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| Section | Weight | Objectives |
|---|
| Support Responsible and Trustworthy AI Efforts | 15% | - Establish ethical and governance frameworks - Manage bias, risk, compliance, and societal impact - Ensure fairness, transparency, accountability
|
| Manage AI Model Development and Evaluation | 16% | - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability - Oversee model design, training, and validation
|
| Operationalize AI Solution | 17% | - Manage change, adoption, and governance post-launch - Deploy AI systems into production - Establish monitoring, maintenance, and improvement processes
|
| Identify Data Needs | 26% | - Plan data collection, storage, and infrastructure - Define data requirements and sources - Ensure data quality, privacy, security, and compliance
|
| Identify Business Needs and Solutions | 26% | - Evaluate feasibility and value of AI solutions - Align AI initiatives with organizational strategy - Define requirements, scope, and success criteria
|
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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q58-Q63):
NEW QUESTION # 58
A government agency is operationalizing a new AI tool for predictive policing. The project manager needs to identify data subject matter experts (SMEs) to ensure data quality and relevance. The project team has access to historical crime data, socioeconomic data, and real- time incident reports. Which method will help in determining the data SMEs for this project?
- A. Reviewing certifications in advanced data analytics and machine learning
- B. Conducting workshops to assess knowledge in real-time incident data processing
- C. Identifying individuals who have worked on similar AI tools in policing
- D. Evaluating the team's familiarity with historical crime and socioeconomic data
Answer: D
Explanation:
Evaluating familiarity with historical crime and socioeconomic data helps identify the people who best understand the project's key datasets, their context, limitations, quality issues, and relevance to the predictive policing use case.
NEW QUESTION # 59
A consulting firm is determining the feasibility of an AI project. They need to justify the use of AI over noncognitive solutions. The project manager has listed potential noncognitive alternatives.
What is an effective method to support an AI approach?
- A. Focusing on the novelty and technological AI appeal
- B. Conducting a cost-benefit analysis comparing AI and noncognitive solutions
- C. Emphasizing the simplicity and reliability of noncognitive solutions
- D. Relying only on industry trends favoring AI adoption
Answer: B
NEW QUESTION # 60
A telecommunications company is considering an AI solution to improve customer service through automated chatbots. The project team is assessing the feasibility of the AI solution by examining its potential scalability and effectiveness. What will present the highest risk to the company?
- A. The solution may not handle the volume of customer queries effectively.
- B. The solution might breach customer data privacy regulations, leading to legal consequences.
- C. The chatbot may not integrate well with existing customer service platforms.
- D. The team may lack experience implementing AI-based customer service solutions.
Answer: B
Explanation:
PMI's responsible AI emphasis treats privacy, security, and compliance as top-tier risks because failures can lead to immediate harm, legal penalties, loss of trust, and forced shutdown of the system--often outweighing technical or delivery risks. PMI notes that strong data governance creates a structured, secure environment that minimizes the risk of data security breaches and addresses compliance gaps as AI capabilities evolve faster than regulation. In a customer-service chatbot, sensitive data (account details, identifiers, interaction logs) is frequently processed and stored; a privacy breach can trigger regulatory action and reputational damage at a scale that eclipses integration delays (A), performance/scalability issues (C), or team capability gaps (D).
PMI also frames trustworthy AI around governance and accountability practices that reduce fear and build trust--privacy compliance is foundational to that trust. While scalability is important for feasibility, it is generally a solvable engineering and capacity-planning challenge; by contrast, privacy noncompliance can be existential for the initiative. Therefore, the highest-risk option is breaching customer data privacy regulations with legal consequences.
NEW QUESTION # 61
You are establishing the data requirements for the project. Which of the following tasks is the least likely to impact data requirements?
- A. The makeup of your data team
- B. The location/source of your data collection
- C. The quality of the data you collect
- D. The volume of the data you collect
Answer: A
Explanation:
While the data team makeup affects project execution, it has less direct impact on the specific data requirements compared to data quality, volume, and source considerations.
NEW QUESTION # 62
Your organization wants to use Generative AI. What are examples of when Generative AI can and should be used? (Select all that apply.)
- A. Data Augmentation for Training
- B. Virtual Avatars and Characters
- C. Human Augmentation
- D. Explainable Decision-support systems
- E. Content Generation
- F. Programmatic automated content generation
Answer: A,C,E,F
NEW QUESTION # 63
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