Manage Accountability Documentation and Audit Trail PMI-CPMAI Practice Questions (Page 1)

Questions 1–5

1. 1expert · hard

   A large enterprise is developing an AI model that uses multiple datasets from different departments. The data science team uses a version control system for code, but datasets are stored in a shared drive with manual versioning. During a model review, the team cannot reproduce the exact dataset used for training because some files were overwritten. The enterprise must now pass an internal audit. What is the most effective solution?

   • AImplement a data version control tool that integrates with the existing code version control, and enforce its use for all datasets.
   • BCreate a manual log of all dataset changes and hope that the audit team accepts it.
   • CRe-train the model using the current dataset and document that the new model is the official version.
   • DRequire all team members to save a copy of every dataset version on their local machines.
   Reveal Solution Discussion Select an answer first
2. 2foundation · easy

   Which type of information is typically included in an accountability report for regulators?

   • AA summary of model risk assessments and mitigation actions taken
   • BThe marketing budget for the AI product
   • CThe list of all employees who have access to the model
   • DThe personal salaries of the AI development team
   Reveal Solution Discussion Select an answer first
4. 3application · medium

   A team is developing an AI model for fraud detection. They considered using a simpler model that is easier to interpret but less accurate, and a complex model that is more accurate but harder to interpret. They chose the complex model. What should they document to ensure accountability?

   • AThe accuracy metrics of the complex model.
   • BThe code for the complex model only.
   • CThe stakeholder approval for the complex model.
   • DThe rationale for choosing the complex model, including the trade-off between accuracy and interpretability.
   Reveal Solution Discussion Select an answer first
5. 4application · medium

   A company's AI governance team is preparing a report for the board of directors. The report should highlight the company's progress in implementing responsible AI practices. Which of the following is the most appropriate content for this report?

   • AA copy of the AI ethics policy.
   • BA list of all employees involved in AI development.
   • CA detailed list of all model hyperparameters used in production.
   • DA summary of AI governance activities, including model reviews, stakeholder approvals, and incident responses.
   Reveal Solution Discussion Select an answer first
6. 5foundation · easy

   What is the main purpose of accountability reports prepared for executives and regulators?

   • ATo replace the need for external audits
   • BTo provide detailed technical documentation of every model parameter
   • CTo market the AI capabilities to potential customers
   • DTo summarize AI governance activities and demonstrate responsible AI practices
   Reveal Solution Discussion Select an answer first