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St. Norbert College builds campuswide approach to AI education
Professor and students in a computer science class
Students in a computer science class taught by Eric Hagedorn (Philosophy, Computer Science).

The way people search for information has been transformed by the rise of generative artificial intelligence (AI). AI now touches nearly every industry, and while many users feel comfortable with the technology, comfort does not always translate to competence. A recent Gallup study found many members of Gen Z are using AI without a clear roadmap. Without intentional instruction, AI use can become harmful, making it harder for students to identify false information, develop critical thinking skills and ultimately function effectively in the workplace.

At St. Norbert College, there is a desire to educate and guide students, faculty and staff by establishing clear expectations and support systems. As part of this effort, SNC is building a campuswide approach to ensure students graduate with the critical and ethical thinking skills rooted in the liberal arts, along with the technological fluency needed to thrive in an AI‑driven world. The goal is to ensure AI enhances learning while protecting academic integrity, strengthening human interaction, and upholding the college’s Norbertine values

Director of educational technology Krissy Lukens and instructional designer Molly Lucareli from the Information Technology Services team have been leading the AI efforts at SNC.

“We’ve been talking about this with faculty since the onset of AI beginning in the fall of 2022,” said Lukens and Lucarelli. “Conversations at that time were shadowed with more concern and trepidation but have evolved to more curiosity, exploration, and interest. Faculty want to keep a pulse and support how their students will be using it in their careers.”

At the helm of this effort is SNC’s participation in the Institute on AI, Pedagogy and the Curriculum, a program designed to help higher education institutions respond effectively to the challenges and opportunities presented by AI. Six faculty and staff members have been actively participating in the institute and sharing the knowledge gained with the SNC campus community.

“Listening to the perspectives of colleagues from a wide range of institutions of higher education across the country helps to put things into perspective,” said associate professor of education and institute member Reid Riggle. “Particularly when we talk to those at other small liberal arts colleges.”

Faculty recently took part in a daylong AI professional development conference designed to help instructors understand, critically assess, and select tools that align with their teaching values. SNC faculty and staff members leading the college’s involvement with the institute facilitated the full-day event. 

Faculty listened to speakers and participated in various activities, including scenarios they could face or are already facing in the classroom. Time was also set aside for group discussion, which generated thoughtful conversation. 

During those discussions, faculty emphasized the limitations of AI, ways the technology can be used positively, ethically and effectively, and how St. Norbert College provides students with a foundation in critical and ethical thinking, preparing them to use AI responsibly. 

By the end of the day faculty were able to: 

1. Understand what AI is and isn’t in the context of higher education.
 

2. Recognize common faculty concerns about AI (equity, ethics, plagiarism, academic integrity).
 

3. Explore practical, low-barrier ways AI can support teaching and learning.
 

4. Develop a personal stance and teaching strategy regarding AI in their courses. 

“As we consider the ethics of AI as both a process and a practice, we are also asking how it affects our local community and how it can be used for the greater good,” said dean of arts and sciences and institute member Jamie Lynch. “That focus reflects our Norbertine commitment to community, responsibility, and ethical engagement.”

SNC is also participating in AI Ready, a national initiative of the Council of Independent Colleges that brings together faculty and staff across the country for monthly webinars on the role of AI in higher education. The webinars take place throughout the year. 

These new AI initiatives build on SNC’s Digital Fellows program, which has been in place for more than a decade. The program offers faculty the opportunity to adapt their pedagogy to elevate learning at the college. 

Fellows propose, plan, and lead a cohort that meets regularly throughout the academic year, with instructional design and technology support provided. This year’s program focuses on AI literacy, fluency, and agility. Each fellow is currently implementing an AI-inclusive activity in a spring 2026 course and will contribute resources to SNC’s AI initiatives while sharing outcomes through a public blog post and campus conversations to support AI-informed teaching. 

“These digital fellows will serve as catalysts for a continued AI Learning Community and a call will be extended for additional AI Digital Fellows for the fall,” said Lukens and Lucareli. “Students reap the benefits of their faculty using AI in a structured and supported environment with continuous feedback.”

A number of courses at St. Norbert College already instruct students on the proper use of AI, both now and in the future. In these courses, students use natural language processing systems to predict stock market prices, explore the power and limitations of AI coding agents, and examine other real-world applications. 

Eric Hagedorn (Philosophy, Computer Science) co-teaches a unit on AI ethics in the computer science and data analytics capstone courses each spring. Students reflect on ethical issues raised by AI systems, including how machine learning algorithms can exacerbate and codify existing human biases embedded in the data used to train them. 

“Likewise, there are innumerable legal and moral difficulties involved in trying to establish transparency and accountability when AI systems give false or even harmful results (as they frequently do),” Hagedorn said. “When it’s discovered that an AI agent used by an HR department has been silently ignoring resumes from minority applicants, who is to be held responsible? Can we trust AI-based systems to be used in critical fields such as the criminal justice system or health care, when no one (not even their designers) are able to understand the precise criteria by which these systems make decisions?” 

And in the fall, computer science majors are also offered the advanced elective course “Artificial Intelligence.” Students learn about traditional AI systems, gain deeper understandings for the inner workings of machine learning systems, including the current set of large language models (LLMs) such as chatGPT and Claude, among others. 

Software engineering companies are increasingly asking for graduates to have proficiency with AI coding tools, which prompted Seth Meyer (Computer Science, Mathematics) to shape the course so students can use LLMs to write code in multiple ways. 

“The course finished with them making computer programs to play the board game Othello (Reversi) and we had a mini tournament where I played their programs against each other,” said Meyer. “The best programs submitted could easily beat any of us as well as the hardest versions of computer players we found online, so that was super fun.”

“As we consider the ethics of AI as both a process and a practice, we are also asking how it affects our local community and how it can be used for the greater good. That focus reflects our Norbertine commitment to community, responsibility, and ethical engagement.”

Jamie Lynch, Dean of Arts and Sciences

Positioned for what’s next

The ITS team will conduct a campuswide AI survey over the next three to four years. The data, along with pre- and post-assessments from students enrolled in AI Digital Fellows courses, will help measure knowledge and growth.

The college is also developing an AI positioning statement to clearly define how SNC is working to enhance AI learning while protecting academic integrity, strengthening human interaction, and upholding the college’s mission.

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