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PMI PMI-CPMAI日本語 Exam Syllabus Topics:

TopicDetails
Topic 1
  • The Need for AI Project Management: This section of the exam measures the skills of an AI Project Manager and covers why many AI initiatives fail without the right structure, oversight, and delivery approach. It explains the role of iterative project cycles in reducing risk, managing uncertainty, and ensuring that AI solutions stay aligned with business expectations. It highlights how the CPMAI methodology supports responsible and effective project execution, helping candidates understand how to guide AI projects ethically and successfully from planning to delivery.
Topic 2
  • Managing Data Preparation Needs for AI Projects (Phase III): This section of the exam measures the skills of a Data Engineer and covers the steps involved in preparing raw data for use in AI models. It outlines the need for quality validation, enrichment techniques, and compliance safeguards to ensure trustworthy inputs. The section reinforces how prepared data contributes to better model performance and stronger project outcomes.
Topic 3
  • Iterating Development and Delivery of AI Projects (Phase IV): This section of the exam measures the skills of an AI Developer and covers the practical stages of model creation, training, and refinement. It introduces how iterative development improves accuracy, whether the project involves machine learning models or generative AI solutions. The section ensures that candidates understand how to experiment, validate results, and move models toward production readiness with continuous feedback loops.
Topic 4
  • Testing and Evaluating AI Systems (Phase V): This section of the exam measures the skills of an AI Quality Assurance Specialist and covers how to evaluate AI models before deployment. It explains how to test performance, monitor for drift, and confirm that outputs are consistent, explainable, and aligned with project goals. Candidates learn how to validate models responsibly while maintaining transparency and reliability.}

Reference: https://www.pmi.org/certifications/ai-project-management-cpmai

PMI PMI-CPMAI日本語 Exam Overview:

Certification Vendor:Project Management Institute (PMI)
Exam Name:PMI Certified Professional in Managing AI (PMI-CPMAI)™ Certification Exam
Exam Number:PMI-CPMAI
Related Certifications:PMI Agile Certified Practitioner (PMI-ACP)®
Project Management Professional (PMP)®
Exam Format:Application-focused, Scenario-based, Multiple-choice
Real Exam Qty:120 (including 20 unscored pre-test questions)
Available Languages:Arabic, French, Japanese, Chinese (Traditional), Korean, Brazilian Portuguese, German, English, Chinese (Simplified), Spanish (Latin America)
Certificate Validity Period:3 years
Exam Price:$699 (PMI members), $899 (non-members)
Passing Score:Not publicly disclosed
Exam Duration:160 minutes
Recommended Training:PMI-CPMAI Exam Prep Course
Exam Registration:Pearson VUE Scheduling
PMI Official Registration
Sample Questions:PMI PMI-CPMAI日本語 Sample Questions
Exam Way:Computer-based test at test center or online proctored via Pearson VUE
Pre Condition:Minimum age 18; recommended completion of PMI-CPMAI official training; no formal education/experience requirements
Official Syllabus URL:https://www.pmi.org/-/media/pmi/documents/public/pdf/certifications/pmicpmai-exam-content-outline2025-updated.pdf

PMI Certified Professional in Managing AI (PMI-CPMAI日本語版) Sample Questions:

Question #1

複雑な医療プロジェクトにおいて、ある医療機関は診断精度向上のため、患者データ分析にAIを導入する計画を立てている。このプロジェクトでは、AIシステムと既存の医療データベースとの相互運用性が必要となる。これらのデータベースには機密性の高い患者情報が含まれている。また、各国における厳格な倫理的・法的規制への対応が求められる。
どの重要な手順を実行しなければならないか?

  • A. 高い予測精度を維持する
  • B. 規制影響報告書の作成
  • C. 詳細な財務リスク分析の実施
  • D. プライバシー影響評価の実施
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #2

あるチームが機械学習プロジェクトに着手する準備を進めている。彼らはデータ準備パイプラインを構築する必要がある。チームメンバーの一人が、前回のプロジェクトで作成したパイプラインを再利用することを提案した。
この提案の何が問題なのでしょうか?

  • A. パイプラインはパターン要件に特化していますが、同じパターンであればパイプラインを再利用できます。
  • B. パイプラインは、パターンとモデルのニーズに特化しています。
  • C. プロジェクト間で必要に応じてパイプラインを再利用できるため、問題はありません。
  • D. パイプラインは、モデルの運用ニーズに特化しています。
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #3

プロジェクトマネージャーは、AIを活用した顧客サービスプラットフォームの緊急時対応計画を策定している。潜在的なシステム停止に対処するための効果的な戦略を策定する必要がある。
プロジェクトマネージャーの目的を達成するには、どの戦略が適切でしょうか?

  • A. 重要な顧客からの問い合わせに対する手動オーバーライドシステムの導入
  • B. AI障害への対応に関する顧客サービス担当者への包括的なトレーニングの提供
  • C. 機能が限定された自動フォールバックチャットボットの開発
  • D. 問題を迅速に特定して解決するための、堅牢な顧客サービスログシステムの構築
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #4

ある物流会社が、ピザフランチャイズを経営する顧客のために、AIを使って配送ルートを最適化したいと考えています。どのAI機能を使用すべきでしょうか?

  • A. 自律システム
  • B. ハイパーパーソナライゼーション
  • C. 会話型
  • D. 予測分析
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #5

ある医療機関が、医師たちに診断用AIアプリケーションの可能性についてレビューを依頼した。最終レビューの際、プロジェクトチームは医師たちと共に、そのAIモデルが許容範囲を超える偽陽性率を示していることを発見した。
AIの導入可否を決定する前に、チームは次にどのような手順を踏むべきでしょうか?

  • A. 汎化性能を向上させるためにハイパーパラメータを調整する
  • B. 事業目標と成果を再評価する
  • C. モデルの倫理的意味合いに焦点を当てる
  • D. トレーニングデータ量を増やす
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for Prep4King members. You can sign-up / login (it's free).

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