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Get Started Free →Build a structured, role-specific interview question bank with what good answers look like. Use when asked to create interview questions, an interview guide, a structured interview kit, or competency-based questions for a role. Produces questions mapped to the competencies that matter — behavioral (STAR), role/technical, and values — each with what a strong vs. weak answer shows and follow-up probes, for fair, consistent interviews.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 33% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 20% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 58% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 43% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 80% | 0% |
Unstructured interviews mostly measure who's charming. Structured, competency-based interviews predict performance — the same questions, mapped to what the role needs, scored against what a good answer looks like. This skill builds that question bank so every interviewer assesses the same things, fairly and consistently.
Given "interview questions for a senior PM", build the bank anyway — infer the core competencies for the role and write questions for each, labelling assumptions. Provide "what good looks like" for every question. Never hand back a flat list of questions with no evaluation guidance.
Ask for these only if they aren't already provided (else infer and label):
1. Competency map — the 4–6 competencies to assess and which round/interviewer owns each (avoid everyone asking the same thing).
2. Questions by competency — for each competency, 2–4 questions:
| Question | Type | What a strong answer shows | Red flags | Follow-up probes | |---|---|---|---|---| | "Tell me about a time you…" | Behavioral (STAR) | specifics, their role, the outcome, learning | vague, all "we", no result | "What would you do differently?" |
Include behavioral (past behaviour, STAR-friendly), role/technical (a realistic problem or scenario), and values questions.
3. Scoring — a simple rubric (e.g. 1–4 per competency) and the bar to advance, so scores are comparable across interviewers.
4. Fairness notes — ask every candidate the same core questions; keep questions job-related; avoid questions about protected characteristics (age, family, health, religion, etc.); focus on evidence, not "fit feeling".
Structured-interview practice — competency-based, behaviorally-anchored questions with scoring rubrics and fairness/consistency safeguards.
Other measured skills in the registry, with their headline benchmark lift.