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Writing a scorecard you can defend to any candidate or auditor

The difference between a score that holds up and one that gets challenged comes down to five things.

5 steps · 6 min read · For Hiring managers, People Ops

The playbook.

Anchor every score to a specific example

"Strong communicator" is an opinion. "Explained a technical trade-off to a non-technical stakeholder in under two minutes, unprompted" is evidence. Write scorecards in the second register.

Separate the observation from the judgment

Record what the candidate actually did or said first, then your rating. Mixing them together is how unconscious bias sneaks into an otherwise well-intentioned scorecard.

Use the same scale for everyone in the req

A scorecard only works as a comparison tool if every candidate for the role is rated against the identical scale and identical questions. Ad-hoc follow-ups are fine — the core rubric shouldn't change mid-pipeline.

Note what you didn't get to assess

If a candidate wasn't asked about a competency due to time, say so explicitly rather than leaving it blank or guessing. An honest gap is defensible; a silent assumption isn't.

Keep the paper trail

Store scorecards with the assessment evidence they reference, not just the final number. If a decision is ever challenged — by a candidate, a regulator, or your own leadership — the evidence needs to be one click away, not a memory.

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