College & Adult Learners ยท Faculty

Use AI with Critical Oversight

Apply AI to learning, teaching, planning, revision, and research support โ€” without outsourcing your judgment.

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AI as collaborator

A tool that supports โ€” not replaces โ€” your expertise

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Efficiency vs. integrity

When AI helps and when it gets in the way

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Real-world use

Practical application in learning, teaching, and work

Where AI fits in higher education

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Research support

Literature review assistance, synthesis, identifying gaps, summarizing sources. Always verify independently.

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Writing and revision

Drafting, editing, restructuring, and refining arguments. Your ideas โ€” AI's formatting support.

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Teaching and instruction

Curriculum design, differentiation, feedback generation, and building learning materials.

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Planning

Project outlines, schedules, meeting agendas, grant proposals โ€” AI as a thinking partner.

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Brainstorming

Generating options, exploring angles, overcoming writer's block. Use outputs as starting points.

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Workflow support

Email drafts, summarization, content creation, and communication across formats.

What requires your judgment

Student responsibility for learning

AI can support learning, but cannot replace the cognitive work that builds expertise. Know the difference.

Tool support โ‰  expertise

AI does not verify its own outputs. You bring the expertise needed to evaluate what it produces.

Use policies and assignment expectations

Understand what's expected in each course and context. When in doubt, disclose and ask.

Check outputs for accuracy and bias

AI produces confident, well-formatted text that can still be wrong, biased, or incomplete.

Ask yourself

Does this task require my expertise to evaluate?
What's my responsibility for the accuracy of the output?
Am I using AI to support my thinking or avoid it?
Would I be comfortable disclosing how AI was used here?
Have I verified the outputs against reliable sources?

The FOCUS Framework

Strong prompts come from documented intention and iteration. FOCUS helps you build prompts that produce useful, targeted results.

F

Function

What should the AI do? Summarize, draft, explain, compare, generate, critique?

O

Objective

What is the goal of this output? What will you use it for?

C

Context

What background information helps? Subject, audience, constraints, purpose.

U

User

Who is this output for? A student? A colleague? A committee? A general reader?

S

Specifics

Format, length, tone, sections, examples needed, anything to exclude.

Example: FOCUS in action

Without FOCUS

"Help me write a lesson plan about climate change."

With FOCUS

"Draft a 50-minute lesson plan on the causes of climate change for a 10th grade Earth Science class. Include a warm-up, two activities, and a reflection question. Avoid overly technical vocabulary. Format it with clear time blocks."

Resources for higher education

Guides, templates, and workshop materials for students, faculty, and instructional designers.

AudienceCollege +
FormatPDF + Slides
UseClassroom + Self-study
View Full Bundle โ†’
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Faculty Guide

Implementing AI literacy in higher ed contexts

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Workshop Deck

Ready-to-use slides for professional development

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FOCUS Prompt Framework Templates

Fill-in-the-blank prompt templates by discipline

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Reflection Sheets

Structured AI use documentation for students

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Discipline Examples

Prompt examples across STEM, humanities, education

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Resource Kits

Complete kits by course type and use case

Related sections

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Glossary

Higher education terminology with clear, practical definitions.

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Resources

Articles, explainers, and background reading on AI in higher education.

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Interactive Lab

Tools for lesson planning, prompt design, and differentiation.