WPI researchers Yunus Doğan Telliel and Ahmet Can Sabuncu talk about troubleshooting in the library at Higgins House on the WPI campus.

From left, Yunus Doğan Telliel and Ahmet Can Sabuncu

Better Troubleshooting: WPI Aims to Improve How Engineers Learn to Solve Problems

Ahmet Can Sabuncu and Yunus Doğan Telliel are developing an AI-powered software system that will help students to embrace flexible thinking and multiple perspectives when confronted with confusing and messy real-world situations
November 12, 2026

Ahmet Can Sabuncu and Yunus Doğan Telliel want engineering students to get comfortable with the trouble in troubleshooting.

Sabuncu, an assistant professor of teaching in the Department of Mechanical and Materials Engineering, and Telliel, an assistant professor in the Department of Humanities and Arts, are developing an online platform to teach engineering students how to troubleshoot problems with a process that embraces flexible thinking. 

The researchers’ platform will use a chatbot powered by artificial intelligence (AI) to respond to students’ questions as they try to understand and analyze poorly defined and shifting problems. It is an approach focused on better preparing students for the real-world problems they will face as engineers.

“Many engineering problems do not fit into well-defined parameters,” says Sabuncu. “As technologies advance, engineering problems are also becoming more complex. The way we teach troubleshooting needs to evolve to help the next generation of engineers cultivate skills and build capabilities that will enable them to solve new, unforeseen problems.”

Why is a new approach to troubleshooting needed?

Sabuncu and Telliel’s research is being supported by a $399,935 grant from the National Science Foundation, and their work aims to break away from traditional training programs that encourage learners to follow a linear series of steps to identify and solve problems.

“The traditional approach to troubleshooting education involves studying problems that have already occurred and the steps that were taken to solve those problems,” says Telliel, who is affiliated with WPI’s Interactive Media and Game Development program and director of the university’s Great Problems Seminar program. “Often, however, real-world problems are messy and difficult to define. Information about the problem leaks out little by little. In practice, students do not really begin to learn troubleshooting until after graduation, when they begin their careers.”

Examples of novel, ill-defined engineering problems might include a nuclear power plant disaster, an equipment malfunction in space, or performance problems with autonomous vehicles that are regulated by multiple agencies and built with parts made across the globe, the researchers say. 

Learning to ask better questions

WPI’s three-year project will examine how engineers reason, learn, remember, and make sense of a messy, unique situation as it unfolds. To design their educational approach, the researchers will lean on “cognitive flexibility theory,” which holds that people learn to handle new situations by revisiting ideas from many cases and from multiple perspectives, rather than by memorizing set procedures.

Sabuncu, Telliel, and a team of graduate and undergraduate students will write case studies of problems that students can examine while practicing “adaptive troubleshooting.” The cases will incorporate text, images, video, and other media. Students using the software platform will be guided to compare the cases, note where they overlap and differ, and piece together an approach to problems.  

The project builds on an earlier NSF-funded study of interviews with experienced engineers about how they make sense of complex, unfolding problems. 

“Troubleshooting is never only technical,” Telliel says. “A problem moves through people and organizations. Part of the skill is knowing whom to ask and recognizing what someone else can see that you can’t. Insights from new interviews with practicing engineers will be key to effective training with case studies.”

Immersive STEM education at WPI

The WPI project reflects the university’s identity as a place for immersive science, technology, engineering, and mathematics education. All undergraduates spend time working in teams and individually putting the theories they learn in classrooms to work in real-life settings, including at project centers around the world.

Sabuncu and Telliel say the platform’s goal is to help students learn to ask social and technical questions and to seek out hidden evidence that can illuminate problems. The researchers plan to incorporate the software system into a WPI fluid mechanics course and eventually other courses in engineering.

“This research is not just about enabling students to solve problems faster or reach particular conclusions,” Sabuncu says. “We want students to expand their horizons so they can ask better questions about problems that will occur in the future.”

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Profiles

Ahmet Sabuncu
Ahmet Sabuncu
Assistant Professor of Teaching, Mechanical & Materials Engineering
Dr. Sabuncu holds a Ph. D. in Aerospace Engineering from Old Dominion University. Dr. Sabuncu’s professional interests is thermo-fluids engineering including microfluidic applications. He is also interested in dielectric spectroscopy of cells and tissues since 2009. His research [...]
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Yunus Telliel
Yunus Telliel
Assistant Professor,
Humanities and Arts - HUA
Personal website: https://yunusdogantelliel.net/ I am an Assistant Professor of Anthropology and Rhetoric, and the director of the Great Problems Seminar program—WPI’s interdisciplinary and experiential STEM education program for first-year students. Before joining WPI, I was a p [...]
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