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Reference: https://www.isaca.org/credentialing/aaia
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ISACA Advanced in AI Audit (AAIA日本語版) Sample Questions:
AI監査において、モデルの決定が非技術的な関係者にも説明可能であることを示す最良の証拠となる成果物はどれですか?
- A. SHAP/LIMEなどの手法を用いたモデルカードまたは説明可能性レポート
- B. データ系統図
- C. ソースコードリポジトリ
- D. 変更管理ログ
Correct Answer: A 🗳️
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ある組織が、社内のAIリスクフレームワークに基づき、新しいAIユースケースを「高リスク」に分類するかどうかを検討しています。この判断において最も重要な要素はどれでしょうか?
- A. 開発チームの規模
- B. 個人の権利、安全、または重要な生活機会(例:雇用、信用、医療)への潜在的な影響
- C. 使用されているプログラミング言語
- D. モデルをホストするクラウドプロバイダー
Correct Answer: B 🗳️
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組織のAIベンダー管理を監査する際に、以下の評価基準のうち、最も優先順位が高いのはどれですか?
- A. 効率的なAIモデル干渉のためのハードウェア要件
- B. 説明可能なAIの意思決定と監査証跡のためのモデルの解釈可能性
- C. 自然言語処理(NLP)によって生成されたサプライヤー契約
- D. AIベンダーのパフォーマンスを測定するために使用されるサービスレベル目標(SLO)
Correct Answer: B 🗳️
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組織のAIモデルは、小規模なトレーニングデータセットを補強するために合成データに依存しています。この場合、監査において最も重要な考慮事項は何ですか?
- A. 合成データ生成プロセスが独自のバイアスを導入したり、現実世界のエッジケースを表現できなかったりするかどうか
- B. 合成データがクラウドに保存されているかどうか
- C. 合成データは実データよりも安価か?
- D. 合成データが暗号化されているかどうか
Correct Answer: A 🗳️
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AI システムの定期的な倫理レビューを実行する最も重要な理由は次のうちどれですか?
- A. システムの精度とパフォーマンスを向上させるため
- B. AIシステム開発を組織の価値観と原則に合わせる
- C. モデル内の潜在的なデータドリフトを特定し軽減する
- D. システムが個人の権利の保護と整合していることを保証するため
Correct Answer: D 🗳️
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