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 ask
  • hiring-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.
Installs
1
Repository
testland/qa
GitHub Stars
8
First Seen
Aug 12, 2026
interviewer-calibration-guide-author — testland/qa