PENGO Workbench
Workbench / Issues / Review Rubric Missing Required Criteria

Issue

Review Rubric Missing Required Criteria

A review rubric, grading rule, evaluation checklist, or classification standard lacks criteria required to make the review reliable.

What This Looks Like

A rubric, checklist, grading rule, classification standard, or review instruction is missing criteria needed to make a reliable decision. The AI may review the item, but it cannot evaluate all required dimensions because the rubric does not declare them.

Why It Matters

Review quality depends on the criteria being complete enough for the decision. If required criteria are missing, the AI may pass work that should fail, fail work for unclear reasons, or produce inconsistent review outcomes across cases. The review may look formal while leaving important checks uncovered.

Structural Signal

A review framework exists, but its criteria set has a coverage gap. The issue is not that the AI disagreed with the rubric; it is that the rubric does not declare enough structure to support the review it is supposed to govern.

Common Triggers

  • The rubric describes outcomes but not evaluation criteria
  • Required checks are implied by policy but absent from the review instructions
  • Examples cover only common cases
  • The AI is asked to grade without a complete scoring standard
  • A workflow adds a review step before the rubric is fully defined
  • Rubric updates omit new required criteria

When to Use This Issue

Use this Issue when a rubric, grading rule, checklist, or review standard is missing criteria required for reliable evaluation.

When Not to Use This Issue

Do not use this Issue when the rubric is complete and the AI applies it incorrectly. Do not use it when the user simply disagrees with a valid criterion.

Category

Coverage & Guidance

Primary Pattern

PAT-0130 — Incomplete Declaration

Declared Patterns

Derived Primary Lenses

Derived Secondary Lenses

Related AI-Adjacent Issues

Search Intents

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  • grading criteria missing
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  • AI review lacks required criteria