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| Section | Objectives |
|---|
| AI Governance Management | - Emerging Issues
- 1. Ethical AI
- 2. Future Trends
- 3. Generative AI
- Life Cycle Management
- 1. Auditing and Monitoring
- 2. Incident Management
- 3. Third-party management
|
| AI Governance Implementation | - Data Governance for AI
- 1. Data Privacy and Protection
- 2. Data Quality and Integrity
- Organizational Governance
- 1. Policies and Procedures
- 2. Governance Structures
- 3. Roles and Responsibilities (RACI)
|
| AI Laws, Regulations, and Standards | - Global AI Frameworks
- 1. OECD AI Principles
- 2. ISO/IEC Standards
- 3. UNESCO AI Ethics
- Regional and National Regulations
- 1. US State and Federal Regulations
- 2. EU AI Act
- 3. National AI Strategies
|
| Foundations of AI Governance | - AI Governance Fundamentals
- 1. Understanding the AI Development Life Cycle
- 2. Key AI Terminology and Concepts
- 3. Defining AI and its different approaches
- Impacts of AI
- 1. Risks of AI
- 2. Benefits of AI
|
| 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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IAPP Certified Artificial Intelligence Governance Professional Sample Questions (Q116-Q121):
NEW QUESTION # 116
Why is it important that conformity requirements are satisfied before an AI system is released into production?
- A. To comply with legal and regulatory standards, ensuring the AI system is safe and trustworthy.
- B. To guarantee interoperability of the AI system across multiple platforms and environments.
- C. To ensure the AI system is easy for end-users to operate.
- D. To ensure the visual design is fit-for-purpose.
Answer: A
Explanation:
Conformity assessmentsare a core requirement under theEU AI Actfor high-risk systems and serve to confirm that the AI meetsregulatory, safety, and ethical standardsbefore it is put into production.
From theAI Governance in Practice Report2025:
"Conformity assessments... ensure that systems comply with legal requirements, safety criteria, and intended purpose before being placed on the market." (p. 34)
"They are a critical step to demonstrate safety and trustworthiness in AI deployment." (p. 35)
NEW QUESTION # 117
Random forest algorithms are in what type of machine learning model?
- A. Symbolic.
- B. Generative.
- C. Discriminative.
- D. Natural language processing.
Answer: C
Explanation:
Random forest algorithms are discriminative models because they focus on modeling the decision boundary between classes to classify input data.
NEW QUESTION # 118
All of the following may be permissible uses of an AI system under the EU AI Act EXCEPT:
- A. Using biometrics in abduction cases.
- B. Detecting emotions in a telemedicine session.
- C. Improving the response time for emergency services.
- D. Detecting emotions in a workplace for employee morale.
Answer: D
Explanation:
The EU AI Act prohibits the use of emotion recognition systems in workplaces because of the high risk to employees' rights and freedoms, making workplace emotion detection an impermissible use.
NEW QUESTION # 119
According to the GDPR, what is an effective control to prevent a determination based solely on automated decision-making?
- A. Establish a human-in-the-loop procedure.
- B. Provide a right to review automated decision.
- C. Provide a just-in-time notice about the automated decision-making logic.
- D. Define suitable measures to safeguard personal data.
Answer: A
Explanation:
The GDPR requires that individuals have the right to not be subject to decisions based solely on automated processing, including profiling, unless specific exceptions apply. One effective control is to establish a human-in-the-loop procedure (D), ensuring human oversight and the ability to contest decisions. This goes beyond just-in-time notices (A), data safeguarding (B), or review rights (C), providing a more robust mechanism to protect individuals' rights.
NEW QUESTION # 120
A company deploys an AI model for fraud detection in online transactions. During its operation, the model begins to exhibit high rates of false positives, flagging legitimate transactions as fraudulent.
Which is the best step the company should take to address this development?
- A. Deactivate the model until an assessment is made.
- B. Dedicate more resources to monitor the model.
- C. Conduct training for customer service teams to handle flagged transactions.
- D. Maintain records of all false positives.
Answer: A
Explanation:
When an AI system causessignificant false positives, especially in sensitive contexts likefraud detection, the priority is tohalt harmful activityand perform a full assessment. Continued use without understanding the fault may cause furthercustomer harmand legal exposure.
From theAI Governance in Practice Report2025:
"Incident management plans should enable identification, escalation, and system rollback to prevent continued harm from malfunctioning AI systems." (p. 12, 35)
NEW QUESTION # 121
......
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