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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|
| Topic 1: Identify Data Needs | 26% | - Ensure data quality, privacy, security, and compliance - Plan data collection, storage, and infrastructure - Define data requirements and sources
|
| Topic 2: Operationalize AI Solution | 17% | - Deploy AI systems into production - Manage change, adoption, and governance post-launch - Establish monitoring, maintenance, and improvement processes
|
| Topic 3: Manage AI Model Development and Evaluation | 16% | - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability - Oversee model design, training, and validation
|
| Topic 4: 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
|
| Topic 5: Support Responsible and Trustworthy AI Efforts | 15% | - Establish ethical and governance frameworks - Manage bias, risk, compliance, and societal impact - Ensure fairness, transparency, accountability
|
>> CPMAI問題トレーリング <<
CPMAI日本語復習赤本 & CPMAI試験準備
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PMI Cognitive Project Management in AI (PMI-CPMAI) 認定 CPMAI 試験問題 (Q192-Q197):
質問 # 192
As the project manager, you are leading a brainstorming session with key stakeholders around a new Hyperpersonalization project. What's a key feature for this project that should happen to ensure success?
- A. Develop a unique profile of each individual, and have that profile learn and adapt over time for a wide variety of purposes
- B. Develop a unique profile of each individual, and having that profile both learn and adapt over time as well as be programmed for a wide variety of purposes
- C. Develop a unique profile of each individual, and manually update that profile over time for a wide variety of purposes
- D. Develop a unique profile of each type of individual, and have that profile stay the same over the lifetime of that user
正解:A
質問 # 193
A logistics company is operationalizing an AI system to improve delivery times. The project team needs to identify performance constraints that may impact the AI solution. Which method should the project manager use to meet the team's objective?
- A. Conducting a preliminary feasibility study
- B. Training employees on AI ethics
- C. Implementing advanced data visualization tools
- D. Benchmarking against competitors
正解:A
解説:
Conducting a preliminary feasibility study helps identify performance constraints such as data availability, processing capacity, integration limits, latency, scalability, and operational readiness before the AI delivery-time optimization system is fully implemented.
質問 # 194
A project manager is leading a complex project for a global financial institution. The project is developing an AI-driven system for real-time fraud detection and risk management. The system needs to adhere to all financial regulations. The project manager has identified skills gaps with the existing available resources. What should the project manager do?
- A. Delay the project until internal expertise is developed.
- B. Proceed with the project until external expertise is needed.
- C. Engage consultants to fill the expertise gap.
- D. Allocate additional budget for consultant AI training.
正解:C
解説:
Engaging consultants helps fill immediate expertise gaps in a complex, regulated AI project where specialized knowledge in fraud detection, risk management, AI implementation, and financial compliance is required to proceed effectively.
質問 # 195
A project team is assessing a customer dataset and finds that 22 percent of records have a null value in the primary address field, and several records list contradictory account open dates.
Which two data quality dimensions are most directly affected?
- A. Completeness and consistency
- B. Validity and accessibility
- C. Accuracy and uniqueness
- D. Timeliness and relevance
正解:A
解説:
Missing values in a required field represent a completeness problem, while contradictory values for the same attribute represent a consistency problem. Identifying which specific dimensions are affected determines the appropriate remediation approach during Data Preparation.
質問 # 196
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 chatbot may not integrate well with existing customer service platforms.
- B. The team may lack experience implementing AI-based customer service solutions.
- C. The solution may not handle the volume of customer queries effectively.
- D. The solution might breach customer data privacy regulations, leading to legal consequences.
正解:D
解説:
Breaching customer data privacy regulations creates the most significant organizational risk because it can lead to legal penalties, regulatory sanctions, reputational damage, and loss of customer trust. Unlike capacity, skills, or integration issues - which are technical problems that can be remediated within the project - a privacy violation has irreversible consequences that extend beyond the project to the entire company. Privacy compliance must therefore be a primary consideration when assessing an AI chatbot solution in a regulated industry.
質問 # 197
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