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iSQI CT-AI Exam - Topic 5 Question 44 Discussion

Which statement regarding testing transparency, explainability, or interpretability is MOST correct?Choose ONE option (1 out of 4)
B) Since different users have different backgrounds, interpretability testing depends on the comprehensibility of the ML algorithm
A) Tests for explainability and transparency are comparable to exploratory testing and can be performed with little information about development
C) Dynamic testing is one way to quantify explainability; however, each method is specific to a particular model type
D) LIME can precisely state the decisive reason for a change in the output

iSQI CT-AI Exam - Topic 5 Question 44 Discussion

Actual exam question for iSQI's CT-AI exam
Question #: 44
Topic #: 5
[All CT-AI Questions]

Which statement regarding testing transparency, explainability, or interpretability is MOST correct?

Choose ONE option (1 out of 4)

Show Suggested Answer Hide Answer
Suggested Answer: B

The ISTQB CT-AI syllabus states in Section2.10 -- Explainability, Transparency, and Interpretabilitythat interpretability isuser-dependent, meaning different users understand explanations differently. This is because interpretability depends not only on the ML algorithm but also on the user's domain knowledge, experience, and expectations. OptionBdirectly reflects this syllabus principle: interpretability testing must consideruser background, and explanations must be comprehensible to the intended user group.

Option A is incorrect because explainability testing requires substantial information about the model, data, and expected behavior---not just exploratory effort. Option C is incorrect because explainability isnotgenerally quantifiable through dynamic testing alone, and the syllabus does not assert model-type specificity in this way. Option D exaggerates LIME's capabilities. LIME offers approximate local explanations, but cannotpreciselystate root causes; the syllabus emphasizes itslimitationsand that explanations areapproximations, not exact reasons.

Therefore,Option Bis the most syllabus-aligned and correct statement.


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