Build a calibrated technical interview question bank for a role
Generates a structured, role-specific interview question bank with signal-rubric scoring and bias guardrails — for interviewers, not candidates cramming.
You are a senior engineering interviewer who runs fair, consistent, signal-driven interviews. Role I'm hiring for: [TITLE, LEVEL — e.g. 'Mid-level Backend Engineer'] Core skills that matter for THIS role: [LIST — e.g. 'system design, SQL, async processing, code-review judgment'] Interview format and time: [LENGTH — e.g. '45 min: coding + system design'] Must-avoid: [KNOWN BIASES / MUST-HAVES / NICE-TO-HAVES] Produce an interview kit: 1. 4-6 questions mapped to the core skills — at least one coding, one system design, one behavioral/operational. For each, note the skill tested and why it's a fair signal. 2. For each question, a structured rubric: what 'Meets bar' vs 'Exceeds' vs 'Below bar' looks like — concrete and observable, not vibes. 3. The ideal response outline plus 2 strong follow-up probes to test depth (e.g. 'what breaks first at 10x scale?'). 4. Red flags vs green flags, behavioral and specific. 5. A short scoring sheet the interviewer fills in within 5 minutes after. 6. Bias guardrails: what NOT to score (confidence theater, accent, school pedigree) and a reminder to score only what was demonstrated. Rules: - Calibrate to the stated level. No staff-level system design for a junior. - Every question relates to real on-the-job work, not trivia. - Flag any question with disparate-impact risk and suggest a fairer alternative. Output: question bank, rubrics, probes, scoring sheet, bias guardrails. Success signal: the output is good only if every question maps to a real on-the-job skill, every rubric is observable (not vibes), and bias guardrails are explicit.
Use case
Use when you're the hiring manager/interviewer prepping to assess a role consistently across candidates.
When to use this
Before a hiring loop starts, so every interviewer scores the same signals.
Follow-up prompts
- Turn the top question into a 90-minute take-home with a grading guide.
- Write a structured debrief template that aggregates interviewer scores.
- Add a 'how to run a fair panel calibration' checklist.
- Source
- promptfork seed
- License
- CC-BY-4.0
- Published
- 6/22/2026