AI Strategy and Adoption Roadmap Design CAIPM Practice Questions (Page 10)

Questions 46–50

1. 46foundation · easy

   Which criterion is commonly used to prioritize AI use cases based on the potential impact on business outcomes?

   • ABusiness value
   • BData volume
   • CModel complexity
   • DTeam size
   Reveal Solution Discussion Select an answer first
2. 47application · medium

   A financial services firm is deploying an AI system for loan approval. The compliance team requires full auditability of decisions, and the data science team wants to use a complex deep learning model. The program manager must establish a governance framework. What is the most appropriate governance approach?

   • AUse the deep learning model and rely on post-hoc explanation tools to generate audit reports.
   • BRequire the use of interpretable models and implement a decision-logging mechanism for every loan decision.
   • CAllow the deep learning model but document its decisions only when a customer files a complaint.
   • DDefer the AI deployment until a new governance framework is fully documented and approved by all stakeholders.
   Reveal Solution Discussion Select an answer first
4. 48expert · hard

   A large hospital network is deploying an AI system for clinical decision support. The physicians are concerned about liability and the accuracy of the AI. The nursing staff is worried that the AI will add to their workload. The IT department is concerned about data privacy. The executive sponsor wants to proceed quickly. What is the most effective change management strategy?

   • ALimit the AI system's scope to reduce risk, and do not involve stakeholders in the design process.
   • BFocus on addressing the physicians' concerns first, because they are the primary users, and address other concerns later.
   • CDeploy the AI system quickly and provide extensive training to all staff after deployment.
   • DCreate a multi-disciplinary steering committee with physicians, nurses, IT, and legal, and use their feedback to iteratively refine the AI system and its rollout.
   Reveal Solution Discussion Select an answer first
5. 49foundation · easy

   What is the primary purpose of an AI governance framework?

   • ATo maximize model accuracy at any cost
   • BTo speed up AI deployment without review
   • CTo establish policies and accountability for AI projects
   • DTo eliminate the need for human oversight
   Reveal Solution Discussion Select an answer first
6. 50foundation · easy

   Which element of an AI strategy ensures that AI initiatives are directly linked to the organization's broader business objectives?

   • ATechnology stack selection
   • BAlignment of goals
   • CModel accuracy targets
   • DVendor selection
   Reveal Solution Discussion Select an answer first