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IAPP AIGP Exam Overview:
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IAPP AIGP Prüfungsplan:
| Thema | Einzelheiten |
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| Thema 1 | - 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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| Thema 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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| Thema 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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| Thema 4 | - 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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IAPP Certified Artificial Intelligence Governance Professional AIGP Prüfungsfragen mit Lösungen (Q164-Q169):
164. Frage
According to the Singapore Model Al Governance Framework, all of the following are recommended measures to promote the responsible use of Al EXCEPT?
- A. Adapting the existing governance structure algorithmic decision-making.
- B. Employing human-over-the-loop protocols for high-risk systems.
- C. Establishing communications and collaboration among stakeholders.
- D. Determining the level of human involvement in algorithmic decision-making.
Antwort: B
Begründung:
The Singapore Model AI Governance Framework recommends several measures to promote the responsible use of AI, such as determining the level of human involvement in decision-making, adapting governance structures, and establishing communications and collaboration among stakeholders. However, employing human-over-the-loop protocols is not specifically mentioned in this framework. The focus is more on integrating human oversight appropriately within the decision-making process rather than exclusively employing such protocols. Reference: AIGP Body of Knowledge, section on AI governance frameworks.
165. Frage
To assist its internal recruiters with filtering job applications, a company decides to develop in-house an AI model for screening and ranking job applicants ' resumes.
Which of the following is a unique issue this company might face compared with using a third-party AI service?
- A. The company is solely responsible for compliance with relevant regulations and standards applicable to its AI model.
- B. The company needs to invest in technical expertise to deploy and maintain its AI model.
- C. The company needs to spend more money to deploy and maintain its AI model.
- D. The company has less control over the decisions made by its AI model.
Antwort: B
Begründung:
Developing an AI model internally creates a direct need for technical expertise covering model development, infrastructure, deployment, monitoring, retraining, security, testing, and maintenance. This makes A the strongest distinguishing issue. Third-party AI services can reduce this operational burden because the external provider supplies much of the model and underlying infrastructure; IAPP guidance specifically notes that third-party APIs can accelerate deployment and reduce the burden of managing complex infrastructure. B is incorrect because an internally developed model generally provides more , not less, technical control. C is not necessarily true because total costs depend on scale, licensing, infrastructure, and usage. D is also too absolute: although developing a system can create substantial provider obligations, responsibility under AI laws and governance frameworks may still be distributed among providers, deployers, vendors, processors, and other actors depending on the circumstances.
166. Frage
CASE STUDY
Please use the following to answer the next question:
A leading insurance provider that offers a range of coverage options to individuals has decided to utilize AI to streamline and improve its customer acquisition and underwriting process, including the accuracy and efficiency of pricing policies. The company has engaged a cloud provider to utilize and fine-tune its pre-trained, general purpose large language model ("LLM").
The company 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 to a human underwriter for final review.
The company 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. They have 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, the company realizes that the LLM declines a higher percentage of women's applications.
During the first month when the company monitors the model for bias, it is most important to:
- A. Continue disparity testing.
- B. Compare the results to human decisions prior to deployment.
- C. Analyze the quality of the training and testing data.
- D. Seek approval from management for any changes to the model.
Antwort: A
Begründung:
Continuing disparity testing during monitoring helps identify ongoing bias issues in model outputs, allowing for timely mitigation and improvement.
167. Frage
A US company has developed an Al system, CrimeBuster 9619, that collects information about incarcerated individuals to help parole boards predict whether someone is likely to commit another crime if released from prison.
When considering expanding to the EU market, this type of technology would?
- A. Require a detailed conformity assessment.
- B. Be banned under the EU Al Act.
- C. Require the company to register the tool with the EU database.
- D. Be subject approval by the relevant EU authority.
Antwort: B
Begründung:
Under the EU AI Act, high-risk AI systems like CrimeBuster 9619 would require a detailed conformity assessment before being deployed in the EU market. This assessment ensures that the AI system complies with all relevant regulations and standards, addressing potential risks related to privacy, security, and discrimination. The company would not need to register the tool with the EU database (A), seek approval from an EU authority (B), or face a ban (D) as long as it meets the necessary conformity requirements.
168. Frage
All of the following may be permissible uses of an AI system under the EU AI Act EXCEPT:
- A. To implement social scoring.
- B. To manage border control.
- C. To detect an individual's intent for law enforcement purposes.
- D. To promote equitable distribution of welfare benefits.
Antwort: A
Begründung:
The EU AI Act explicitly prohibits AI systems used for social scoring due to the significant risks to fundamental rights.
169. Frage
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