Skills on AI

Rubric Design

Download raw SKILL.md

Use when asked to build a scoring rubric — criteria and performance-level descriptors for grading student work consistently — as distinct from [[formative-assessment]] and [[summative-assessment]], which decide when and what to assess; a rubric is the scoring instrument used once that decision is already made.

A rubric is a scoring instrument: a set of criteria, each with descriptors for what performance looks like at each level, used to grade student work consistently across students and across graders. It doesn't decide when to assess or what task to assign — that's Formative Assessment or Summative Assessment — a rubric is what turns a completed piece of student work into a score once the task itself has already been chosen.

Key components

  • Criteria — the distinct dimensions being scored (e.g., "thesis clarity," "use of evidence," "organization"), each one something a grader can actually judge from the work in front of them, not a restatement of the assignment instructions.
  • Performance levels — a fixed number of levels per criterion (commonly 3-5), consistent across all criteria so the rubric reads as one coherent scale rather than a different scale per row.
  • Descriptors — concrete, observable language at each level for each criterion, specific enough that two different graders scoring the same work would land on the same level.
  • Weighting — whether every criterion counts equally toward the final score, or some count more, decided and stated before grading starts rather than adjusted after seeing results.
  • Anchor examples — sample student work exemplifying each performance level, used to calibrate graders and given to students in advance so they know what each level actually looks like.

Descriptors that discriminate

The single failure mode that makes a rubric useless is descriptors that don't actually distinguish between adjacent levels — if the difference between "proficient" and "developing" on a criterion is just the adjective ("strong evidence" vs. "some evidence") with no concrete difference in what a grader should look for, two graders will disagree on which level a given piece of work falls into, and the rubric hasn't actually standardized anything. A descriptor needs to name something observable: a specific count, a specific kind of error present or absent, a specific feature the work does or doesn't have — not just a stronger or weaker adjective describing the same vague quality.

This is also what makes a rubric useful to students before they submit work, not just to graders after. A student reading "uses evidence effectively" at the top level has no way to check their own draft against it; a student reading "cites at least three sources, each directly supporting a distinct claim in the argument" can actually self-assess against the criterion before turning the work in. Writing descriptors concrete enough to grade consistently and concrete enough to guide revision turn out to be the same exercise.

Common pitfalls

  • Adjective-only descriptors — levels distinguished only by stronger or weaker language ("excellent," "good," "fair") with no concrete, observable difference a grader can point to.
  • Criteria that restate the assignment — a criterion like "follows the instructions" doesn't tell a grader what to actually look for in the work; criteria need to name the qualities that matter, not the fact of compliance.
  • Uncalibrated graders — handing multiple graders the same rubric without anchor examples or a norming session produces inconsistent scores even when the rubric text itself is well written.
  • Too many criteria — a rubric with a dozen fine-grained criteria slows grading down and buries what actually matters most in the assignment under equal-weighted minutiae.
  • Rubric written after grading has started — deciding criteria and levels partway through scoring, rather than before any work is graded, lets early impressions of individual student work bias what the rubric ends up rewarding.

Learn more

  • Formative Assessment for deciding when a check during instruction is warranted, before any rubric is needed to score it.
  • Summative Assessment for designing the end-of-unit task a rubric like this is often built to score.
  • Report Card Comments for translating a rubric's scores into narrative feedback a parent can actually use.

View rubric-design/SKILL.md on GitHub