Tier 2: Specialist
Rating & Rubric Design
Multi-dimensional rating, anchor calibration, and rater consistency under proper scoring rules.
Learning Outcomes
What You Will Learn
Curriculum
Course Modules
Proper Scoring Rules
Why Brier, log-loss, and calibrated ratings beat naive Likert.
Anchor Calibration
Writing and interpreting rubric anchors that raters can apply consistently.
Rating Practice
Practice rating AI outputs against multi-dimensional rubrics.
Rating Assessment
Terminal assessment. Graded against gold anchors.
Sneak Peek
Course Preview
Proper Scoring Rules Why rubric ratings need scoring rules A naive Likert rating (1–5 stars) collapses multi-dimensional quality into a single number and invites anchor drift. Proper scoring rules reward calibrated probability-aware judgement.
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