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CT-AI · Question #141

Which statement describes factors related to test data that make testing AI-based systems difficult?

The correct answer is B. Creating and managing large amounts of test data can be difficult, especially when it needs to be. Section2.2 - Data Preparationand4.1 - Challenges in Testing AI-Based Systemsdescribe difficulties in obtaining and managing large, representative datasets. AI-based systems requirerealistic, diverse, and representativedata reflecting real-world variations. The syllabus…

Testing of AI-based Systems

Question

Which statement describes factors related to test data that make testing AI-based systems difficult?

Options

  • AUsing the same implementation for data acquisition by data scientists and testers prevents defect
  • BCreating and managing large amounts of test data can be difficult, especially when it needs to be
  • CThe input data must always be the same over time, especially in real-world systems
  • DArtificially generated data requires legal approval and must be sanitized and encrypted

How the community answered

(32 responses)
  • A
    6% (2)
  • B
    81% (26)
  • C
    3% (1)
  • D
    9% (3)

Explanation

Section2.2 - Data Preparationand4.1 - Challenges in Testing AI-Based Systemsdescribe difficulties in obtaining and managing large, representative datasets. AI-based systems requirerealistic, diverse, and representativedata reflecting real-world variations. The syllabus emphasizes that assembling such datasets is time-consuming, resource-intensive, and often constrained by availability, privacy, or domain complexity. Option B directly corresponds to these documented challenges.

Topics

#test data challenges#data management#large datasets#AI testing difficulties

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