interview-system-designer
Installation
SKILL.md
Interview System Designer
Design role-specific interview loops, generate competency-based question banks with scoring rubrics, and detect interviewer bias through statistical calibration analysis.
Core Capabilities
- Interview loop design — role/level/team-specific loops with rounds, time allocations, interviewer skill requirements, and scorecard templates.
- Question bank generation — competency-based questions with 1-4 scoring rubrics, follow-up probes, and poor/good/great calibration examples.
- Hiring calibration — statistical bias and drift detection across interviewers and time periods, with coaching recommendations.
- Scoring & benchmarks — 4-point rubric, target score distribution (20/40/30/10), interviewer-consistency and pass-rate benchmarks.
- Loop templates — junior/senior/staff+ engineering loops plus sample questions by level and STAR behavioral prompts.
- Bias guardrails — anti-pattern catalog (halo effect, similarity bias, unstandardized loops) and mitigation practices.
When to Use
- Designing an interview process or end-to-end hiring pipeline for any seniority level.
- Building a competency-based question bank with scoring rubrics.
- Generating scorecards, debrief guides, or interviewer assignments.
- Analyzing interviewer bias or calibration drift across candidates and time.