AI in teaching and learning
Augustana educators are responding to AI in the classroom in diverse ways. In the examples below, we highlight some of the approaches instructors have taken.
AI spotlight
"When it comes to AI LLMs (large language models), one big worry is that users will perform 'cognitive offloading,' letting the AI do all of the thinking for them. However, LLMs might be better used as thought partners. Honors 102 students therefore did the hard work of drafting projects, but they then incorporated AI to find the holes in their arguments, turning AI into a constructive sparring partner."
"In my Culture through Film course, where we focus on visual anthropology, representation, bias, and ethnocentrism, I invited my students to use AI in a hands-on way. Early in the term, they generated AI images of cultures featured in classic ethnographic films. As the course progressed and we learned more about these cultures while discussing the politics of representation, students returned to those images to identify stereotypes and inaccuracies embedded in the AI outputs. Students observed clear improvements by revising their prompts and regenerating images with a critical lens. They were asked to reflect on how both AI systems and their own perspectives shape representation. One of my main goals was to highlight bias within AI systems and to emphasize that AI outputs can be questioned and improved. The project aimed to strengthen critical thinking, visual literacy, and students’ sense of responsibility when depicting others."
"Economics uses equations and graphs to explain human behavior, but students often find the math harder than the underlying ideas. I give them AI prompts that guide them through math problems, using color to connect each calculation to the underlying algebra or calculus. I also use AI to build interactive graphs that allow students to change a variable or parameter and observe how it affects the results. In addition, I use AI to create animations that illustrate key concepts that are harder to visualize in a static graph."
"By creating a Gemini Notebook for my FYI 101/100 class, I can quickly check important assignment guidelines and dates, keep track of the advising calendar and deadlines, and generate emails and flyers that I can share with students and advisees. Many of the questions that I would normally get as an advisor, I can answer now ahead of time by creating content before it is needed. It allows me to ensure that I can give each advisee information consistently, no matter if it is the first time or fifth time I’ve answered that question that week. I have shared this Notebook with other FYI 101/100 instructors and I am happy to share it with anyone interested."
Instructor example resources
Dr. Brian Leech, History
- Class: Honors 102: How to Change Minds?
- Tools used: ChatGPT/Gemini
- Project overview: In his Honors 102 seminar, Dr. Leech incorporated generative AI tools to explore ethical technology engagement and persuasion. His project emphasizes introducing intentional "friction" into the learning ecosystem, balancing AI usage with essential analog skills like printed text annotation and active note-taking. By guiding students through this structured approach, he demonstrates how to use generative tools for research and inquiry without bypassing effortful critical thought.
- Link to related resources: Assignment Guide
Dr. Çağlar Çetin-Ayşe, Sociology
- Class: J-Term SOAN231: Culture Through Film
- Tools used: Chapt GPT/Gemini
- Project overview: During J-term, Dr. Çetin-Ayşe integrated generative AI into the humanities curriculum to sharpen students' critical thinking and cultural competencies. Students critically evaluate AI-generated outputs within humanities contexts, testing prompts and analyzing where the models succeed or fail. Through this process, students witness firsthand the operational limits of generative tools and learn the necessity of human refinement and oversight.
- Link to related resources: Prompts, Images, and Reflections on the Assignment
Rajan Bishwakarma, Economics
- Class: ECON 302: Intermediate Microeconomics
- Tools used: ChatGPT/Claude, LaTeX, DaVinsi Resolve
- Project overview: In his Intermediate Microeconomics course, Dr. Bishwakarma used ChatGPT to create HTML-based interactive graphs, helping students explore how economic outcomes change when variables or parameters, such as price or income, vary. He also used ChatGPT to develop step-by-step solutions with color-coded explanations that connect mathematical calculations to the underlying algebra, calculus, and economic reasoning. He provided structured AI prompts to guide students through problems and used interactive graphs to support their understanding of optimization and market behavior. Additionally, he used AI to create animations illustrating important mathematical concepts, making relationships and changes easier to visualize than in static graphs.
- Link to related resources: Interactive Graphs and Coding for Assignments
Erin Kempker, First Year Inquiry
- Class: FYI 101/100
- Tools used: Gemini Notebook
- Project overview: Dr. Kempker created a customized Gemini Notebook for her FYI 101/100 course and advising responsibilities to centralize assignment guidelines, key dates, and the advising calendar. The Notebook functions as an advising assistant, allowing her to quickly generate consistent emails and flyers for students, while proactively answering common advising questions before they arise. By sharing this curated Notebook with other FYI 101/100 instructors, this digital resource is available to others interested in new ways of approaching course management.
- Link to related resources: Instructor Handbook for FYI 101/100 Gemini Notebook
Submit your approach
Interested in contributing to this resource? CELTS welcomes all instructors to email us at celts@augustana.edu if you would like your assignments or approach highlighted in this resource.
Additional AI teaching and learning documents
- Augustana AI statement
- Augustana ITS guidance on Gemini and Google products
- CELTS Gemini and NotebookLM resources
- AI and additional reading (with AI assistants reviewed), Faculty Miniretreat, May 2026
- Syllabi example policies on AI (Lance Eaton’s master list)
- Additional examples for how to use AI in the classroom (Bok Center for Teaching and Learning)
- Academic Technology Committee