interviewer-calibration-guide-author
Installation
SKILL.md
interviewer-calibration-guide-author
Overview
A rubric describes how to score; a calibration guide demonstrates what a score looks like. The structured-interview research is consistent that anchor descriptions reduce inter-rater noise but do not eliminate it - interviewers still drift on edge cases without worked examples of the same question scored across the whole 1-4 range. This skill produces those worked examples.
The calibration guide is the third leg of the structured-interview tripod:
interview-question-author- what we askhiring-rubric-author- how to score- this skill - what each score looks like in practice
Without all three, an interview loop is structurally incomplete - the team will produce an inconsistent signal regardless of how good the questions and rubric are individually.
When to use
- The question bank and rubric exist; the team has scheduled a calibration session for the panel before the first real interview.
- Two interviewers historically score the same recorded candidate differently (the "we never agree on borderline" complaint); the calibration guide is the remedy.
- Onboarding a new interviewer to an existing loop - the guide is a 60-minute read that brings them to score-agreement with the existing panel.