KPI Development CAIPM Practice Questions (Page 1)

Questions 1–5

1. 1application · medium

   A healthcare provider is implementing an AI triage system. The program manager needs to measure both technical performance and business impact. Which combination of quantitative and qualitative KPIs is most appropriate?

   • AQuantitative: triage accuracy, wait time reduction; Qualitative: clinician trust and patient satisfaction
   • BQuantitative: cost per prediction; Qualitative: server uptime
   • CQuantitative: model training time; Qualitative: number of model updates
   • DQuantitative: number of data scientists; Qualitative: model explainability
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2. 2expert · hard

   A hospital is deploying an AI diagnostic support system. The program manager must define KPIs that balance clinical accuracy, workflow efficiency, and physician trust. The system will be evaluated over a six-month pilot. Which KPI framework is most appropriate?

   • ASensitivity and specificity of the AI, time saved per diagnosis, and physician adoption rate
   • BPatient satisfaction, cost per diagnosis, and model training time
   • CModel precision and recall, number of diagnoses, and system uptime
   • DNumber of false positives, false negatives, and total diagnoses
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4. 3foundation · easy

   Which of the following is a best practice for designing a KPI dashboard?

   • AIncluding as many KPIs as possible to provide comprehensive information
   • BTailoring the dashboard to the audience's needs and level of technical detail
   • CUpdating the dashboard only when major milestones are reached
   • DUsing complex visualizations to impress stakeholders
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5. 4application · medium

   A media company deployed an AI content personalization system. The original KPI was 'average session duration', but after a strategy shift, the business now prioritizes 'ad revenue per user'. The session duration has improved, but ad revenue is flat. What should the program manager do?

   • AAdd 'ad revenue per user' as a primary KPI and keep 'average session duration' as a secondary KPI
   • BKeep the same KPIs and lower the target for session duration
   • CKeep only 'average session duration' because it has improved
   • DReplace 'average session duration' with 'ad revenue per user' and remove the old KPI entirely
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6. 5application · medium

   A logistics company deployed an AI route optimization system six months ago. The initial KPI was 'average delivery time', but the business objective has shifted to reducing fuel costs. The program manager needs to review and adjust KPIs. What should be done?

   • AAdd 'fuel consumption per delivery' as a secondary KPI but keep 'average delivery time' as the primary
   • BStop measuring KPIs until the new objective is fully defined
   • CReplace 'average delivery time' with 'fuel consumption per delivery' and set new baselines and targets
   • DKeep the same KPIs because changing them would make historical comparisons difficult
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