Gemini Chatbot Use Case Guide for Higher Education
From Summarizing to Streamlining: A Gemini Chatbot Guide for Administrative Efficiency
Administrative AI Scenarios Using the Basic Google Workspace Chatbot
Version: July 2025 | Author: Joe Sabado (reference: Substack article linked above)
Purpose & Scope
This guide offers 40 practical, role-based use cases for using the basic Google Gemini chatbot in higher education. It is focused on administrative scenarios across faculty, research, staff, and IT roles.
⚠️ Teaching, Learning, & Assessment Use Cases Intentionally Excluded
This guide does not cover instructional design, grading, student writing feedback, or learning assessments. These areas carry ethical, pedagogical, and policy implications that vary by campus.
Please consult your institution's AI policies, Academic Senate guidelines, and Instructional Technology leaders before using AI in teaching contexts.
Foundational Frameworks
These use cases are grounded in three key frameworks introduced in the Substack article AI for the Day-to-Day:
1. Prosci AI Integration Framework
Human-Exclusive: Tasks requiring emotional intelligence, judgment, and accountability
AI With Me: AI supports drafting, brainstorming, or co-authoring
AI For Me: AI completes well-defined, automatable tasks (e.g., summarizing, formatting)
2. OpenAI Use Case Primitives
Text Generation, Summarization, Classification, Extraction, Transformation, Question-Answering
3. UC AI Principles (as an example—align with your own campus)
Fairness, Transparency, Accountability, Privacy, Equity, and Human Oversight
Responsible Use: Cautions and Considerations
AI is a Co-Pilot, Not a Final Authority. Always validate outputs.
Avoid entering PII or confidential data (e.g., FERPA, HR, medical).
Don’t use AI for high-stakes decisions (e.g., hiring recommendations, disciplinary summaries).
Align with campus norms and tools—AI use may be allowed in some systems, restricted in others.
Stay audit-ready—document how AI was used in decision-support.
Faculty & Instruction (10 Use Cases – Administrative Only)
1. Summarize academic articles
Support research or curriculum development meetings with quick article digests.
Prompt: Summarize this journal article in 200 words.
2. Translate course communications
Provide multilingual access to welcome messages or office hour reminders.
Prompt: Translate this welcome message into Spanish and Tagalog.
3. Generate departmental announcements
Draft internal updates, deadline reminders, or faculty newsletters.
Prompt: Draft an email reminding faculty to submit final grades.
4. Draft faculty workshop abstracts
Write blurbs for faculty development events or conference proposals.
Prompt: Draft a workshop abstract on AI literacy in higher ed.
5. Rewrite policy language for clarity
Improve student-facing policy language in syllabi or forms.
Prompt: Rewrite this attendance policy in plain English.
6. Summarize committee meeting notes
Turn rough committee notes into formal, shareable summaries.
Prompt: Summarize these notes from the curriculum committee.
7. Outline training sessions
Design sessions for faculty onboarding or internal compliance refreshers.
Prompt: Create an outline for a 1-hour session on accessibility practices.
8. Improve department webpage content
Polish tone, accessibility, and structure of internal web pages.
Prompt: Improve this faculty resources webpage for clarity.
9. Generate talking points for briefings
Prepare for a chair update, town hall, or accreditation visit.
Prompt: Create talking points for a faculty update on evaluation reform.
10. Write welcome emails for new faculty
Support onboarding with warm, informative first-touch emails.
Prompt: Draft a welcome email for a new tenure-track faculty member.
Researchers (10 Use Cases)
11. Summarize literature reviews
Distill key insights from long literature reviews.
Prompt: Summarize the main findings from this 10-page review.
12. Generate research questions
Draft exploratory or applied questions from general research areas.
Prompt: Generate 5 research questions on climate resilience in coastal cities.
13. Extract citations from PDFs
List and reformat bibliographic data from uploaded PDFs.
Prompt: Extract all references from this grant proposal.
14. Recommend research methodologies
Suggest methods based on problem statements or context.
Prompt: Suggest a mixed-methods approach to evaluate student belonging.
15. Format citations in APA/MLA
Reformat bulk citations into standardized style.
Prompt: Convert these citations into APA 7 format.
16. Explain concepts for public audiences
Make complex science accessible to non-experts.
Prompt: Explain blockchain in plain language for a community workshop.
17. Draft plain-language survey questions
Help structure surveys with ethical, inclusive phrasing.
Prompt: Draft a 10-item wellness check survey for undergrads.
18. Outline grant proposal sections
Write first-draft proposal components like problem statements or impact.
Prompt: Draft the problem section of a grant on student mental health equity.
19. Summarize qualitative interview themes
Surface top themes from transcripts for grant reports or analysis.
Prompt: Summarize this interview transcript into 3 major themes.
20. Translate instruments into other languages
Enable multilingual research participation.
Prompt: Translate this 5-question survey into Korean and Vietnamese.
Administrative Staff (10 Use Cases)
21. Draft meeting recaps
Summarize staff or cross-unit meeting notes into digestible takeaways.
Prompt: Summarize this all-staff retreat planning meeting.
22. Condense long policies
Pull key takeaways or changes from policy updates.
Prompt: Summarize changes from this updated financial policy PDF.
23. Write internal FAQ responses
Generate Q&A entries for onboarding manuals or SharePoint portals.
Prompt: Create FAQ entries for staff requesting hybrid work arrangements.
24. Draft internal communications
Prepare memos, milestone announcements, or service updates.
Prompt: Write a message announcing new office hours and building access policy.
25. Rewrite complex procedures
Make complicated forms and instructions more user-friendly.
Prompt: Rewrite these procurement steps in clear language.
26. Generate onboarding checklists
Help new employees or student workers get started faster.
Prompt: Create a 2-week onboarding checklist for administrative assistants.
27. Outline training modules
Develop outlines for FERPA, DEI, or systems trainings.
Prompt: Create a training session outline on annual reporting processes.
28. Summarize survey feedback
Pull themes from open-ended staff or student evaluations.
Prompt: What are the main complaints from this annual staff survey?
29. Rewrite website content
Improve clarity, equity, or navigability of internal web copy.
Prompt: Rewrite this student services homepage for clarity and tone.
30. Extract action items from reports
List actionable recommendations from end-of-year program evaluations.
Prompt: List top 5 recommendations from this annual career center report.
IT & Data Teams (10 Use Cases)
31. Generate starter code snippets
Write small Python/Bash scripts for routine file or folder tasks.
Prompt: Write a Python script that converts all .txt files to lowercase filenames.
32. Translate technical help docs
Convert install guides or tech FAQs into other languages.
Prompt: Translate this MFA setup guide into Spanish.
33. Summarize API documentation
Extract common parameters, use cases, or endpoints.
Prompt: Summarize the key endpoints from this internal API spec.
34. Analyze open-ended IT feedback
Cluster service tickets or survey responses to identify top issues.
Prompt: What are the most common complaints in this tech feedback?
35. Create flow outlines from process docs
Generate steps for workflows like ticket triage or change control.
Prompt: Create a flow outline for onboarding a new system administrator.
36. Standardize tech documentation formatting
Turn inconsistent SOPs into well-formatted, branded documents.
Prompt: Format this VPN setup guide into a formal support doc.
37. Draft tool onboarding guides
Help new users navigate platforms like Teams, Zoom, or ServiceNow.
Prompt: Create a Zoom onboarding guide for faculty.
38. Refactor legacy code
Improve readability and function structure in older scripts.
Prompt: Refactor this bash script and add comments.
39. Explain systems in plain English
Simplify backend architecture for a leadership audience.
Prompt: Explain our LMS and SIS integration in plain English.
40. Generate troubleshooting instructions
Provide support steps for common issues.
Prompt: Write troubleshooting steps for printers not found on Wi-Fi.
Have thoughts or want to collaborate? Email me at joepsabado@gmail.com, connect with me on LinkedIn, or visitCampusAIExchange.com for more resources on responsible AI adoption in higher education.
Note: The perspectives shared are personal and do not reflect official positions of my employer.