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| Topic | Details |
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| Topic 1 | - 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 2 | - 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 3 | - 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 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 (Q80-Q85):
NEW QUESTION # 80
You are a privacy program manager at a large e-commerce company that uses an AI tool to deliver personalized product recommendations based on visitors' personal information that has been collected from the company website, the chatbot and public data the company has scraped from social media.
A user submits a data access request under an applicable US state privacy law, specifically seeking a copy of their personal data, including information used to create their profile for product recommendations.
What is the most challenging aspect of managing this request?
- A. Some of the visitor's data is synthetic data that the company does not have to provide to the data subject.
- B. The data subject is not entitled to receive a copy of their data because some of it was scraped from public sources.
- C. The data subject's data is structured data that can be searched, compiled and reviewed only by an automated tool.
- D. Some of the data subject's data is unstructured data and you cannot untangle it from the other data, including information about other individuals.
Answer: D
Explanation:
Unstructured data that cannot be easily separated from information about other individuals makes fulfilling the data access request complex while ensuring privacy for others.
NEW QUESTION # 81
An organization is assessing the impact of four separate AI tools currently in use. Which one should it prioritize last?
- A. An AI system that analyzes emotions on customer service calls.
- B. An AI system that recommends products based on customer prompts via chat.
- C. An AI system that screens resumes for university degrees.
- D. An AI system that analyzes customer account data for creditworthiness.
Answer: B
Explanation:
A product recommendation AI has lower potential impact and risk compared to AI systems used for hiring, emotional analysis in service calls, or creditworthiness, so it should be prioritized last for impact assessment.
NEW QUESTION # 82
A company is creating a mobile app to enable individuals to upload images and videos, and analyze this data using ML to provide lifestyle improvement recommendations. The signup form has the following data fields:
1.First name
2.Last name
3.Mobile number
4.Email ID
5.New password
6.Date of birth
7.Gender
In addition, the app obtains a device's IP address and location information while in use.
What GDPR privacy principles does this violate?
- A. Integrity and Confidentiality.
- B. Accountability and Lawfulness.
- C. Transparency and Accuracy.
- D. Purpose Limitation and Data Minimization.
Answer: D
Explanation:
The GDPR privacy principles that this scenario violates are Purpose Limitation and Data Minimization. Purpose Limitation requires that personal data be collected for specified, explicit, and legitimate purposes and not further processed in a manner that is incompatible with those purposes. Data Minimization mandates that personal data collected should be adequate, relevant, and limited to what is necessary in relation to the purposes for which they are processed. In this case, collecting extensive personal information (e.g., IP address, location, gender) and potentially using it beyond the necessary scope for the app's functionality could violate these principles by collecting more data than needed and possibly using it for purposes not originally intended.
NEW QUESTION # 83
Which of the following considerations is the most important in mitigating the potential of bias in training and testing data?
- A. Validating that the data is representative.
- B. Using privacy-enhancing tools to protect the data.
- C. Receiving explicit consent to use the data.
- D. Assessing the sufficiency of the third-party data.
Answer: A
Explanation:
The correct answer is B because ensuring that training and testing data is representative is the most critical factor in mitigating bias in AI systems. AI governance frameworks emphasize that biased or unrepresentative datasets can lead to discriminatory outcomes, particularly when certain demographic groups are underrepresented or overrepresented. Representative data helps ensure that the model performs fairly and accurately across different populations. While privacy-enhancing tools and consent address legal and ethical data use, they do not directly prevent bias in model outcomes. Similarly, assessing the sufficiency of third- party data focuses on quantity rather than fairness or distribution. Effective bias mitigation begins with evaluating whether the dataset reflects the diversity and characteristics of the real-world population the AI system will impact.
NEW QUESTION # 84
Which of the following steps occurs in the design phase of the AI life cycle?
- A. Impact assessment.
- B. Model explainability.
- C. Performance evaluation.
- D. Data augmentation.
Answer: A
Explanation:
Conducting an impact assessment is a key step during the design phase to anticipate and address potential risks and ethical considerations before development proceeds.
NEW QUESTION # 85
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