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ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:

1. Which of the following is NOT a valid form of LLM-driven test data generation?

A) Creating combinatorial data (e.g., pairwise)
B) Generating synthetic datasets
C) Creating production database backups
D) Setting boundary values

2. Which setting can reduce variability by narrowing the sampling distribution during inference?

A) Increasing learning rate
B) Using a larger context window
C) Lowering temperature
D) Increasing temperature

3. You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?

A) Include references to version control systems like Git in the constraints.
B) Add a step to review the change log for syntax errors before analysis.
C) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
D) Specify that the role is a test architect specializing in CI/CD pipelines.

4. You are using an LLM to assist in analyzing test execution trends to predict potential risks. Which of the following improvements would BEST enhance the LLM's ability to predict risks and provide actionable alerts?

A) Expand the output format to include risk predictions with severity levels, recommended actions, and a timeline for team intervention based on trend analysis.
B) Specify that the role is a test analyst with expertise in predictive analytics and risk management.
C) Emphasize constraints that focus on deviations that could impact release timelines or quality gates.
D) Add an instruction to calculate statistical variance and highlight tests that deviate by more than 20% from baseline metrics.

5. What are the three key phases in adopting GenAI in a test organization?

A) Prototype; pilot; decommission
B) Planning; execution; sign-off
C) Discovery; initiation and usage definition; utilization and iteration
D) Training; certification; outsourcing

Solutions: