computational tools toreal-world applications. Since 2022, the course has transitioned entirely to BME-focused examples,such as modeling population dynamics, analyzing biomedical images, and implementing cellularautomata for disease modeling. Student feedback highlights increased confidence and relevance,while project topics showcase a deep engagement with BME-related challenges. IntroductionProgramming and computational thinking are increasingly recognized as essential skills in the 21stcentury, offering innovative solutions to complex problems across diverse fields. Computationalthinking transcends mere programming; it involves reformulating complex challenges into problemssolvable through computational
for Engineering Education, 2025Work in Progress: A two-way learning street: Near-peer college students enhance highschool after-school STEM club opportunities.AbstractThis work-in-progress paper presents a novel way of teaching college and high school studentsby pairing groups of high school and college to help the high school students create a year-longcommunity-based research project (CBRP)as a requirement for the Health Science TechnologyAcademy (HSTA) in two high schools in West Virginia. The college students assist, teach, andguide the high school groups in organizing their CBRPs. Both peers and students learn thescientific method, survey and experimental design, data collection and cleaning, statisticalanalysis tools, presentation
major benefit ofusing Math Quest; the shape of the controller, combined with the use of graphics, leads to better learningoutcomes.Results and DiscussionDue to the nature of this project, the device is untested in the field and is therefore evaluated based ontheoretical findings. This product began as a school project, meant to be started and finished within onesemester. Due to an interest in the project from a professor, the project was allowed to become a researchexperience. While no proper testing was done on the device, it should be sufficient to serve its intendedpurpose. In future testing, with parental consent, Math Quest could be given to a small group of children,and observations could be made, such as their engagement, ability to
University of Tennessee, Knoxville. He uses elemental and isotopic tracers, together with petrology and mineralogy, to study the Earth’s mantle and the early Solar System. ©American Society for Engineering Education, 2025 NSF AISL: Incorporating Linear Algebra in An AI Literacy Curriculum in Informal and Formal Learning SettingsAbstractThis paper summarizes the progress made since fall 2023 on a research grant funded through theNational Science Foundation (NSF) DRL: Collaborative Research: Cultivating Tomorrow'sInnovators Through Exploring Planetary Images with Artificial Intelligence. The major goals ofthe NSF project to be accomplished over three years are: (1) to design, develop and
course focuses on research-driven projects thatallow students to explore ML applications in real-world scenarios. Some projects are pre-defined, such as using ML to predict diffusion coefficients of chromatographic solvents orpredicting the efficiency of concrete corrosion inhibitors through ML and computer-aidedmolecular design. Alternatively, students can propose their own projects, exploring uniqueapplications like using a classification learner for analyzing Spotify data or employing ensemblebagged machine learning to predict baseball win classifications by team.For students who enroll in the course for three semesters, the program qualifies as a chemicalengineering elective, encouraging deeper engagement. The objective of the course is not
team composed of community collegefaculty in advanced manufacturing disciplines from across the United States. In addition tooverseeing overall grant initiatives, members of the NCNGM leadership team overseeTechnology Teams tasked with identifying, disseminating and developing, when needed, bestpractices for student recruitment and retention, providing professional development for faculty,and creating a repository of advanced manufacturing education materials. The NCNGM partnerswith two NSF ATE funded projects to offer in-person and virtual hands-on professionaldevelopment opportunities for high school and community college educators from across theUnited States.Overview of the in-person mechatronics workshopsThe NCNGM leadership team includes
construction managers. The courseincludes one long design challenge related to water resilience, a shorter design challenge aboutdecarbonizing strategies statewide, and a sequence of individually-completed assignmentsintended to foster students’ sense of belonging. In order to accomplish this, we leveragedliterature on funds of knowledge and querencia to guide the design of a new integrative first-yearcourse. The project deliverables scaffold students to frame a design problem that includes theirexperiences. The design problems (Project 1 & 2) are situated in our state and draw uponstudents’ knowledge of place in ways that are respectful and responsive to these places.In order to design a course that could both provide an integrative and
-related service and leadership. Avis is a student member of the Tufts School of Engineering DEI committee and serves as an alumni committee member of the Anti-racism and Equity Action Team (ACT) at the University of Connecticut. ©American Society for Engineering Education, 2025 An Investigation of Black Students' Experiences in Engineering TeamworkIntroductionTeam-based, project-based learning has become an integral part of engineering education. Overthe past two decades, first-year cornerstone courses, co-curricular design activities, andculminating capstone courses have proliferated in engineering education due, in part, to thebelief that such experiences are necessary for preparing students for
-institutional partner-ships often leads to siloed educational advancements, limiting the broader impact of promisingtools like WebTA. This project aims to address this gap by fostering a partnership between Michi-gan Technological University and Hofstra University, creating a model for how institutions cancollaboratively improve programming education through shared resources, research, and innova-tion.Practicums and their importancePracticums are common in the science and medical fields. In general, the purpose of a practicumis to assess competency in a given area. For example, as an undergraduate, one may have beenrequired to take a “practicum (exam)” in a microbiology course to demonstrate knowledge andlaboratory skills. A practicum can be considered
EducationAbstractThe idea of social equity is rooted in the idea that each person is equal and has inalienable rights.Social equity addresses the third E of sustainability after economic and environmental factors.Despite growing interest in social equity in recent years, it remains the least discussed concept inthe field of sustainability in transportation. Many of the current transportation projects andinfrastructure fail to adequately consider the fair distribution of benefits and costs, highlighting agap in the implementation of researched social equity considerations and a lack of trainedprofessionals on equity- related topics. This study is a preliminary step in the effort to close thetraining gap on equity-related topics in the preparation of
Paper ID #48455Using guided reflections to increase awareness of positive engineering teammember behaviorsMr. Jeffrey Kinkaid, Montana State University - Bozeman Jeff Kinkaid is an Assistant Professor in the Mechanical and Industrial Engineering Department of the Norm Asbjornson College of Engineering at Montana State University in Bozeman. Mr. Kinkaid serves in the Mechanical Engineering Technology academic program. ©American Society for Engineering Education, 2025Using guided reflections to increase awareness of positive engineering team member behaviorsintroductionTeam projects and assignments are
decisions to useAI tools in their classrooms. This project asks the overall research question: How do K-12teachers perceive AI tools and their impact on the workforce? To answer this question, our one-year project leveraged a national survey of K-12 educators’ perceptions of AI using an ecologicalagency framework.Theoretical FramingEcological AgencyThe guiding framework of our project is the ecological agency framework developed by Biesta etal. [1]. In the framework, agency is conceptualized as an individual’s ability to act purposefullyand feel in control of actions and the outcomes of those actions [1]. In this project, weconceptualize K-12 teachers as agents of change for the adoption of AI tools, who may feel moreor less of a sense of agency
, there is a need to understand how PSTsdevelop teaching self-efficacy in these areas [5], [6]. In earlier related research, the authors partnered PSTs in an instructional technologycourse with undergraduate engineering students in an electromechanical systems course to teachrobotics lessons to fifth graders. Teaching robotics was selected as an ideal context for PSTs togain relevant experience because robotics fuses coding and engineering and growing evidencesupports it as a powerful approach to STEM learning and self-efficacy development [7], [8], [9].PSTs’ relationships with their engineering partners and interactions with the fifth graders exerteda meaningful influence on their satisfaction with the project and their teaching self
System for Military Applications Erin Webb1 , Josie Farris2 , Lydia Hittle2 , Yousef Sardahi* 4 , Asad Salem5 , and Mallory Lind6 1-5 Department of Mechanical and Industrial Engineering, Marshall University, Huntington, WV 25705, webb424@marshall.edu,farris33@marshall.edu, hittle@marshall.edu sardahi@marshall.edu, asad.salem@marshall.edu 5 CMI2 - Civil-Military Innovation Institute, Morgantown, WV 26505, mcoleman@cmi2.orgAbstractThis paper details a student-led research project, supervised by faculty and funded by the Civil-Military Innovation
components often go unused. However,researchers have identified methods to repurpose materials, such as silicone, copper,aluminum, glass, silver, and other precious metals, through module delamination, whichuses physical, thermal, and chemical treatments to break down panels [16]. Silicone, vitalin electronics as a semiconductor, represented 95% of global PV production in 2020.Recycling can repurpose materials for future solar panels, reducing waste andenvironmental impact. PV waste is projected to rise from 1.7–8 million tons in 2030 to 60–78 million tons by 2050 [17]. While delamination costs $13.62/m², compared to $90.00/m²for new panels, more effective methods, like chemical and thermal processing, involvespecialized equipment costing $25,000
Engineering Education, 2025 ENHANCING ACADEMIC AND PROFESSIONAL TRAJECTORIES THROUGH COMPETITIVE PARTICIPATION: INSIGHTS FROM THE 2024 NAHB STUDENT DESIGN COMPETITIONABSTRACTIn February 2024, undergraduate students from the Construction Engineering Technology andArchitecture programs at our institution participated in two national design competitions under theauspices of the National Association of Home Builders NAHB Student Chapter for the first time,achieving commendable success with the receipt of two trophies. This paper presents the findingsfrom a survey conducted among the students directly involved in the competition projects, thosewho assisted with the projects, traveled to the International Builders' Show (IBS) in
the burden of feeling inadequate upon starting their careers [6], [7]. Theseyoung professionals have identified both professional skills[5], [8], [9], such as teamworkand project management, and technical skills[4], [6], [8], [10], such as real-world problemsolving and increased software knowledge, as areas they found needed rapid upskilling uponentering the workforce. With this information and clear motivation, what are some strategiesto try and increase preparedness and retention of young engineers?Like student success, strategies to increase preparedness and retention are diverse, withseveral avenues to explore. Experiences outside of the classroom, such as participation inengineering clubs/societies and co-curricular design projects, have
shared understanding in diverse groups. o Quote: “I’ve learned that I’m a very direct communicator, but not everyone responds well to that. I’ve started stepping back and giving others space to express themselves before jumping in with my opinions.”These improvements in communication were particularly evident in team-based projects, wherestudents needed to collaborate across cultural boundaries.Dimension - EmpathyEmpathy emerged as a critical factor in students’ ability to connect with culturally differentothers. Students learned to suspend judgment and consider others’ perspectives, bothintellectually and emotionally. • Developing Level: Students began to notice cultural differences but
Engineering Design ThinkingAbstractThis Work in Progress (WIP) paper is part of a larger collaborative mentoring programpairing graduate-level engineering education researchers with high school students. Theproject investigates the potential of Gen-AI (Generative Artificial Intelligence) as apedagogical tool for fostering engineering thinking in pre-college engineering education.Specifically, this paper explores nine high school students' perceptions regarding integratingGen-AI into the ideation phase of engineering design in an engineering design course. In thisstudy, students engaged in two distinct engineering design projects, first without AI assistanceand later with AI assistance. After completing each project, students responded to an open
-solving. While these tools hold potential to enhance learning,they also pose significant challenges to academic integrity and the validity of traditional assessments.This study explores the redesign of assessments to address these challenges, focusing on scaffolded,multimodal, and real-time formats. Drawing from a graduate-level course in Machine Learning, theresearch examines student perceptions of traditional and redesigned assessments, their engagementlevels, and the role of GenAI. A mixed-methods approach, combining quantitative and qualitative data,was employed to analyze feedback from 12 students as a preliminary study. Results indicate thatredesigned assessments, particularly scaffolded projects, are more engaging and effective in
Paper ID #46382Experiences of Self-Evaluation for Capstone Engineering Students ProfessionalDevelopmentProf. Emily Houston Monroe, Dartmouth College Emily Monroe, PE is a lecturer at the Thayer School of Engineering at Dartmouth College. She serves as the director of the Cook Engineering Design Center at Dartmouth, which connects industry, government and nonprofit sponsors with Dartmouth Engineering students to collaborate on engineering design projects. Prior to joining Dartmouth, Emily was the lead engineer at Shark Tank-funded baby diaper startup Kudos, and she previously held roles in manufacturing and product
1 Enhancing Teamwork Skills in Engineering Education: Iterative Development of Interactive Lecture Modules Mohammad W Mohiuddin, Jonathan Weaver-Rosen, Carlos R Corleto, Joanna Tsenn, Shadi Balawi J Mike Walker ’66 Department of Mechanical Engineering, Texas A&M University, College Station, Texas AbstractTeamwork is a fundamental skill for success in engineering education and professional practice.Engineering projects often demand collaboration across disciplines and expertise, requiring thedevelopment of competencies in team dynamics, effective communication, and conflictmanagement. Critical
high, and a complexLinux-embedded system may be needed to provide solutions to machine learning and visionprocessing problems. This graduate course was designed to serve to bridge the gap for engineeringtechnology students who need to understand and learn advanced topics in machine learning and visionprocessing.As the semester was approaching toward the end, security topics were covered in this course. Studentswere given term projects to apply the technologies that they had learned throughout the semester. Thefollowing sub-section will introduce practice sessions and term projects given to the students. Proceedings of the 2025 ASEE Gulf-Southwest Annual Conference The University of Texas at
their detection and response. This paper is anindividualized development project of an AI-driven wildfire detection system that uses Bitcraze'sCrazyflie drones, where Bitcraze has developed supplemental hardware like the AI deck, flowdeck, and multi-ranger deck. The starting part of this project uses OpenCV-based image processingto identify potential wildfires. Currently, the implementation only looks at the use of a single droneand its capabilities, while, hopefully in the future, the work will integrate advanced AI-based objectdetection and autonomous swarm control for more advanced scenarios. This research, funded by****, shows potential for compact and affordable drones in wildfire response. The earlyapproaches show promise and practicality
variousstrategies, including integrating sustainability into the curriculum, emphasizing education forsustainable development, incorporating environmental sciences and conservation education,promoting interdisciplinary and project-based learning, fostering experiential learning and ethicalconsiderations, instilling a global perspective, encouraging innovation and technology, integratingentrepreneurial education, developing 21st-century skills, incorporating intercultural education,and promoting lifelong learning. These strategies aim to equip engineering students to contributeeffectively to creating a more sustainable future in the face of the world's complex challenges.The significance of sustainability in engineering education lies in fostering awareness
Technological Institute (INTEC) and a M.Eng. in Environmental Engineering from the University of Puerto Rico at Mayag¨uez (UPRM) as well as a M.Ed. degree in School Leadership from Southern Methodist University (SMU). Her current research interests are located at the intersection of science and engineering education, multilingualism and emerging technologies. Prior to starting her career in education, Greses was a project manager for engineering projects and hydrologic and hydraulic studies.Ms. Fatima Rahman, Tufts Center for Engineering Education and Outreach STEM Education graduate student at Tufts UniversityL. Clara Mabour, Tufts Center for Engineering Education and Outreach Clara Mabour is a first year STEM Education
people with disabilities and other minoritized groups in STEM. She holds B.S. and M.S. degrees in civil engineering with a structural engineering emphasis.Gisele Bury, Northeastern UniversityDr. Logan Andrew Perry, University of Nebraska - Lincoln Dr. Perry is an Assistant Professor of Engineering Education in the Department of Civil & Environmental Engineering at the University of Nebraska-Lincoln. His work contains a unique blend of engineering education and civil engineering projects. Dr. Perry’s current work centers workplace readiness, broadening participation, and construction safety education. ©American Society for Engineering Education, 2025 WIP: Developing Accessible University
improve thementee’s technical writing skills and gain general guidance about college life [5]. A near-peerframework in a mechatronics camp highlighted the importance of underrepresented minoritystudents being able to identify with a mentor [4]. A study of the impact of near-peer mentoring inan introductory engineering course found that “some students gained a better sense of placewithin engineering over the course of the semester” [6].Project ApproachThe authors did not plan this project as a research study. It was a response to a perceived need tohelp students acquire skills that employers expect them to have but report that recent graduatesoften lack. These non-technical, yet vitally important, skills are not formally taught in theircourses. In
, Wright State University Elizabeth Generas is an external evaluator for education and social justice projects. She completed a graduate certificate in Program Evaluation from Wright State University, where she is also a doctoral candidate in the Doctor of Organization Studies program. ©American Society for Engineering Education, 2025 [Work in Progress] Lessons Learned from a Collaborative NSF REU Program Thematically Centered on STEM Research for Social Change and Its Impact Through Community Engaged LearningAbstractThis paper examines the inaugural cohort of a National Science Foundation Research Experiencefor Undergraduates (NSF REU) program designed to foster interdisciplinary STEM
engineering. Specifically, the research project analyzes thegeometric characteristics of deflector cones on landing pads to enhance safety and minimizesurface erosion during lunar landing. The research study was conducted by a second-yearengineering student under the supervision of an engineering professor. The research experienceprovided the student the opportunity to work with real-world applications, develop numericalcodes for data analysis, cultivate self-learning of new topics through literature review, generategraphical representations of physical phenomena related to lunar landing, and creatively solvedifficult problems using an engineering approach. This project has strengthened core engineeringskills that are essential for undergraduate and