technicalperformance parameters by assessing the needs of prospective users of their system. Once thoseperformance parameters are established, the students are responsible for creating their own workbreakdown structure, as well as planning and executing the entire design and development effort.The only major milestones the students are required to meet are two formal design reviews forexternal evaluators at the end of the fall and winter quarters, and a public demonstration of thefinished product at an annual campus-wide innovation festival at the end of the academic year.An instructor of record is assigned responsibility for the course but there are no requiredtextbooks or formal lectures. The students jointly construct a common understanding of newconcepts
forth their best effort. These issues will be addressed during the remainder of thisstudy. Future work will involve exploring whether students’ problem solving performance willbe improved by enhancing their spatial thinking abilities or understanding of key concepts inmechanics. In addition, we are planning on extending this research to other areas of application,such as engineering design or other disciplines and recruiting participants at various levels ofacademia (i.e. graduate students, instructors, and faculty members) to examine the impact ofexperience/expertise. Although eye-trackers are becoming more accessible and affordable, theyare not widely used and it requires trained personnel to manage every stage of the study. Inaddition
when they have completed one or both of the surveys,even if they elect to have their data excluded from the study. The initial analysis of the resultshas shown that the two courses have achieved the goals of motivating students’ interest in thefield, supporting learning of the concepts presented in the companion lecture courses, andincreasing students’ self-confidence to design, simulate, construct, and characterize circuits13. Alongitudinal study of the impact of the hands-on laboratory courses is planned.2.3 Mobile StudiosA Mobile Studio is technology-based pedagogy based on inexpensive hardware/software which,when connected to a PC (via USB), provides functionality similar to that of electronic laboratory
choosewhich topic was most interesting and join the team. Timing was such that the first item (theAgreement of Cooperation19) was due at the end of the first week of class so that the teams werestarted quickly with a clear, immediately milestone. Feedback was given on these agreements sothat students had all discussed how to deal with conflict, differing work ethic, and how to bestrespect each other’s ideas. The schedule and plan of progress reports were outlined in thesyllabus on the first day of class for the students. The progress reports were: • Team’s Agreement of Cooperation: Outline goals and guidelines of group participation. • Progress Report 1: Introductory description of proposed, novel analytical
.” Another studentrecommended using a medium other than sticky notes for information exchange and stated,“perhaps find a better method than sticky notes, throw balls with numbers?” We plan to re-visitthe design of our game and our choice of materials in light of these suggestions, though movingaway from sticky nodes—a medium that is useful for quickly generating representations ofcustom messages—would reduce the game’s expressiveness. The second trend is that studentswere disappointed at some of the overhead involved in the initial setup of each style-specificgame; one suggested that participants be “given specific instructions ahead of time” and anotherthat we should “decide participants before starting the activity; this would decrease down time
students attempted more credit hours than non-engineering students in general, the former were more sensitive to scholarship credit-hourrequirements. In Georgia, engineering students became more likely to attempt fewer credits inthe first year, while total students were unaffected by the scholarship.While the number of credit hours represents a convenient continuous variable to measure thecurricular progression of students, it is relevant to discuss student progression with respect to the“full load” threshold, since this threshold determines what fraction of students can graduate ontime or early and which are falling behind the stated curriculum plan. Scholarship effects onfirst-year full load attempted by residents similarly varied based on
also use ALEKS as a self-pacedlearning method to help students improve their knowledge and scores so as to qualify for higherlevel courses20. The ALEKS online learning environment supports students in courses from pre-calculus through calculus II, either for homework and self-testing, or to self-remediate baselineconcepts that enable better understanding of more advanced topics 28,27,26,23.The use of ALEKSshows positive correlations to success in calculus I22. Benefits to using the system include easywebsite access, individualized learning plans, visual feedback of one’s mastery level of topicareas, and the ability to work at one’s own pace 23,29.Math Assessment and Preparation at University of Colorado BoulderThe Applied Math program is
often,"Elevator in El Cortez Hotel in San DieIt was the janitor's idea. The famous El Cortez Hotel in San Diego provides an excellent exampleof the advantage of listening intently to employees at every level. The hotel management decidedto install an additional elevator to better serve their guests. Engineers drew up plans cuttingholes through each floor of the hotel. A janitor, who was concerned with this, made the commentthat this would make a great deal of mess. The janitor was told not to worry because the hotelwould be closed to guests during the construction. The janitor suggested, "You could build theelevator on the outside of the hotel." At the time, this architectural concept had never been donebefore, but after investigation by the
resultsobtained from point of view of students, offer a positive view on the potential of this pilotscheme to support the autonomous learning and facilitating the understanding of the theoreticalconcepts, from of e-learning. Additional modules, experiments, simulations and significant Page 23.1305.15improvements in the user interfaces, front panels, simulation and lab manuals are planned in thenear future.References1. N.K. Swain, R. Korrapati, J.A. Anderson, J. A, Revitalizing Undergraduate Engineering, Technology,and Science Education through Virtual Instrumentation, NI Week Conference, Austin, TX, 1999.2. G.T. Heydt and V. Vittal, Feeding Our
education coincides with the evolution of data science as a field, whosemeaning has shifted significantly since its inception. While the term ”Data Science” has existedsince the 1990s, its meaning has changed substantially over time. While the original definition ofdata science focused on the storage and management of data, the term is used currently inreference to the process of turning data into insights and new knowledge.Understanding the data science life cycle is essential to designing effective education frameworksfor K-12 learners. The data science life cycle involves several main steps: problem definition,getting domain knowledge and designing research, data planning and collection, data cleaningand wrangling, feature engineering and
create inclusive environments that allow students to form chosenfamilies. Potential methods for educators to act upon this could include allowing studentsextra time in class to get to know each other and creating an inclusive classroom culture inwhich students feel comfortable approaching the educator for various kinds of support.Chosen families provide students an ability to be their authentic self with others. Chosenfamilies also help students find solutions to their problems with others who are likeminded.The sense of belonging resulting from Chosen Family support likely supports students’persistence.In future research, we plan to deepen our understanding of how support networks impactundergraduate engineering students' success and well-being
appendix.Table 1: Engineering Practices Codebook Engineering Practice Code Practice DescriptionBusiness and Financial Account for financial or economic considerationsCoding or Programming Engage in computer coding or programmingData Analysis Engage in data analysis, processing, and interpretationData Collection Collect data following proper proceduresEthics Weigh (often complex) ethical responsibilitiesExperiment Design Design or develop plans and procedures for experimentsFoundational Technical KnowledgeLearn or study fundamental engineering principles or technical knowledgeFuture Impacts Consider or account
environmental engineering capstone design experience. She is a licensed Civil Engineer (CA) with over 17 years of specialized academic and industry experience, specializing in stormwater management, watershed-based planning, and microbial water quality engineering. In addition to her teaching and mentoring responsibilities, Dr. Hanley is working to expand the undergraduate Environmental Engineering program at NYU Tandon.Dr. Tanya Kunberger P.E., University of Pittsburgh at Johnstown Dr. Kunberger is Division Chair for Engineering and Computer Science at the University of Pittsburgh Johnstown.Dr. Monica Palomo P.E., California State Polytechnic University, Pomona Professor B.S. Civil Engineering, University of
detect color when shown on the Video Display. • My favorite part of the project was learning how to code the arm to move. Figure 8. Student Survey Questions and Student ResponsesLessons learnedMany things were learned over the course of the summer. One of the main lessons learned by thestudents was time management. For the first time, the students had to produce specific results ina limited amount of time, but with proper instruction and planning, the project was successful.Being able to complete this project gave the students the knowledge that with proper planningand time management, anything can
targets, a vision born out of a strategic plan of Japan’s then Prime Minister Shinzo Abe, tointegrate science, technology, political initiative, and society, to increase individual and collective welfare [22, 27, 30,45, 47]. Society 5.0 is uniquely characterized by the Internet of Things (IoT), AI, Big Data, and sophisticatedmachine/robot interaction with humans [45], and is also viewed as a panacea that reduces the global socio-economicgap [22]. But attempts to realize the E.D. 5.0 vision also pose several challenges, such as a need for reform andalignment of the education system with national digital transformation goals for Costa Rica [9], the reluctance ofeducational systems in countries like Afghanistan to adapt towards E.D. 5.0 goals [46
manual aswell as experimental procedures, which will result in a holistic, hands-on approach to anintegrated laboratory course. Students took advantage of knowledge and experience gained fromprevious pre-planned labs in the manufacturing processes course. Through this approach,students will be required to understand on a deeper level what they are achieving in laboratorycoursework, and in doing so, will foster learning about the laboratory procedure and theory.Throughout an entire semester, students designed a lab to test four different ¾” diameter testspecimen composed of stainless and low-carbon steel, aluminum, and brass rods to determine thecorresponding material properties of Young’s modulus, yield strength, and ultimate strength. TheESL
will enable institutions to identify areas for improvement, adjust course content,and evolve teaching strategies to better meet student needs and industry demands.Ultimately, assessment findings will be integrated into an ongoing cycle of continuousimprovement, ensuring that the AI curriculum remains current, market-relevant, and aligned withboth academic standards and workforce expectations.SCALABILITY AND INSTITUTIONAL READINESSWhile the development of a high-quality curriculum is essential, the successful implementation ofan AI concentration also hinges on the institution’s overall readiness. Effective integration of AIprograms at scale requires careful and strategic planning across multiple dimensions, includingfaculty development
time. Multiple participants shared their experiencewith the goal tracker feature of ClearMind: I had a lot to focus on each day, but the goal tracker kept me on track with checking in with ClearMind. The daily progress was color-coded, which motivated me to fill it in every day. [This refers to the goal tracker feature, where if a user misses a day, the color for that day’s progress grays out.] As a visual learner, seeing my progress was helpful. It not only helped me with procrastination but also with career planning. I would keep using ClearMind because of that one feature I just talked about—the score. I want to see how high it goes [my score changes over time].Many participants appreciate
education experience which includes STEM academic and student success/support programming, strategic planning, data analytics, and program evaluation. As a PI, she has garnered funds in excess of $3 million dollars from both NIH and NSF for broadening participation in STEM Undergraduate Education and as an Evaluator has worked on large projects with NSF (Big Data, BioGraph), Google CS-ER, and DOD STEM Student Success. Her distinguished record of STEM programmatic success (at HBCUs and PWIs) is well documented in publications and presentations. Dr. Leggett-Robinson’s latest publications, ”Demystifying Promotion & Tenure: A resource for Black Women” and ”Overcoming Barriers for Women of Color in STEM” are resources
surveyed institutionsalready used Artificial Intelligence (AI) in their admissions process, and an additional 30%planned to do so in 2024. AI gives universities the advantage of increased efficiency, allowingthem to focus their limited resources on other critical tasks like selecting students for financialaid and scholarships [5]. Therefore, it is essential to innovate AI systems that assist in theadmissions process while still minimizing the possibility of biased outcomes.The rapid development of the technology industry led to an increased number of graduate degreeholders yet the diversity among these graduates has not shown comparable growth. For instance,the male-to-female ratio among master's graduates has remained nearly constant in the
International Organization for Standardization (ISO), “standards are thedistilled wisdom of people with expertise in their subject matter and who know the needs of theorganizations they represent—people such as manufacturers, sellers, buyers, customers, tradeassociations, users, or regulators” [1]. Similarly, Thompson defines standards as an agreed wayof doing something consistently to ensure safety and quality [2]. Codes, on the other hand, aresets of guidelines that define standards for the planning, construction, and maintenance ofstructures. These are typically categorized into safety standards and product standards [3].Specifications provide detailed requirements for components, products, systems, and services,ensuring they meet the necessary
engineering design. Similarly, Gasiewski et al. [40] gathered quantitative datafrom over 2,500 students and conducted focus groups with 41 students to investigate therelationship between student engagement and introductory science instruction.InstrumentationThe Engineering Profession in Mathematics (EPM) questionnaire was developed to assess thetypes of mathematics used in engineering practice. The questionnaire provides a commonstructure for evaluating engineering problems based on their alignment with mathematicalcontent standards. The 24 engineering problems in the questionnaire were derived from pre-service teachers' lesson plans for grades 7-12, and these problems were categorized into eightmathematical content areas. The problems were selected
demonstratesthe effectiveness of project-based learning in developing practical engineering solutions andenhancing student engagement in energy systems design.We have some initial, generally positive, anecdotal data about students’ perceptions of theproject. However, we are planning on constructing a more formal and detailed survey to obtainmore detailed information from students. In addition, we are also looking to investigate theimpact of the project on students’ satisfaction of the course learning outcomes.BackgroundThere is considerable evidence to the benefits of students working through open-ended complexprojects in engineering education [1]. Projects allow students to engage with real-worldproblems, work collaboratively in teams, synthesize
impact. A significantaddition to our study will be the involvement of a second instructor and their teaching team,offering a fresh perspective on the course's effectiveness. We plan to conduct focus groups withthis new cohort to gain deeper insights into their experiences and impressions. For future offerings of the course, we are developing a comprehensive student survey thatwill explicitly address the five key themes central to our course design and implementation.These themes include fostering a sense of belonging, supporting self-regulation skills in theonline learning environment, enhancing self-efficacy in engineering, promoting learning andmotivation through innovative online pedagogies, and evaluating the effectiveness of