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Last Updated: Aug 13, 2026

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ISQI CT-AI_v1.0_World Practice Q&A's

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Topic 1: AI System Quality Risks- Ethical and legal considerations
- Model drift and performance degradation
Topic 2: Testing AI-Based Systems- Data quality and dataset validation
- Bias, fairness, and explainability testing
- Testing ML models
Topic 3: Machine Learning Fundamentals for Testers- Supervised and unsupervised learning concepts
- Model training and evaluation basics
Topic 4: Introduction to AI in Software Testing- AI systems overview
- Role of AI in testing
Topic 5: AI in Test Automation- AI-based defect prediction and analytics
- AI-supported test generation

ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:

1. "Splendid Healthcare" has started developing a cancer detection system based on ML. The type of cancer they plan on detecting has 2% prevalence rate in the population of a particular geography. It is required that the model performs well for both normal and cancer patients.
Which ONE of the following combinations requires MAXIMIZATION?
SELECT ONE OPTION

A) Maximize accuracy and recall
B) Maximize recall and precision
C) Maximize specificity number of classes
D) Maximize precision and accuracy


2. Which ONE of the following options is the MOST APPROPRIATE stage of the ML workflow to set model and algorithm hyperparameters?
SELECT ONE OPTION

A) Data testing
B) Evaluating the model
C) Tuning the model
D) Deploying the model


3. Which ONE of the following tests is MOST likely to describe a useful test to help detect different kinds of biases in ML pipeline?
SELECT ONE OPTION

A) Check the input test data for potential sample bias.
B) Testing the distribution shift in the training data for inappropriate bias.
C) Test the model during model evaluation for data bias.
D) Testing the data pipeline for any sources for algorithmic bias.


4. Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION

A) Bias issues
B) Security issues
C) Privacy issues
D) Accuracy issues


Solutions:

Question # 1
Answer: B
Question # 2
Answer: C
Question # 3
Answer: C
Question # 4
Answer: D

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