KPI Development CAIPM Practice Questions (Page 7)

Questions 31–35

1. 31expert · hard

   A transportation company is deploying an AI system to predict vehicle maintenance needs. The program manager must define KPIs that balance cost savings, vehicle uptime, and safety. Which KPI set is most appropriate?

   • AMaintenance cost per vehicle, vehicle uptime percentage, and safety incident rate
   • BCost per mile, number of vehicles, and total maintenance hours
   • CVehicle uptime, fuel efficiency, and driver satisfaction
   • DModel accuracy, number of maintenance alerts, and system uptime
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2. 32application · medium

   A telecom company is deploying an AI churn prediction model. The program manager needs to measure the KPI 'customer churn rate' accurately. The model scores customers daily, but the CRM system updates churn status weekly. What is the most appropriate measurement frequency and data source?

   • AMeasure churn rate monthly using model scores
   • BMeasure churn rate daily using model scores
   • CMeasure churn rate daily using CRM data
   • DMeasure churn rate weekly using CRM data as the source of truth
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4. 33application · medium

   A financial services firm is deploying an AI fraud detection system. The program manager needs to measure the KPI 'false positive rate' accurately. The fraud team currently records manual review outcomes in a spreadsheet, but the AI system generates predictions in real time. What is the most reliable measurement method?

   • AEstimate the false positive rate based on the model's confidence scores
   • BAsk fraud analysts to manually estimate the false positive rate each month
   • CAutomatically log AI predictions and link them to final review outcomes in a centralized database
   • DUse the spreadsheet data only, as it is the existing source of truth
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5. 34foundation · easy

   Which of the following is an example of a quantitative KPI for an AI project?

   • APercentage increase in sales conversion rate after deploying the AI recommendation engine
   • BFeedback from focus groups about the usability of the AI system
   • CStakeholder perception of the AI system's fairness
   • DA narrative report on how the AI system has changed business processes
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6. 35expert · hard

   A multinational corporation has deployed an AI translation service. The program manager needs to create a KPI dashboard for regional managers and global executives. Regional managers need to see translation quality and usage in their region, while global executives need a consolidated view of cost savings and user adoption. The company has data in multiple languages and time zones. What is the most effective dashboard design?

   • AA dashboard with a global overview page and drill-down filters by region, language, and time period
   • BA dashboard with only global metrics and no regional drill-down
   • CSeparate dashboards for each region with no global view
   • DA single static report with all metrics for all regions
   Reveal Solution Discussion Select an answer first