Real-World AI Use Cases
Discover practical applications of AI and Copilot for faculty, staff, and students. These examples demonstrate responsible, ethical, and effective use of AI in higher education.
For Students
Research Paper Writing
Scenario: You're starting a research paper on climate policy in renewable energy.
How to Use AI Ethically:
- Use Copilot Chat to understand key concepts and theories
- Ask for help brainstorming your thesis and main arguments
- Use it to review drafts for grammar and clarity
- Verify any suggestions with your own research
Sample Prompt
"I'm writing a 5000-word research paper on the effectiveness of carbon pricing in renewable energy adoption. What are the main arguments both for and against carbon pricing? Help me understand the nuances so I can write a balanced analysis."
✓ Why This Works:
- You're using AI for understanding, not writing
- You maintain the intellectual work
- You'll verify information with proper sources
- The prompt shows you want to learn
Learning to Code
Scenario: You're learning Python and struggling with a concept.
How to Use AI Ethically:
- Use Copilot to understand programming concepts
- Ask for example code with explanations
- Try coding first, then ask for help debugging
- Always understand code before submitting
Sample Prompt
"I'm learning about list comprehensions in Python. Can you explain what they are with 3 simple examples? I want to understand when to use them instead of loops."
✓ Why This Works:
- You're asking for education, not code completion
- You want to understand the concept
- You're building actual knowledge
Assignment Preparation
Scenario: You have an essay assignment but aren't sure how to approach it.
How to Use AI Ethically:
- Create an outline with AI's help
- Get feedback on your thesis statement
- Use it to understand complex topics first
- Write the essay yourself using AI as a reference
Sample Prompt
"I need to write a compare-and-contrast essay on photosynthesis and cellular respiration. Can you help me outline the main points I should cover? I want to organize my thoughts before writing."
✓ Why This Works:
- You're organizing your own thinking
- The outline guides your writing
- You do the actual writing
Feedback & Revision
Scenario: You've written a draft and want feedback before submission.
How to Use AI Ethically:
- Ask for grammatical and clarity feedback
- Request suggestions for structure improvement
- Use it to spot weak arguments (not to rewrite)
- Make all revisions yourself
Sample Prompt
"I've written a draft paragraph for my essay. Please review it for clarity, grammar, and logical flow. Suggest improvements but don't rewrite it. [paste paragraph]"
✓ Why This Works:
- You're getting constructive feedback
- You make final revisions yourself
- Your voice remains in the work
Exam & Quiz Preparation
Scenario: You're preparing for a midterm exam in organic chemistry.
How to Use AI Ethically:
- Ask AI to generate practice problems from course topics
- Request explanations of difficult concepts
- Create study guides and concept maps
- Test yourself with AI-generated quizzes
Sample Prompt
"Generate 5 practice problems about SN1 and SN2 reaction mechanisms. Include varied difficulty levels and provide answer explanations. I want to test my understanding before the exam."
✓ Why This Works:
- You're actively learning through practice
- Personalized study materials for your needs
- Better preparation than passive review
Group Project Collaboration
Scenario: Your team is working on a business case analysis presentation.
How to Use AI Ethically:
- Brainstorm approaches and frameworks with your team
- Research industry background and market data
- Create presentation outlines and talking points
- Get feedback on draft slides before presenting
- Disclose AI use in project documentation
Sample Prompt
"We're analyzing the coffee industry for a business case. Help us understand the key competitive factors, recent market trends, and emerging business models. We'll use this to guide our team's analysis."
✓ Why This Works:
- All team members are informed about AI use
- AI helps with research, not the core analysis
- Your team's insights and arguments are your own
Literature Review & Source Analysis
Scenario: You're conducting a literature review for a thesis proposal.
How to Use AI Ethically:
- Summarize key findings from academic papers
- Identify common themes and debate areas
- Organize sources by theoretical framework
- Find gaps in existing research
- Always verify summaries with original sources
Sample Prompt
"I've gathered 15 academic papers on machine learning bias in hiring algorithms. Can you help me identify the main themes, disagreements, and unanswered questions across these studies? I'll review the original papers to verify your summary."
✓ Why This Works:
- AI helps organize and synthesize information
- You maintain critical evaluation of sources
- You learn the subject through guided exploration
Problem-Solving & Troubleshooting
Scenario: You're working through a physics problem and stuck on the approach.
How to Use AI Ethically:
- Describe what you've tried so far
- Ask for hints about conceptual approaches
- Request explanation of relevant physics principles
- Solve the problem yourself using the guidance
- Never just ask for the answer
Sample Prompt
"I'm stuck on a projectile motion problem. I understand the kinematic equations, but I'm not sure how to set up the initial conditions. Can you help me think through the problem setup without giving me the answer?"
✓ Why This Works:
- You're developing problem-solving skills
- You understand the solution, not just copying it
- You build confidence in your abilities
For Faculty
Lesson Planning & Course Design
Scenario: You're redesigning a course on environmental ethics.
How to Use AI:
- Brainstorm learning objectives and assessment strategies
- Generate discussion questions and debate prompts
- Create diverse teaching scenarios and examples
- Develop rubrics for student work
Sample Prompt
"I'm teaching an environmental ethics course to senior undergraduates. Generate 10 thought-provoking discussion questions that require students to apply ethical frameworks to real-world environmental dilemmas. Focus on questions that don't have simple answers."
✓ Why This Works:
- Saves time in course development
- Generates multiple options to choose from
- Helps you think through learning outcomes
Assessment & Rubric Development
Scenario: You need to create a rubric for a research project.
How to Use AI:
- Draft rubric criteria and performance levels
- Generate detailed descriptors for each level
- Ensure alignment with learning objectives
- Test rubric clarity with sample student work
Sample Prompt
"Create a detailed rubric for evaluating undergraduate research projects. Include criteria for: research quality, methodology, data analysis, written clarity, and proper citation. For each criterion, describe what Excellent, Good, Developing, and Beginning work looks like."
✓ Why This Works:
- Ensures consistent grading
- Gives students clear expectations
- Reduces time on assessment design
Creating Diverse Learning Materials
Scenario: You want to create examples that engage diverse student backgrounds.
How to Use AI:
- Generate examples from different cultural contexts
- Create multiple difficulty levels of problems
- Develop relevant real-world scenarios
- Design accessible materials
Sample Prompt
"Generate 5 real-world examples of supply and demand for an economics course. Make them relatable to college students, culturally diverse, and set in different industries. Include one example relevant to sustainable practices."
✓ Why This Works:
- Increases student engagement
- Represents diverse perspectives
- Makes content more relevant
Professional Development & Research
Scenario: You're exploring new research directions in your field.
How to Use AI:
- Summarize recent literature and trends
- Brainstorm research questions and methodologies
- Get feedback on grant proposals
- Refine writing for publication
Sample Prompt
"I'm a sociology researcher interested in online community formation. What are the major recent research trends in this area? Suggest potential research questions that haven't been thoroughly explored yet."
✓ Why This Works:
- Accelerates research ideation
- Helps identify gaps in literature
- Enhances professional development
Addressing Diverse Learning Needs
Scenario: You want to create accessible content for students with different learning abilities.
How to Use AI:
- Generate simplified explanations of complex topics
- Create multiple format versions of content
- Develop transcripts for video lectures
- Design differentiated assignments
Sample Prompt
"Create three versions of an explanation of quantum entanglement: one for introductory students, one for advanced undergraduates, and one for physics majors. Each should use appropriate technical language and depth."
✓ Why This Works:
- Supports inclusive education practices
- Saves time creating multiple versions
- Meets diverse student needs
Student Advising & Mentoring Support
Scenario: You're preparing for advising sessions with a new cohort of students.
How to Use AI:
- Prepare personalized guidance on career paths
- Generate questions to help students explore interests
- Create resources on program requirements
- Draft suggestions for internship opportunities
Sample Prompt
"I'm advising students in biological sciences. Generate a list of thoughtful questions I can ask during advising meetings to help students clarify their career goals and academic interests. Include questions that prompt reflection about research, medicine, policy, or industry."
✓ Why This Works:
- Improves quality of advising interactions
- Helps identify student interests effectively
- Supports student success and engagement
Administrative & Curriculum Tasks
Scenario: You're updating your course syllabus and designing new learning outcomes.
How to Use AI:
- Draft course learning objectives aligned with institutional standards
- Create sample syllabus language for common policies
- Generate reading comprehension and reflection questions
- Develop assignment descriptions and instructions
Sample Prompt
"Generate 4-5 specific, measurable learning outcomes for an upper-level history seminar on 20th century social movements. Align them with Bloom's taxonomy and ensure they emphasize critical thinking and analysis skills."
✓ Why This Works:
- Streamlines administrative work
- Ensures consistency across courses
- Frees time for meaningful teaching tasks
Staying Current & Pedagogical Innovation
Scenario: You want to incorporate contemporary issues and innovations into your teaching.
How to Use AI:
- Research recent developments in your field
- Create case studies from current events
- Brainstorm innovative teaching methods
- Explore interdisciplinary connections
Sample Prompt
"What are the latest developments in CRISPR gene therapy? Help me develop 3 case studies that would work for my introductory biology course. Include ethical considerations for discussion."
✓ Why This Works:
- Keeps curriculum current and relevant
- Enhances student engagement
- Connects theory to real-world applications
For Staff
Event Planning & Coordination
Scenario: You're organizing a campus-wide orientation program for new students.
How to Use AI:
- Create detailed event timelines and checklists
- Draft email templates for various stakeholders
- Generate promotional materials and marketing copy
- Brainstorm activities and engagement ideas
Sample Prompt
"I'm planning a 3-day orientation for 500 incoming students. Create a comprehensive checklist of tasks organized by timeline (3 months before, 1 month before, 1 week before, day-of, and follow-up). Include logistics, communications, vendor coordination, and assessment activities."
✓ Why This Works:
- Ensures nothing is overlooked in planning
- Saves time on organizational tasks
- Provides a structured framework to customize
Communication & Outreach Materials
Scenario: You need to create various communications for a new campus initiative.
How to Use AI:
- Draft announcements for different audiences
- Create FAQ documents
- Generate social media posts
- Develop newsletter content
Sample Prompt
"We're launching a new sustainability initiative on campus. Help me draft three versions of an announcement: one for students (casual, engaging), one for faculty (informative, professional), and one for social media (brief, compelling). Include key benefits and a call to action in each."
✓ Why This Works:
- Tailors messaging to different audiences
- Maintains consistent information across channels
- Reduces time on multiple drafts
Policy & Procedure Documentation
Scenario: You need to update department procedures and make them more accessible.
How to Use AI:
- Simplify complex policy language
- Create step-by-step procedure guides
- Develop flowcharts for decision-making processes
- Generate training materials from policies
Sample Prompt
"Convert this 10-page room reservation policy into a clear, step-by-step guide for students and staff. Create two versions: a quick reference guide (1 page) and a detailed walkthrough with FAQs. Use simple language and include what to do when problems arise."
✓ Why This Works:
- Makes policies more user-friendly
- Reduces confusion and support requests
- Improves compliance and understanding
Data Management & Reporting
Scenario: You need to analyze data and create a report for leadership.
How to Use AI:
- Generate summaries of data trends
- Create visualizations and presentation materials
- Draft executive summaries
- Identify key insights and recommendations
Sample Prompt
"I have attendance data from 50 campus events this semester. Help me create an executive summary report that highlights: overall trends, most and least attended event types, demographics insights, and 3-5 recommendations for improving engagement. Format it for presentation to leadership."
✓ Why This Works:
- Transforms data into actionable insights
- Creates professional, polished reports
- Identifies patterns you might miss
Professional Development Resources
Scenario: You want to create training materials for your department team.
How to Use AI:
- Develop training curricula and learning objectives
- Create workshop agendas and activities
- Generate onboarding documentation
- Design assessment and feedback tools
Sample Prompt
"Create a 2-hour workshop agenda for training student workers on customer service excellence. Include: learning objectives, interactive activities, role-play scenarios specific to higher education, assessment questions, and take-away resources they can reference later."
✓ Why This Works:
- Ensures comprehensive, structured training
- Engages participants with varied activities
- Provides reusable training templates
Project Management Assistance
Scenario: You're managing a cross-departmental project with multiple stakeholders.
How to Use AI:
- Create project plans and timelines
- Develop communication strategies
- Generate status reports and updates
- Identify potential risks and mitigation plans
Sample Prompt
"I'm managing a project to redesign our campus advising model involving 5 departments over 9 months. Create a project plan including: major milestones, stakeholder engagement strategy, communication schedule, potential risks with mitigation strategies, and success metrics."
✓ Why This Works:
- Provides structured approach to complex projects
- Helps anticipate challenges proactively
- Keeps stakeholders informed and aligned
Meeting Facilitation & Documentation
Scenario: You need to prepare for and document important committee meetings.
How to Use AI:
- Create meeting agendas with time allocations
- Draft meeting minutes from notes
- Generate action item summaries
- Prepare discussion guides and decision frameworks
Sample Prompt
"Create a structured agenda for a 90-minute strategic planning meeting. Topics to cover: review last quarter's goals, budget discussion, new initiative proposals, and next quarter planning. Include time allocations, objectives for each section, and questions to guide productive discussion."
✓ Why This Works:
- Ensures meetings stay focused and productive
- Creates clear documentation for follow-up
- Facilitates better decision-making
Student Support & Resource Development
Scenario: You need to create resources to help students navigate campus services.
How to Use AI:
- Develop comprehensive resource guides
- Create decision trees for service navigation
- Generate email templates for common questions
- Design self-service help documentation
Sample Prompt
"Create a student-friendly guide to financial aid resources. Include: a decision flowchart to determine which aid they qualify for, step-by-step application instructions, common mistakes to avoid, important deadlines, and FAQs. Use warm, encouraging language appropriate for first-generation students."
✓ Why This Works:
- Empowers students to find answers independently
- Reduces repetitive inquiries to staff
- Improves student satisfaction and success
General Guidelines for Faculty, Staff & Students
Use AI When:
- You want to save time on routine tasks
- You need brainstorming or ideation help
- You want to understand a concept better
- You need feedback on your work
- You're stuck and need a different perspective
- You want to explore alternatives or options
Avoid AI When:
- It would replace your learning or thinking
- You haven't disclosed AI use (when required)
- You're uncertain about academic integrity
- You need to protect sensitive information
- AI's output needs significant revision to be correct
- You're using it to avoid developing important skills
The AI Checklist
Scenario-Based Decision Making
Scenario 1: Using AI for Coding Assignment
Question: "Can I use Copilot in Code for my programming assignment?"
Short Answer: Check your syllabus—many instructors allow it with disclosure.
Guidelines:
Short Answer: Check your syllabus—many instructors allow it with disclosure.
Guidelines:
- If allowed, disclose which parts Copilot helped with
- Understand every line of code before submitting
- Test and debug yourself
- Review for best practices and efficiency
Scenario 2: AI Won't Work Well Here
Question: "Should I use AI for my lab report about my experimental data?"
Short Answer: Only for writing help, not for interpreting data.
Why:
Short Answer: Only for writing help, not for interpreting data.
Why:
- Your analysis is the core learning objective
- AI hallucinations are risky with experimental data
- Your interpretation matters academically
Scenario 3: Clear Ethical Issue
Question: "Can I give Copilot my entire assignment to rewrite?"
Short Answer: No. This violates academic integrity in almost all contexts.
Why:
Short Answer: No. This violates academic integrity in almost all contexts.
Why:
- The assignment exists for you to learn
- Submitting AI work as yours is plagiarism
- You gain no skill development
- Most institutions consider this cheating
Ready to Apply These Principles?
Review the ethical guidelines and get started with your AI learning journey.
Prompting Basics Ethics Guidelines