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| Section | Objectives |
|---|
| Topic 1: Foundations of AI Governance | - AI Governance Fundamentals
- 1. Understanding the AI Development Life Cycle
- 2. Defining AI and its different approaches
- 3. Key AI Terminology and Concepts
- 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. National AI Strategies
- 3. EU AI Act
- Global AI Frameworks
- 1. UNESCO AI Ethics
- 2. OECD AI Principles
- 3. ISO/IEC Standards
|
| Topic 3: AI Governance Implementation | - Data Governance for AI
- 1. Data Privacy and Protection
- 2. Data Quality and Integrity
- Organizational Governance
- 1. Policies and Procedures
- 2. Roles and Responsibilities (RACI)
- 3. Governance Structures
|
| Topic 4: AI Governance Management | - Emerging Issues
- 1. Ethical AI
- 2. Future Trends
- 3. Generative AI
- Life Cycle Management
- 1. Third-party management
- 2. Incident Management
- 3. Auditing and Monitoring
|
| Topic 5: AI Risk Management | - Risk Frameworks and Standards
- 1. NIST AI Risk Management Framework (RMF)
- 2. ISO 31000 Risk Management
- Operationalizing Risk Management
- 1. Risk identification and assessment
- 2. Risk mitigation strategies
|
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Real And Valid AIGP Exam Questions & Answers
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IAPP Certified Artificial Intelligence Governance Professional Sample Questions (Q11-Q16):
NEW QUESTION # 11
Which of the following is the least relevant consideration in assessing whether users should be given the right to opt out from an Al system?
- A. Industry practice.
- B. Feasibility.
- C. Cost of alternative mechanisms.
- D. Risk to users.
Answer: C
Explanation:
When assessing whether users should be given the right to opt out from an AI system, the primary considerations are feasibility, risk to users, and industry practice. Feasibility addresses whether the opt-out mechanism can be practically implemented. Risk to users assesses the potential harm or benefits users might face if they cannot opt out. Industry practice considers the norms and standards within the industry. However, the cost of alternative mechanisms, while important in the broader context of implementation, is not directly relevant to the ethical consideration of whether users should have the right to opt out. The focus should be on protecting user rights and ensuring ethical AI practices.
Reference: AIGP BODY OF KNOWLEDGE, sections discussing user rights and ethical considerations in AI.
NEW QUESTION # 12
A company ' s AI-powered hiring tool is found to be consistently ranking male candidates higher than female candidates with similar qualifications.
Which of the following is the most immediate and critical governance action required to address this issue?
- A. Log the incident in the company ' s central AI incident management system.
- B. Initiate a full-scale retraining of the AI model with a more balanced dataset.
- C. Notify cross-functional stakeholders.
- D. Conduct a comprehensive audit of the AI system ' s entire lifecycle.
Answer: A
Explanation:
The correct answer is A because the most immediate governance step when a significant AI issue is identified is to formally log the incident within the organization's incident management system. AI governance frameworks emphasize structured incident response processes to ensure issues are properly documented, tracked, escalated, and addressed in a controlled manner. Logging the incident triggers established workflows, including investigation, stakeholder notification, and remediation planning. While notifying stakeholders, auditing the system, or retraining the model are important follow-up actions, they should occur after the issue is formally recorded and managed through governance channels. This ensures accountability, traceability, and consistent handling of risks, particularly in cases involving bias and potential discrimination.
NEW QUESTION # 13
All of the following are unique characteristics of AI that require a comprehensive approach to governance EXCEPT: (Choose three.)
- A. Speed and scale.
- B. Automation.
- C. Superintelligence.
- D. Autonomy.
- E. Adaptability.
Answer: A,B,C
Explanation:
The commonly recognized unique characteristics of AI that drive the need for comprehensive governance are autonomy and adaptability.
Automation, speed and scale, and superintelligence are not considered core unique characteristics for governance purposes in standard AI governance frameworks, making them the correct exceptions.
NEW QUESTION # 14
What is the primary purpose of an Al impact assessment?
- A. To identify and measure the benefits of an Al system.
- B. To define and document the roles and responsibilities of Al stakeholders.
- C. To define and evaluate the legal risks associated with developing an Al system.
- D. Anticipate and manage the potential risks and harms of an Al system.
Answer: D
Explanation:
The primary purpose of an AI impact assessment is to anticipate and manage the potential risks and harms of an AI system. This includes identifying the possible negative outcomes and implementing measures to mitigate these risks. This process helps ensure that AI systems are developed and deployed in a manner that is ethically and socially responsible, addressing concerns such as bias, fairness, transparency, and accountability.
The assessment often involves a thorough evaluation of the AI system's design, data inputs, outputs, and the potential impact on various stakeholders. This approach is crucial for maintaining public trust and adherence to regulatory requirements.
NEW QUESTION # 15
Testing data is defined as a subset of data that is used to:
- A. Asses a model's on-going performance in production.
- B. Evaluate a model's handling of randomized edge cases.
- C. Enable a model to discover and learn patterns.
- D. Provide a robust evaluation of a final model.
Answer: D
Explanation:
Testing data is used to provide an unbiased evaluation of the final model's performance before deployment.
NEW QUESTION # 16
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