Change Management Specific to AI AAIA Practice Questions (Page 6)

Questions 26–30

1. 26foundation · easy

   What is a key characteristic that makes change management for AI systems uniquely challenging compared to traditional IT change management?

   • AAI systems are always deployed in the cloud, which eliminates the need for change management.
   • BAI systems do not require change management because they are self-correcting.
   • CAI systems have a higher risk of unintended behavior changes due to model and data dependencies.
   • DAI systems require changes to be approved by a data scientist rather than an IT manager.
   Reveal Solution Discussion Select an answer first
2. 27foundation · easy

   What is the primary purpose of conducting an impact assessment before implementing an AI change?

   • ATo ensure the change is implemented without any cost
   • BTo bypass the need for change approval
   • CTo automatically update all documentation
   • DTo identify potential risks and effects on the system and its users
   Reveal Solution Discussion Select an answer first
4. 28application · medium

   After deploying a new fraud detection model, the team notices an increase in false positives. They roll back to the previous model. What should they do next to complete the change management process?

   • ABlame the data science team for the failure
   • BDelete all records of the failed change
   • CConduct a post-change review to analyze the failure and document lessons learned
   • DImmediately deploy a different model to replace the rolled-back one
   Reveal Solution Discussion Select an answer first
5. 29expert · hard

   A company is deploying a new AI model for loan approval. The change management plan includes a rollback strategy, but the model's predictions are used by downstream systems that store results in a database. What is a key consideration for the rollback plan?

   • AThe rollback must account for data that was already processed by the new model
   • BThe rollback can be done by simply switching back to the old model
   • CThe rollback should be avoided because it is too complex
   • DThe rollback plan is not necessary because the model is well-tested
   Reveal Solution Discussion Select an answer first
6. 30application · medium

   An e-commerce company retrains its recommendation model monthly. During an audit, the auditor asks to see the exact model version that was in production three months ago. The team can provide the model file but not the training data or code used. What is the primary deficiency in their version control practice?

   • AThey did not store the model in a cloud-based repository
   • BThey did not monitor the model's performance after deployment
   • CThey did not version the model, data, and code as a cohesive unit
   • DThey did not use a formal change approval process
   Reveal Solution Discussion Select an answer first