Every repeated rubric decision competes with feedback, office hours, and the work only a teaching team can do.
Follow the pressure through one assignmentFind the response. Match it to the rubric. Check the reasoning. Write the feedback. Then begin again on the next submission.
As sections and graders diverge, consistency becomes a continuous coordination task instead of a property of the workflow.
Same evidence. Three grading precedents.
If automation returns a score without the evidence, rubric decision, and reason for concern, the teaching team must reconstruct the judgment themselves.
What evidence supported it?
What requires review?
A better criterion should improve the entire batch. Without versioning and back-application, earlier and later students can be graded under different rules.
Speed is not useful when it removes evidence, consistency, or teaching-team approval.
See the control modelRequired review must be resolved before grades can be completed or exported.
Each proposed score stays tied to the relevant response, criterion, and analysis.
Confidence helps route attention; it does not replace teaching-team judgment.
Approved revisions are versioned and applied to affected completed and remaining work.