Identify AI Adoption Risks CAIPM Practice Questions (Page 1)

Questions 1–5

1. 1application · medium

   A retail company is planning to implement an AI-powered demand forecasting system. The project has a fixed budget, and the finance team is worried about cost overruns and uncertain ROI. During the risk assessment, which approach would best help the company prioritize financial risks?

   • ADelay the project until the ROI can be guaranteed.
   • BEstimate the likelihood and impact of cost overruns and ROI uncertainty, then rank them against other risks.
   • CAllocate the entire budget to the AI project and cut other IT initiatives.
   • DAssume the project will stay within budget because the team has experience with similar projects.
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2. 2expert · hard

   A telecommunications company is deploying an AI system for network fault prediction. The system relies on data from various network sensors, but some sensors are known to produce inconsistent data. The project team must decide how to handle this data quality issue. Which approach best mitigates the technical risk while considering the cost of remediation?

   • AImplement data validation and cleaning processes to filter out inconsistent data before it reaches the AI model.
   • BDelay the project until all sensors are replaced, ensuring perfect data quality.
   • CIgnore the inconsistent data and rely on the AI model's robustness to handle it.
   • DReplace all inconsistent sensors with new ones, despite the high cost.
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4. 3foundation · easy

   To mitigate the operational risk of employee skill gaps, which strategy is most appropriate?

   • AHiring external consultants to run the AI system permanently
   • BProviding comprehensive training and upskilling programs
   • CDelaying the AI adoption until all employees retire
   • DReducing the scope of the AI system to avoid needing new skills
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5. 4foundation · easy

   Which of the following is an ethical risk in AI adoption?

   • AThe AI system is not compatible with existing software
   • BThe AI system's decisions are difficult for humans to understand
   • CThe AI system requires more storage than anticipated
   • DThe AI project exceeds its allocated budget
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6. 5application · medium

   A manufacturing company is considering an AI-based predictive maintenance system for its production line. The initial cost estimate is $2 million, but the expected annual savings from reduced downtime is $500,000. The company's CFO is concerned about the payback period and the uncertainty of the savings estimate. The program manager needs to assess the financial risk of this initiative. Which approach best evaluates the financial risk?

   • ACalculate the payback period and perform a sensitivity analysis on the savings estimate to understand the range of possible outcomes.
   • BCompare the $2 million cost to the $500,000 annual savings and conclude that the project is not financially viable.
   • CFocus only on the cost overrun risk and set aside a contingency budget of 20% of the initial cost.
   • DRecommend postponing the project until the savings estimate can be guaranteed by the equipment vendor.
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