PMI PMI-CPMAI日本語 Q&A - in .pdf

  • PMI-CPMAI日本語 pdf
  • Exam Code: PMI-CPMAI日本語
  • Exam Name: PMI Certified Professional in Managing AI (PMI-CPMAI日本語版)
  • Updated: Oct 13, 2026
  • Q & A: 141 Questions and Answers
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  • Updated: Oct 13, 2026
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  • Exam Code: PMI-CPMAI日本語
  • Exam Name: PMI Certified Professional in Managing AI (PMI-CPMAI日本語版)
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  • Q & A: 141 Questions and Answers
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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
  • Identifying Data Needs for AI Projects (Phase II): This section of the exam measures the skills of a Data Analyst and covers how to determine what data an AI project requires before development begins. It explains the importance of selecting suitable data sources, ensuring compliance with policy requirements, and building the technical foundations needed to store and manage data responsibly. The section prepares candidates to support early data planning so that later AI development is consistent and reliable.
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.

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

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

Question #1

ある航空宇宙企業が、自社航空機の予知保全のためのAIシステムを開発している。プロジェクトチームは、モデルの学習に必要なデータを定義する必要がある。
プロジェクトマネージャーはどの活動を実施すべきでしょうか?

  • A. 包括的なデータ収集戦略の策定
  • B. 小規模データセットを用いたパイロットテストの実施
  • C. 航空機センサーからのリアルタイムデータストリーミングの設定
  • D. データクリーニングおよび前処理ルーチンの実装
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

ある病院システムがチャットボットを導入したところ、エンドユーザーから苦情が寄せられた。エンドユーザーは人間と話していると思っているが、回答が意味不明なため不満を感じている。
エンドユーザーがAIチャットボットとやり取りしていることを確実に認識できるようにするには、透明性を確保するためにどのような点を考慮すべきでしょうか?

  • A. 多様なデータセットの包含
  • B. 使用ごとに開示通知
  • C. 解釈可能なAIモデルの使用
  • D. 高度なアルゴリズムを実用化する
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #3

ある物流会社は、リアルタイムの交通状況に適応しながら、配送ルートを最適化したいと考えている。
これらの目標を満たすAIパターンはどれですか?

  • A. 自動化およびルールベースシステム
  • B. 認識と内容要約
  • C. 会話型
  • D. 予測分析
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #4

ある医療機関が、AIを活用した診断ツールの開発を計画している。プロジェクトマネージャーは、必要なデータを定義するために、データの一貫性とアクセス性を確保する必要がある。
プロジェクトマネージャーはどの方法を用いるべきでしょうか?

  • A. 機械学習(ML)アルゴリズムによる電子カルテ(EHR)とAIの統合
  • B. 自然言語処理(NLP)を活用して患者記録を標準化する
  • C. 抽出、変換、ロード(ETL)プロセスを用いたデータ品質評価の実施
  • D. 拡張可能なデータストレージのためのハイブリッドクラウド戦略の採用
Reveal Solution  Discussion  0

Correct Answer: B,C  🗳️

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Question #5

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

Correct Answer: D  🗳️

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