Identify AI Adoption Risks CAIPM Practice Questions (Page 7)

Questions 31–35

1. 31foundation · easy

   An AI project's costs escalate because the data preparation effort was underestimated. Which financial risk is most directly illustrated?

   • AROI uncertainty
   • BBudget misallocation
   • COpportunity cost
   • DCost overrun
   Reveal Solution Discussion Select an answer first
2. 32foundation · easy

   A risk has a very high potential impact on the organization but is extremely unlikely to occur. How should this risk be prioritized in a typical risk assessment?

   • AAs a medium priority, balancing the high impact with the low likelihood
   • BAs a low priority because likelihood is very low
   • CAs a risk that should be ignored because it will never happen
   • DAs a top priority because impact is the only factor that matters
   Reveal Solution Discussion Select an answer first
4. 33application · medium

   A government agency is rolling out an AI chatbot to handle citizen inquiries. The agency's staff are accustomed to traditional workflows and are worried about job displacement. The project sponsor wants to minimize operational disruption. Which mitigation strategy is most effective for addressing the change management challenge?

   • AOffer early retirement packages to staff who are concerned about the change.
   • BImplement the chatbot immediately and let staff adapt on their own.
   • CCommunicate the chatbot's role as a tool to assist staff, not replace them, and provide training on how to work with it.
   • DLimit the chatbot's use to a small pilot group to avoid affecting the whole agency.
   Reveal Solution Discussion Select an answer first
5. 34application · medium

   A regional bank wants to deploy a machine learning model to approve small business loans. The model will be trained on historical loan data that includes applicant demographics and past repayment records. The bank's IT team has confirmed that the data is stored in a legacy system that cannot be directly accessed by the new AI platform. During the initial risk assessment, which combination of risks should the program manager prioritize?

   • AOperational risks, because the loan approval workflow will be disrupted and employees will need retraining on the new AI system.
   • BEthical risks only, because the model may inadvertently discriminate against certain demographic groups based on historical patterns.
   • CData quality and system integration risks, because the legacy system may contain incomplete or biased historical data and the AI platform cannot easily access it.
   • DFinancial risks only, because the cost of migrating the legacy system to a modern database will likely exceed the project budget.
   Reveal Solution Discussion Select an answer first
6. 35expert · hard

   A social media company is developing an AI system to moderate content. The system uses a deep learning model to detect hate speech and misinformation. The program manager has identified that the model may have a bias against certain dialects or languages, leading to unfair removal of content. Additionally, the company faces legal pressure to protect freedom of speech while also complying with regulations to remove illegal content. The company must balance ethical considerations, legal compliance, and user trust. Which mitigation strategy is most appropriate?

   • ALimit the AI system to only English content to avoid bias in other languages.
   • BUse a more aggressive model that removes more content to ensure compliance with regulations, even if it may remove some legitimate content.
   • CRely on human moderators to review all AI decisions, but do not change the model itself.
   • DImplement a transparent appeals process for content removal decisions and regularly audit the model for bias across languages and dialects.
   Reveal Solution Discussion Select an answer first