Support course design, student services, and research planning while preserving academic judgment, privacy, and disciplinary standards.
Choose one real task, replace the brackets with safe context, test the result against a clear standard, and keep the person doing the work responsible for every claim and final choice.
What specific task and audience should the output serve?
What information is genuinely necessary—and what must stay out?
What source, standard, or expert will be used to check the answer?
What decision must remain with a qualified person?
What would make a non-AI approach safer, faster, or more appropriate?
The source guidance emphasizes protected information, lived and professional context, verification, accountability, and the limits of generated content.
UNESCO
UNESCO connects educational use with human agency, privacy, disciplinary purpose, inclusion, and research integrity.
It shapes the learning, research, disclosure, accessibility, and source-verification patterns.
U.S. Department of Education
The office provides FERPA and PPRA guidance for institutions, students, vendors, and researchers.
It supports the prohibition on protected student records and the emphasis on official sources and qualified staff.
Sources and requirements can change. Check the publication date, read the original material, and confirm the rules that apply locally before making a consequential decision.
Use the task, audience, local conditions, constraints, output format, and review test that fit the work. The same prompt should not be copied into every classroom, business, campus, or community.
State the real purpose: support learning, disciplinary inquiry, research administration, or student service while preserving academic and professional judgment. Name the audience, desired outcome, and how the result will be used before writing instructions.
Do not enter student records, unpublished research, human-subject data, peer-review material, confidential partner information, credentials, or protected institutional records. Use fictional, public, aggregated, or properly approved information instead.
Ask the system to separate facts from suggestions, identify uncertainty, avoid invented sources, and state what information it would need to improve the answer.
Check important facts in original sources, apply professional and community knowledge, revise for accessibility and context, and keep a person accountable for use.
✓ Creating a first draft from public or fictional information
✓ Generating questions, alternatives, or structures for a person to evaluate
✓ Reformatting text after accuracy, context, and accessibility review
× Uploading private, confidential, protected, or proprietary information
× Requesting a final consequential decision or professional judgment
× Publishing an answer, citation, statistic, translation, or claim without verification
Replace brackets with safe, relevant context. Each template states what the person using it must still know, check, change, and own.
Develop learning-centered options for faculty review.
1. Task: Propose three versions of [assignment] that make student reasoning and process visible.
2. Context I can safely provide: Discipline, learning outcomes, allowed AI status, class context, accessibility needs, and assessment constraints.
3. Output: For each: student work, allowed support, process evidence, rubric evidence, accessibility option, and likely workaround.
4. Boundaries: Do not invent facts, quotations, statistics, people, policies, citations, or sources. Mark uncertainty and ask for missing information.
5. Human review: Faculty verify disciplinary validity, workload, equity, and policy alignment.
Use AI to challenge—not author—the researcher’s reasoning.
1. Task: Ask critical questions about the scope, assumptions, concepts, and alternative explanations in this research question.
2. Context I can safely provide: A nonconfidential question and researcher-written rationale; no unpublished findings or participant data.
3. Output: Questions grouped by concept, method, evidence, ethics, and alternative explanation; no fabricated citations.
4. Boundaries: Do not invent facts, quotations, statistics, people, policies, citations, or sources. Mark uncertainty and ask for missing information.
5. Human review: The researcher consults original scholarship and retains responsibility for design.
Create practice from instructor-approved material.
1. Task: Create practice questions from only the supplied material.
2. Context I can safely provide: Course level, learning objectives, approved text, desired difficulty, and format.
3. Output: Questions, answer rationales citing the supplied section, and a confidence warning when unsupported.
4. Boundaries: Do not invent facts, quotations, statistics, people, policies, citations, or sources. Mark uncertainty and ask for missing information.
5. Human review: The learner checks answers against course materials and explains reasoning independently.
Draft clear information without making a student decision.
1. Task: Draft a plain-language explanation of [published campus process].
2. Context I can safely provide: Official public policy, deadlines, contact information, accessible alternatives, and intended audience.
3. Output: Short explanation, steps, required documents, exceptions to confirm, and human contact.
4. Boundaries: Do not invent facts, quotations, statistics, people, policies, citations, or sources. Mark uncertainty and ask for missing information.
5. Human review: Qualified staff verify policy and handle individual circumstances.
Test one higher education prompt against a real quality standard without using sensitive information.
Choose a low-stakes task and record what a good result must contain.
Adapt one prompt template using fictional or public context.
Run it once and mark accurate, useful, missing, unsupported, biased, or unclear parts.
Change one instruction and test again against the same standard.
Verify important claims outside the tool and decide whether AI added enough value to keep using.
Which improvement came from clearer instructions, and which still required human knowledge, source-checking, or a different tool?
Share the plan with the people responsible for the work and the people who may be affected. Confirm local rules, protect private information, and name the person who can answer questions or correct a problem.