CASE STUDY • TEMPLATECASE STUDY • TEMPLATE

Rubric & calibrationRubric & calibration

A short template: reduce reviewer variance and create reusable decision rules.A short template: reduce reviewer variance and create reusable decision rules.

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Problem

Reviewers disagree on what 'good' means
Guidelines too vague
Scaling creates noise in data

Template note: Replace placeholders with your own specifics. Keep it measurable (before/after).

Approach

Rewrite criteria into observables
Add levels + examples + counterexamples
Run calibration session and measure agreement

Template note: Replace placeholders with your own specifics. Keep it measurable (before/after).

Deliverables

Rubric + decision notes
Gold examples / counterexamples
Calibration notes + QA checklist

Template note: Replace placeholders with your own specifics. Keep it measurable (before/after).

Impact

Higher agreement rate
Fewer reworks
More stable training signals

Template note: Replace placeholders with your own specifics. Keep it measurable (before/after).