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| Topic 1 | - 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 2 | - 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 3 | - 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 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 (Q117-Q122):
NEW QUESTION # 117
CASE STUDY
Please use the following to answer the next question:
A local police department in the United States procured an AI system to monitor and analyze social media feeds, online marketplaces and other sources of public information to detect evidence of illegal activities (e.g., sale of drugs or stolen goods). The AI system works by surveying the public sites in order to identify individuals that are likely to have committed a crime.
It cross-references the individuals against data maintained by law enforcement and then assigns a percentage score of the likelihood of criminal activity based on certain factors like previous criminal history, location, time, race and gender.
The police department retained a third-party consultant to assist in the procurement process, specifically to evaluate two finalists. Each of the vendors provided information about their system's accuracy rates, the diversity of their training data and how their system works. The consultant determined that the first vendor's system has a higher accuracy rate and based on this information, recommended this vendor to the police department.
The police department chose the first vendor and implemented its AI system. As part of the implementation, the department and consultant created a usage policy for the system, which includes training police officers on how the system works and how to incorporate it into their investigation process.
The police department has now been using the AI system for a year. An internal review has found that every time the system scored a likelihood of criminal activity at or above 90%, the police investigation subsequently confirmed that the individual had, in fact, committed a crime. Based on these results, the police department wants to forego investigations for cases where the AI system gives a score of at least 90% and proceed directly with an arrest.
During the procurement process, what is the most likely reason that the third-party consultant asked each vendor for information about the diversity of their datasets?
- A. To determine the explainability of the AI system.
- B. To comply with applicable law.
- C. To assess the fairness of the AI system.
- D. To evaluate the reliability of the AI system.
Answer: C
Explanation:
Requesting information about dataset diversity helps assess whether the AI system treats different demographic groups fairly, mitigating bias and discrimination risks.
NEW QUESTION # 118
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. Provider.
- B. Deployer.
- C. Authorized representative.
- D. Distributor.
Answer: B
Explanation:
Under the EU AI Act, a deployer is a natural or legal person, public authority, agency, or other body that uses an AI system under its authority, except where the system is used in a personal, non-professional activity. The consulting firm is using an existing AI system to support its employees and is therefore acting as a deployer. It is not a provider because the scenario does not state that the firm develops the AI system, has it developed, or places it on the market under its own name or trademark. It is not a distributor because it is not making the system available in the supply chain. An authorized representative acts on behalf of a provider established outside the EU. Consequently, D correctly describes the firm ' s role.
NEW QUESTION # 119
CASE STUDY
Please use the following to answer the next question:
You have recently assumed the role of AI Governance leader for a California-based medical technology company. The organization primarily serves hospitals and has recently expanded to include walk-in clinics located within local pharmacies.
The company ' s core business focuses on diagnostic assistance powered by a large language model LLM and back-office process optimization using Agentic AI, including chatbots, medical record request handling, scheduling and billing.
In preparation for its next round of funding, the board has asked you to prepare an AI Risk report to demonstrate to investors how the company is addressing AI-related risks. In preparing the report you learn that last year the company generated 30 million dollars in gross revenue across the US, EU, India, and South Korea and that vendors are engaged for various activities, including model testing and providing third-party AI solutions for chatbots.
Which of the following would provide you the best information addressing quality principles pertaining to the functioning of the AI agents and LLM?
- A. Real-time system diagnostics tracking:
the total number of model predictions processed daily
the percentage of high-certainty predictions
a summary of code quality scores from internal software testing tools before deployment. - B. Monthly statistical measures showing:
the percentages of accuracy by user group
the response category
real world change data. - C. A monthly log of all input data validation checks showing:
the percentage of anomalous or missing data points that were cleaned
the average time it takes for the LLM to generate a response. - D. The aggregate count of user feedback:
flagged as Negative or Unsatisfactory over the past 30 days
categorized by language preference.
Answer: B
Explanation:
The correct answer is D because it directly reflects core data and model quality principles such as accuracy, performance consistency, and real-world effectiveness across different user groups. AI governance frameworks emphasize that quality must be evaluated based on whether outputs are accurate, complete, and fit for purpose in real-world conditions. Measuring accuracy by user group also supports fairness and bias detection, which are essential components of trustworthy AI. Option D captures outcome-based performance and aligns with continuous monitoring expectations across the AI lifecycle. In contrast, options A and C focus more on operational or technical metrics, while B reflects user sentiment rather than objective quality.
According to AI governance principles, high-quality AI systems require ongoing evaluation of outputs against real-world results to ensure reliability, validity, and safe deployment.
NEW QUESTION # 120
During the planning and design phases of the Al development life cycle, bias can be reduced by all of the following EXCEPT?
- A. Stakeholder involvement.
- B. Human oversight.
- C. Feature selection.
- D. Data collection.
Answer: C
Explanation:
Bias in AI can be reduced during the planning and design phases through stakeholder involvement, human oversight, and careful data collection. While feature selection is critical in the development phase, it does not specifically occur during planning and design. Ensuring diverse stakeholder involvement and human oversight helps identify and mitigate potential biases early, and data collection ensures a representative dataset. Reference: AIGP Body of Knowledge on AI Development Lifecycle and Bias Mitigation.
NEW QUESTION # 121
Decreasing the complexity of a machine learning model reduces variance and:
- A. Decreases interpretability.
- B. Increases bias.
- C. Increases accuracy.
- D. Decreases tolerance.
Answer: B
Explanation:
Reducing model complexity lowers variance but typically increases bias, reflecting a trade-off between underfitting and overfitting.
NEW QUESTION # 122
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