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IAPP AIGP Exam Overview:
| Certification Vendor: | IAPP |
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| Exam Name: | IAPP Certified Artificial Intelligence Governance Professional |
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| Exam Number: | AIGP |
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| Related Certifications: | CIPP/E CIPM CIPP/US CIPT CIPP/A |
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| Passing Score: | 300 |
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| Exam Price: | USD 550 |
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| Available Languages: | English |
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| Certificate Validity Period: | 2 Years |
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| Real Exam Qty: | 100 |
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| Exam Format: | Multiple-choice |
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| Exam Duration: | 150 minutes |
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| Sample Questions: | IAPP AIGP Sample Questions |
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| Exam Way: | Online (OnVUE) or Test Center (Pearson VUE) |
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| Pre Condition: | No specific prerequisites. Recommended background in privacy, compliance, legal, or technology. |
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| Official Syllabus URL: | https://iapp.org/certify/aigp/ |
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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 3 | - 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 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 (Q140-Q145):
NEW QUESTION # 140
CASE STUDY
Please use the following to answer the next question:
Good Values Corporation (GVC) is a U.S. educational services provider that employs teachers to create and deliver enrichment courses for high school students. GVC has learned that many of its teacher employees are using generative AI to create the enrichment courses, and that many of the students are using generative AI to complete their assignments.
In particular, GVC has learned that the teachers they employ used open source large language models ("LLM") to develop an online tool that customizes study questions for individual students.
GVC has also discovered that an art teacher has expressly incorporated the use of generative AI into the curriculum to enable students to use prompts to create digital art.
GVC has started to investigate these practices and develop a process to monitor any use of generative AI, including by teachers and students, going forward.
What is the best reason for GVC to offer students the choice to utilize generative AI in limited, defined circumstances?
- A. To enable students to learn how to use AI as a supportive educational tool.
- B. To enable students to learn about practical applications of AI.
- C. To enable students to learn how to manage their time.
- D. To enable students to learn about performing research.
Answer: A
Explanation:
Allowing limited use of generative AI helps students learn how to use AI responsibly and effectively as a supportive tool in their education.
NEW QUESTION # 141
The most important factor in ensuring fairness when training an AI system is:
- A. The data labeling and classification.
- B. The architecture and model selection.
- C. The data attributes and variability.
- D. The model accuracy and scale.
Answer: C
Explanation:
Ensuring fairness largely depends on the attributes and variability of the training data, as diverse and representative data reduces bias and promotes equitable outcomes.
NEW QUESTION # 142
Which of the following is NOT a common type of machine learning?
- A. Cognitive learning.
- B. Reinforcement learning.
- C. Deep learning.
- D. Unsupervised learning.
Answer: A
Explanation:
The common types of machine learning include supervised learning, unsupervised learning, reinforcement learning, and deep learning. Cognitive learning is not a type of machine learning; rather, it is a term often associated with the broader field of cognitive science and psychology. Reference: AIGP BODY OF KNOWLEDGE and standard AI/ML literature.
NEW QUESTION # 143
All of the following may be permissible uses of an Al system under the EU Al Act EXCEPT?
- A. To manage border control.
- B. To detect an individual's intent for law enforcement purposes.
- C. To implement social scoring.
- D. To promote equitable distribution of welfare benefits.
Answer: C
Explanation:
The EU AI Act explicitly prohibits the use of AI systems for social scoring by public authorities, as it can lead to discrimination and unfair treatment of individuals based on their social behavior or perceived trustworthiness. While AI can be used to promote equitable distribution of welfare benefits, manage border control, and even detect an individual's intent for law enforcement purposes (within strict regulatory and ethical boundaries), implementing social scoring systems is not permissible under the Act due to the significant risks to fundamental rights and freedoms.
NEW QUESTION # 144
CASE STUDY
Please use the following answer the next question:
ABC Corp, is a leading insurance provider offering a range of coverage options to individuals. ABC has decided to utilize artificial intelligence to streamline and improve its customer acquisition and underwriting process, including the accuracy and efficiency of pricing policies.
ABC has engaged a cloud provider to utilize and fine-tune its pre-trained, general purpose large language model ("LLM"). In particular, ABC 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 a human underwriter for final review.
ABC 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. ABC has 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, ABC realizes that the LLM declines a higher percentage of women's loan applications due primarily to women historically receiving lower salaries than men.
What is the best strategy to mitigate the bias uncovered in the loan applications?
- A. Procure a third-party statistical bias assessment tool.
- B. Document all instances of bias in the data set.
- C. Retrain the model with data that reflects demographic parity.
- D. Delete all gender-based data in the data set.
Answer: C
Explanation:
Retraining the model with data that reflects demographic parity is the best strategy to mitigate the bias uncovered in the loan applications. This approach addresses the root cause of the bias by ensuring that the training data is representative and balanced, leading to more equitable decision-making by the AI model.
NEW QUESTION # 145
......
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