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IAPP AIGP Exam Syllabus Topics:

TopicDetails
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.
Topic 2
  • 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.
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.
Topic 4
  • 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.

Reference: https://iapp.org/certify/aigp/

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IAPP Certified Artificial Intelligence Governance Professional Sample Questions:

CASE STUDY
Please use the following answer the next question:
A local police department in the United States procured an Al 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 Al system works by surveilling 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 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 Al 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 Al 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 Al 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 Al system.
  • B. To assist the fairness of the Al system.
  • C. To evaluate the reliability of the Al system.
  • D. To comply with applicable law.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for VCE4Plus members. You can sign-up / login (it's free).

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 .. 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.
During the first month when ABC monitors the model for bias, it is most important to?

  • A. Continue disparity testing.
  • B. Seek approval from management for any changes to the model.
  • C. Analyze the quality of the training and testing data.
  • D. Compare the results to human decisions prior to deployment.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for VCE4Plus members. You can sign-up / login (it's free).

MULTI-SELECT
Please select 3 of the 5 options below. No partial credit will be given.
You are performing an impact assessment on an AI model that generates product descriptions and personal profiles by crawling websites across the internet. This model is similar to search engine optimization (SEO) tools, but unlike SEO tools, which improve a website's visibility on search engines, this model provides full summaries in response to a given prompt.
The assessment for this model should include evaluations of?

  • A. The model's selection process in finding credible sources.
  • B. The model's potential to spread misinformation.
  • C. The model's access to private social media profiles where visibility is restricted to selected followers.
  • D. The model's environmental performance/impact.
  • E. The model's role in physical safety procedures.
Reveal Solution  Discussion  0

Correct Answer: A,B,C  🗳️

Explanation: Only visible for VCE4Plus members. You can sign-up / login (it's free).

MULTI-SELECT
Please select 3 of the 5 options below. No partial credit will be given.
What are the roles and responsibilities of deployers of a proprietary model?

  • A. Regulatory compliance.
  • B. Ethical testing.
  • C. Ethical design.
  • D. Technical performance.
  • E. System documentation.
Reveal Solution  Discussion  0

Correct Answer: A,B,D  🗳️

Explanation: Only visible for VCE4Plus members. You can sign-up / login (it's free).

Scenario:
An organization wants to leverage its existing compliance structures to identify AI-specific risks as part of an ongoing data governance audit.
Which of the following compliance-related controls within an organization ismost easily adaptedto identify AI risks?

  • A. Penetration testing
  • B. Privacy training
  • C. Privacy impact assessments
  • D. Transfer risk assessments
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for VCE4Plus members. You can sign-up / login (it's free).

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