This is a meaty prompt and I spent the first few minutes just trying to figure out where to start.
Start by clarifying the spec and identifying all inputs, outputs, and implied behaviors. Then systematically derive test cases using equivalence partitioning and boundary value analysis, covering happy paths, edge cases, invalid inputs, and stateful/concurrency aspects. Finally, discuss prioritization based on risk and business impact, emphasizing critical paths first.
Pro tip: Demonstrate maturity by acknowledging that you would first ask clarifying questions about the spec and its context (e.g., expected usage, performance requirements) before writing tests, and that you would prioritize tests that cover the most likely failure modes and critical functionality.
Ask questions to resolve ambiguities: What are the input types and ranges? What are the expected outputs? Are there side effects, state, or concurrency concerns? What are the non-functional requirements?
Map out the categories: happy paths (typical valid inputs), boundary conditions (min/max, empty, null), invalid inputs (wrong types, out-of-range), equivalence partitions (grouping inputs that should behave similarly), idempotency (repeated calls), and concurrency/stateful effects (if applicable).
For each category, create specific test cases. For each, define the input, expected behavior (including exceptions or errors), and which requirement it covers. Ensure coverage of all partitions and boundaries.
If time-boxed, prioritize tests that cover critical functionality, high-risk areas, and common failure modes. Use risk-based prioritization: focus on happy paths and critical boundaries first, then invalid inputs, then concurrency/stateful tests if time permits.
Present the test suite structure, explain the rationale for prioritization, and discuss any trade-offs made. Highlight how the tests align with the specification and business needs.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.