Teaching, tutoring, and course creation resources
Practical guidance for teachers, tutors, course creators, schools, parents, and students.
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AI policy, privacy & accessibility

AI Tool Changed? Use This Reapproval Checklist Before Continuing
Review affected teaching workflows against a fixed, teacher-reviewed test set—not just a provider’s benchmark score. This checklist and reusable worksheet help you document a continue, restrict, or pause decision.
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Student Data Privacy Audit for a Small Online School: A Practical Checklist
A small online school can make privacy risks easier to manage by tracing where learner data enters, moves, is viewed, and is removed. Use this practical audit checklist to create a clear data inventory, review AI and vendor workflows, and assign accountable owners without treating the process as legal advice.
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How to Disclose AI-Assisted Grading to Learners: A Clear Notice and Teacher-Review Checklist
A learner-facing disclosure makes AI-assisted grading easier to understand, question, and govern. Use this practical workflow and copy-and-customize disclosure pack to explain what AI does, where teacher judgment applies, and how learners can raise concerns.
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What New AI Guidance Means for Course Creators: A Practical Governance Checklist
New international AI guidance is a reason to review your course workflows—not to rush into a blanket policy rewrite. Use this practical checklist to document where AI is used, set learner-facing rules, assign decisions, and schedule review points.
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