team tests and strengthen overall model security.
4. Other information pertaining to the safety and reliability of dual-use foundation models, or activities or risks that present concerns to U.S. national security.
Notably, the EO does not mandate companies to conduct or report on environmental impact studies for each dual-use foundation model. Therefore, option C is not a required reporting obligation under the Executive Order.


NEW QUESTION # 61
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