PMI Professional in AI and Machine Learning Exam Practice Test

140 questions available

Build your confidence for PMI Professional in AI and Machine Learning Exam. Practice the concepts, understand the answers, and strengthen your knowledge one question at a time.

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Certification exam
120 Exam questions
2 hours 40 minutes Time Limit
Professional Level
Your practice
140 Practice questions
2 hours 20 minutes Practice Time
Try 5 free questions
No account needed. A free account includes 20 questions for this exam.
The bank 140 Practice questions checked against the official objectives.
140 practice questions
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Exam overview and details

Preparation for PMI AI/ML professional certification covering AI project management, data literacy, model evaluation, ethical AI, and managing AI-enabled projects. Administered by PMI. Key domains include Identify Business Needs and Solutions, Identify Data Needs, Operationalize AI Solution and Manage AI Model Development and Evaluation. The exam consists of 120 questions over 160 minutes.

Sample Questions

Choose an answer and explore the explanation to see how practice works.

Identify Data Needs

A public health agency wants to predict disease outbreaks using clinic visits, pharmacy sales, school absenteeism, and social-media trends. Some sources are public, some require data-sharing agreements, and social data may be noisy. What acquisition plan is best?

Identify Business Needs and Solutions

A factory sponsor wants a generative AI maintenance assistant that answers technician questions. Technicians work offline in noisy areas, manuals are inconsistent by equipment revision, and wrong torque guidance could cause safety incidents. Which adoption risk should drive the solution design?

Support Responsible and Trustworthy AI Efforts

A defense contractor uses an AI summarizer for bid documents. The model may ingest controlled technical information, export-controlled terms, and subcontractor proprietary data. The proposal manager wants to use a public hosted model to meet a deadline. What is the best security response?

Operationalize AI Solution

A model registry shows the production pricing model, but the feature pipeline is changed directly in an orchestration script with no version tag. After a margin incident, no one can reproduce the exact inputs used. What governance practice is missing?

Identify Data Needs

A bank’s AI team wants to use third-party small-business cash-flow data to improve credit scoring. The data provider offers broad industry coverage but cannot document consent for older records before 2024. What acquisition strategy best protects the project?

Career Opportunities & Salary

Median salary: $102,320– Project Management Specialists

Source: BLS Occupational Employment and Wage Statistics, May 2025 -- Project Management Specialists (SOC 13-1082), US national. Occupation median, not a certification salary. (2025)

Project Management Specialists

Exam insights and study advice

In the real world, the majority of AI project failures stem not from flawed algorithms, but from poor project scoping, misaligned expectations, and inadequate governance. This certification matters because it equips professionals to prevent these failures. It provides a proven framework for translating business problems into viable AI projects, managing interdisciplinary teams, mitigating risks like bias and data drift, and ensuring AI solutions deliver measurable ROI and operate within ethical boundaries. It transforms theoretical ML knowledge into actionable, project-driven execution.

What this exam covers

Use the published domain weights to plan your study. Practice results do not predict your certification exam score.

01Identify Business Needs and Solutions

26%

02Identify Data Needs

26%

03Operationalize AI Solution

17%

04Manage AI Model Development and Evaluation

16%

05Support Responsible and Trustworthy AI Efforts

15%

Exam Details PMI-PfQ | 2 hours 40 minutes

Exam Code PMI-PfQ
Time Limit 2 hours 40 minutes
Exam questions 120

Frequently Asked Questions

I am a project manager with limited coding experience. Is this exam for me?

How does this differ from a pure data science certification?

What is the recommended preparation path?

Will this certification help me transition into AI project management?

Are there prerequisites to sit for the exam?