EOP framework [1] with the Foundry model [2] to guide students in the learning andimplementation of the sustainability principles suggested by the EOP. We have called this effortthe Bio-Foundry Initiative.2) Connections with the EOP FrameworkThe EOP framework is a very useful taxonomy of nine principles associated with best practices insustainability [1]. However, the ability to apply such principles might be enhanced through asystematic selection of challenges found within engineering applications that, afterwards, need tobe addressed by development of a Prototype of Innovative Technology (PIT). The integration ofthe EOP framework with the Foundry [2] is a key aspect we are interested in implementing incourses and then assessing the impact
graduation in 2025, Gracie will be pursuing a master’s degree in structural engineering and plans to further continue her education with a PhD in engineering education.Hayden J Wulf, University of Nebraska - Lincoln Hayden Wulf is a fourth-year civil engineering undergraduate at the University of Nebraska - Lincoln (UNL). She has been an undergraduate research assistant within the Engineering Education Research department at UNL for the past two years under the guidance of Dr. Grace Panther and Dr. Heidi Diefes-Dux. Her research during this time has focused on instructor adaptability, active learning and assessment practices, and transparency between instructors and students. She has presented one previous paper on
important to work together to identify best practices for continuing to fact-checkand assess responses from GAI tools. Because these tools are evolving and changing, this is notmeant to be a one-and-done exercise; rather, it is meant to build habits and understanding thatcan be continued. The facilitator plays an important role in framing how the activity should beused and interpreted.Takeaways for those using or teaching about GAI more broadlyFor those learning about AI or machine learning applications, it can be helpful to frame theapplication in the context of the machine learning framework [8]. This framework has fourcomponents: data, task, algorithm, and assessment. By describing GAI in the context of thisframework, we offer takeaways that not
are split in primary professionalaffiliation among the American Society of Engineering Education, the American NuclearSociety's (ANS) Education, Training, and Workforce Development Division, and the NuclearEngineering Department Heads' Organization. As a result, the NEP faculty soon discovered thatno available set of best practices for nuclear undergraduate education was available.Peer and Aspirant-Peer ComparisonsA significant source of information for curriculum development was a comparison of strongprograms. The top twelve graduate programs (which have been the same dozen programs fornearly a decade) were considered. MIT and Oregon State University were excluded for having adifferent definition of credit hour, leaving ten programs.The 2012
variabilityin responses highlights the need for human oversight and critical evaluation to ensure accuracyand efficiency when using AI for MATLAB debugging. In this context, one student shared theirperspective, stating, "ChatGPT is most effective for debugging, as it significantly reduces the timerequired to fix errors." Figure 5: Students' Responses on the Impact of ChatGPT on MATLAB Debugging Time.Students' confidence in developing MATLAB code for practical engineering problems was a keyfocus of another survey question. In this context, students were asked, "How confident did you feelabout your MATLAB coding skills after using ChatGPT?" The results shown in Figure 6 indicatethat 59.1% of students experienced increased confidence, highlighting
operations management. Her research primarily focuses on manufacturing and healthcare delivery operations. Additionally, she has practical experience as a process engineer in the sheet metal manufacturing and pipe fabrication industry, where she worked for several years. She holds a Ph.D. in Industrial and Systems Engineering and M.S. in Industrial Engineering from Binghamton University (SUNY); and a Bachelor’s degree in Computer Engineering from Bogazici University. ©American Society for Engineering Education, 2025Leveraging Student-AI Interaction to Evaluate Competence in Generative AI and Technical Domains in Industrial EngineeringIntroductionThis research aims to evaluate the current
skills gap forengineering graduates: Recent trends in higher education Paper presented at 2023 ASEE AnnualConference & Exposition, Baltimore, Maryland. 10.18260/1-2--43338[2] M.S. Kleine, K. Zacharias, and D. Ozkan, D. Contextualization in engineering education: Ascoping literature review. Journal of Engineering Education, 2024.113(4), pp.894-918.[3] J. Goggins, M. Hajdukiewicz. The role of community-engaged learning in engineeringeducation for sustainable development. Sustainability, 2022. 14(13), p.8208.[4] M. Mosleh, K.A. Shirvani, K.A. Design, Build, and Test Projects in an Engineering MaterialsLaboratory. In 2017 ASEE Mid-Atlantic Section Fall Conference.[5] A. Verma, K. Snyder. Integrating community-engaged research and energy justice
learn.Future research in engineering education using virtual reality (VR) should focus on areas thatenhance learning, improve accessibility, and align with pedagogical best practices. Specifically,future research should consider pedagogical effectiveness, curriculum integration, enhancingtechnical skills, collaborative learning, cognitive and psychological impacts of VR, accessibilityand inclusion, long-term impacts and sustainability, and ethical and social responsibility.While traditional face-to-face instruction remains the foundation of education, industry demandsthat students be more proficient with technology. VR emerges as a powerful supplementary tool,as it enables immersive, interactive, and highly customizable learning experiences, offering
, forgreater impact.3.1 Designated Project Lead ModelHiring undergraduate or graduate assistants can be challenging in typical mechanical engineeringprograms due to their limited breadth of knowledge and experience. On the other hand, we foundhiring a designated instructor, either as a part-time or project-based external instructor or throughtemporary supplemental support provided to a faculty member, effective in creating teachingexamples.Our project lead met weekly with a small team consisting of the Associate Head forUndergraduate Programs and the Academic Program Specialist responsible for the program'sABET assessment. Together, they identified a list of core courses within the curriculum thatwould benefit from diversity content, prioritized and
grounding and historical perspective on the ways in whichgrant-funded DEI-focused initiatives in the U.S. are shaped by institutional conditions. Byinterrogating these conditions, we can move towards a more critical understanding of how aproject’s context including PI motivation, leadership ideology, scaling goals, and administrativebackbone may or may not influence potential outcomes. These factors are usually eitherpresented by project leaders in shorthand as “background conditions” for proposed research,barely relevant to the envisioned intervention, or omitted entirely from research design. Thisdeemphasis may have a practical purpose, cordoning off politically sensitive activity amidbroader institutional resistance to DEI, but it is an approach
transition from a community college to a four-year university is a critical time in a student'sacademic journey, often accompanied by significant challenges. Many students have to adjust tonew academic expectations, navigate unfamiliar institutional cultures, and form connectionswithin a new peer and faculty network. These difficulties lead to what is commonly called“transfer shock,” impacting students' confidence and hindering their academic progress,particularly during their initial terms at a new institution. Prior research has shown that transferstudents experience higher dropout risks and lower first-year GPAs due to these transitionalbarriers [1], [2].For low-income and first-generation students, these challenges are often amplified by
, further supporting efforts to broaden participation in STEM fields.In contrast to traditional outreach efforts that focus solely on content delivery, this studyemphasizes the importance of designing activities that are both engaging and socially relevant.The success of this fair highlights a critical framework for future STEM outreach initiatives: - Use thematic storytelling to make STEM concepts more relatable and meaningful. – - Leverage hands-on, iterative challenges to promote engineering persistence and resilience. - Create structured opportunities for collaboration to encourage peer learning and identity formation in STEM.Future research should explore the long-term impacts of participation in themed
on engineering education are still unfolding. Identity and expertise areevolving practices shaped within a network of human and technological actors. Understandinghow GenAI reshapes these processes is essential for developing student-centered pedagogies,policies, and practices related to GenAI.IntroductionThis paper presents preliminary research from the first year of a longitudinal empirical study ofhow undergraduates (first year students and students in senior design courses) enrolled inengineering programs at a large midwestern R1 institution use generative AI (GenAI) and theirattitudes towards this technology1. While all of our participants reported using GenAI to developexpertise in engineering curricula, none reported any direct
provided by aMicrosoft grant for research on Universal Design for Learning (UDL) practices in highereducation.References [1] B. Wang, F. Wu, L. Ouyang, Z. Gu, R. Zhang, R. Xia, B. Zhang, and C. He, “Image over text: Transforming formula recognition evaluation with character detection matching,” 2025. [Online]. Available: https://arxiv.org/abs/2409.03643 [2] B. Wang, Z. Gu, G. Liang, C. Xu, B. Zhang, B. Shi, and C. He, “Unimernet: A universal network for real-world mathematical expression recognition,” 2024. [Online]. Available: https://arxiv.org/abs/2404.15254 [3] breezedeus. (2024) Pix2text. [Online]. Available: https://github.com/breezedeus/pix2text [4] M. Li, T. Lv, J. Chen, L. Cui, Y. Lu, D. Florencio, C. Zhang, Z. Li, and F
, 2025 Identifying Struggling Students Using LMS DataAbstractIdentifying struggling students has long been a key objective for educators and institutions. Itallows for timely interventions that can improve student retention and graduation rates—twocritical components of most institutional missions. This paper reports on our experimentationwith developing and training machine learning models to identify struggling students usingLearning Management System (LMS) data. Our findings indicate that while these models do notperform as well when making predictions over long-term periods, such as an entire semester,they perform significantly better over shorter timespans.The focus on LMS data stems from its ubiquity and the fact that
Paper ID #46887Ignorance is bliss: White Male Privilege and the Reproduction of Gendered-Racismin Computer Science EducationRebecca Zarch, SageFox Consulting Group Rebecca Zarch is an evaluator and a director of SageFox Consulting Group. She has spent 20 years evaluating and researching STEM education projects from K-12 through graduate programs.Bailey Alexandra Brown, Spelman CollegeTamara Pearson, Georgia Institute of Technology Tamara Pearson is the Constellations Center for Education in Computing Deputy Director and Senior Director of Research and Programs at the Georgia Institute of Technology (Georgia Tech). Her work
of $25 was set. In addition, the program provided lunch and snacks, alleviating any concernsabout additional costs for families. This approach reflects ETSU's commitment to inclusivity andequity in education.Recognizing the importance of academic achievement, the program included a uniqueopportunity for students to earn college credit. The STEM 1050 – Applied STEM Foundationcourse was developed to complement the summer institute, offering students two college creditsupon enrolling at ETSU. This course is designed to deepen students' understanding of STEMthrough practical applications, data handling, and career exploration. By linking the summerinstitute to college credit, ETSU not only incentivized participation but also provided
, anxiety, and mental health issues have been linked to lower academicperformance [13], [19]. Consequently, various interventions have been implemented to supportthe development of metacognition, time management, and wellbeing among first-year students. Structured academic programs like first-year seminars promote metacognitivedevelopment by encouraging students to reflect on their learning strategies and adjust themaccordingly [20]. Moreover, Cunningham and colleagues [21] demonstrated that incorporatingreflective exercises into engineering curricula improved students’ ability to self-regulate andadapt their learning strategies. Additionally, a community of practice was also proposed by [17]to develop a space for researchers focused on
, and benefits of such a collaboration. Challenges that the studentsencountered include coordination of activities and combined deliverables for courses from twoinstitutions, communication due to time zone differences and virtual nature, and fabrication ofprototypes. Benefits include our students adapting how to apply engineering design to producesolutions considering global, cultural, social and economic factors by first-hand experience.Further, our students are learning how to lead and function effectively on a team made ofinternational teams in a collaborative and inclusive environment. It should be noted that facultymembers involved as advisors, also known as mentors, are aware that this collaboration mustcontinue to meet continue ABET
improve how we teach computer science. She seeks to use her research to increase retention rates and decrease failure rates in computing programs. She conducts research in multiple areas, including the mismatch between instructors’ expectations and students’ prerequisite knowledge, the effectiveness of student-tutor interactions, and the impact of students’ sense of belonging in computing courses. Sophia was a recipient of the NSF Graduate Fellowship and one of her papers recently won the Computing Education Research Best Paper Award at SIGCSE ’22.Soohyun Nam Liao, University of California, San Diego Dr. Soohyun Nam Liao, University of California, San Diego Dr. Soohyun Nam Liao is an Assistant Teaching Professor at
situation effectively, including: * The potential harm to Emily, such as facing fines or imprisonment, damage to her reputation, and loss of faith from others * The impact on the company, including financial penalties, damage to its reputation, and potential lawsuits * The role of John, who is enabling Emily's unethical behavior * The potential consequences for both Emily and John if their actions are discovered The text also considers different perspectives, such as the effects on investors, stock owners, customers, and employees. It provides relevant information from multiple sources (Campbell, Maddox; Achievable; Li; Cremer, Moore), which suggests a well-researched and informed analysis. Overall, the text effectively explores the ethical
scenarios,followed by gradual introduction of AI tools for increasingly complex analyses. Requiring studentsto validate AI outputs against fundamental principles reinforces critical thinking and ensurestechnology serves as an enhancement rather than a replacement for core knowledge.The maintenance of practical skills alongside AI integration is particularly important in sustainabledesign education. Zhou and Song [5] document how AI can rapidly generate design alternatives,but students must still develop core competencies in sustainable design principles to evaluate thesealternatives effectively. Based on this research, we recommend a hybrid approach where AI servesas a design exploration tool only after students demonstrate proficiency in manual
equity gap for historically excluded groups? 2. In what ways does the mentoring structure support students in the program?BackgroundThe program has been designed around high-impact practices to support student retention and growth.Underrepresented students, including women and PEERs, have reported that mindset and mentoring areimportant factors in succeeding in STEM fields [1], [2]. Mentoring has been identified in large surveys as akey element in STEM identity [3]. One way to provide mentoring for students is through a researchexperience [4], [5]. A CURE is a research experience that is included in an undergraduate class with the goalof providing an authentic research journey to students. Research experiences for undergraduates are
opportunities. … But what really pushed me was when I was in high school and I realized that scientists were studying us. And basically … there were a lot of environmental justice activists that were coming out and shouting that we were dying. …. And then the University of [DEID] came to my high school to recruit for a study of the health impacts of these chemicals. …. But they never came back and told us what the results were at all. That fueled me. …. I would one day face those researchers that did that study in my hometown and then they were gonna have to answer [to me]. …when I landed in higher education at the Ivory Tower I wasn't ready …. So I had to work triple, quadruple more than a lot of my peers. …. I realized that my passion
, encouragement, or mandatory disclosure)? 4. How do engineering faculty adapt their teaching practices and assignment designs to accommodate or mitigate the use of GenAI in engineering education?Methods In this section, we described the setting of the study, participants and the instrumentsbeing used. This study utilized an explanatory sequential mixed methods design, first collectingand analyzing quantitative data followed by qualitative data to elaborate on the initial findings.This approach, where one phase builds upon the other, allows for a more in-depth understandingof the research problem [24].Participants This study involved 67 faculty members and instructional staff from a College ofEngineering at a Midwestern university
structured Summit activities around a researchmarketplace and mentorship-focused sessions, intentionally moving beyond traditional job fairformats. The research framework for our project centers on diversity, equity, and inclusion (DEI),and we enacted that framework by designing a welcoming environment for individuals fromhistorically underrepresented groups in STEM.Before the Summit, we sent out the information and links through our personal and professionalcontacts and professional list-serves; however, we do not claim to have successfully invitedeveryone who might have been interested in attending. We cannot be sure that word reachedeveryone despite our best efforts. The online application allowed anyone interested in attendingto pre-register
engineering curriculum ranging from structural engineering and steel design to infrastructure systems and construction management. Each spring, he co-teaches Project Management Professional prep classes to the Department of Defense community. His research interests include topics in structural engineering and engineering education. He serves as the Chair of the American Society of Civil Engineers (ASCE) Committee on Education Chair and the American Institute of Steel Construction (AISC) Partners in Education Committee Vice Chair. Additionally, he serves as the Head Officer Representative for Men’s Basketball. He is a licensed Professional Engineer in Virginia and a Project Management Professional.Drew Alan Curriston
as a Fellow of the Society of Plastics Engineers in 2013 and American Society of Mechanical Engineers in 2023. She received the 2015 Distinguished Engineering Educator Award by the Society of Women Engineers (SWE), 2022 WEPAN Exemplary Service Award, 2022 SAMPE DEI Impact Award for her efforts to be inclusive. As a board member of WEPAN, she hosted 12 webinars to provide best practices to implementing DEI with cultural humility as the framework (bidirectional learning). She has integrated Society of Hispanic Professional Engineers, National Society of Black Engineers and SWE together with cross-department honor societies to form a Diversity and Excellence in Engineering Network at UNT advised by industry and
Engineering Brian Faulkner’s interests include teaching of modeling, engineering mathematics, textbook design, and engineering epistemology. ©American Society for Engineering Education, 2025 Grinter Got It Right: Seventy Years of the Grinter ReportAbstractAnniversaries are fitting times for reflection, so it seems appropriate on the 70th anniversary of the GrinterReport to revisit that document and consider its continuing influence on the course of engineeringeducation. By many accounts, the Grinter Report achieved an impact that is seldom the result ofcommittee reports, for it seems to have been the catalyst for a transformation of engineering educationfrom practical and hands-on to the scientific
assignments helped me understand what sustainability is. It guided me to go look up the definition and changes engineers make to design to improve sustainability and reduce environmental impact.”Q5: What could the WIT civil engineering program do differently to promote greater awarenessof the opportunities for civil engineers to be involved in renewable energy and sustainability?(17 respondents out of 23 survey respondents)• “Seminars/info sessions could be a good idea. However, I believe the most effective way to get this information to civil students would be to adjust the engineering materials class structure to include more sustainability and information on climate change etc. A lot of the class material lines up with statics in