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SubSchool journal

Teaching, tutoring, and course creation resources

Practical guidance for teachers, tutors, course creators, schools, parents, and students.

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A teacher and learning designer review a visual assessment workflow showing learner work, a rubric, an automated suggestion, teacher review, and an audit log.
AI grading & interview assessment

Checklist for Auditing an Automated Assessment Workflow Before You Scale It

Use this practical audit checklist to examine where automation supports assessment, where educator judgement must remain decisive, and what evidence your team should retain. It is designed for teachers, online schools, and L&D teams reviewing an end-to-end workflow.

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A teacher compares a learner response, rubric, and automated score on a desk before making a final assessment decision.
AI grading & interview assessment

How to Design a Teacher Override Workflow for Automated Grading

Automated grading can speed up feedback, but an automated score should remain a review input—not the final assessment decision. This practical workflow shows how to set review triggers, capture evidence, escalate consequential cases, and turn overrides into better rubrics and tasks.

0
2 articles

AI grading & interview assessment

A teacher compares a learner response, rubric, and automated score on a desk before making a final assessment decision.
AI grading & interview assessment

How to Design a Teacher Override Workflow for Automated Grading

Automated grading can speed up feedback, but an automated score should remain a review input—not the final assessment decision. This practical workflow shows how to set review triggers, capture evidence, escalate consequential cases, and turn overrides into better rubrics and tasks.

0
A teacher and learning designer review a visual assessment workflow showing learner work, a rubric, an automated suggestion, teacher review, and an audit log.
AI grading & interview assessment

Checklist for Auditing an Automated Assessment Workflow Before You Scale It

Use this practical audit checklist to examine where automation supports assessment, where educator judgement must remain decisive, and what evidence your team should retain. It is designed for teachers, online schools, and L&D teams reviewing an end-to-end workflow.

8