hiring-rubric-author

Overview

Without a rubric, two interviewers asking the same question produce different scores; the literature on structured interviewing is clear that the questions alone are not sufficient - the scoring rubric is what converts them into a comparable signal. This skill produces the rubric half of the structured-interview pair.

Anchored rubrics outperform free-form scoring because the anchor descriptions at each level (no-hire / borderline / hire / strong-hire) constrain what each score means. An interviewer who reads "level 3: candidate explains the AAA pattern with a worked example and identifies one of: assertion strength, mocking pitfalls, or fixture coupling" cannot drift the score on tone or rapport - the anchor is concrete.

When to use

• The team has authored a question bank via interview-question-author and needs the matching rubric.
• An existing rubric is being recalibrated after a hiring round (the team's gold-standard answers have shifted as the role evolved).
• A team is adding a new competency dimension to an existing loop (e.g., adding "test data engineering" to an existing automation rubric).

Do not use this skill to:

• Author the questions - that is interview-question-author.
• Author the gold-standard model answers and common pitfalls - that is interviewer-calibration-guide-author. The rubric scores; the calibration guide demonstrates.
• Score generic engineering / non-QA roles. The competency model is QA-specific.