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1. Wireless Communication Testbed and Tools for Authentic STEM Learning

   Marojevic, Vuk; Goff, Richard; Dietrich, Carl B.; Yang, Taeyoung; Hearn, Christian W.; Polys, Nicholas F.; Buehrer, Michael R. (July 2015, ASEE Annual Conference proceedings)

   We propose a novel educational gamification approach that employs and reinforces otherwise abstract concepts currently taught in graduate-level courses to become a standard part of undergraduate communications courses in the future. In particular, we develop software tools that visually demonstrate relevant wireless communications parameters and processes, including those already taught in undergraduate communications courses (e.g., power, modulation type, data rate and bandwidth, coding rate) to students in an interactive way. We exploit our Internet-accessible wireless communication testbed X to enable students to experience wireless communication challenges and learn different solutions in realistic environments via an ordinary web browser. This paper presents our approach to authentic STEM learning and compares it with other past and ongoing initiatives. We conclude that there is a gap of practical teaching tools and methods for educating students as well as radio engineers and researchers about new trends in wireless communications with a focus on spectrum sharing. 

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2. Introducing desirable difficulty in engineering mathematics with spaced retrieval practice

   Bego, Campbell R.; Ralston, Patricia A.; Lyle, Keith B.; Immekus, Jason C. (July 2021, Proceedings of the 128th ASEE Annual Conference and Exposition)

   null (Ed.)

   This study examined the difficulty introduced by spaced retrieval practice in Calculus I for undergraduate engineering students. Spaced retrieval practice is an instructional technique in which students engage in multiple recall exercises on the same topic with intermittent temporal delays in between. Spacing out retrieval practice increases the difficulty of the exercises, reducing student performance on them. However, empirical research indicates that spaced retrieval practice is associated with improvements in students’ long-term memory for the retrieved information. The short-term costs and long-term benefits of spaced retrieval practice is an example of desirable difficulty, when more difficult exercises during the early stages of learning result in longer-lasting memory [1]. With support from the National Science Foundation (NSF), we sought to address: Does spacing decrease performance on retrieval practice exercises in an engineering mathematics course? Results showed that student performance was significantly lower for questions in the spaced condition than questions in the massed condition, indicating that we successfully increased the difficulty of the questions by spacing them out over time. Future work will assess final quiz performance to determine whether spacing improved long-term course performance, i.e., whether the difficulty imposed by spacing was desirable. 

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3. What do Undergraduate Engineering Students and Pre-service Teachers Learn by Collaborating and Teaching Engineering and Coding Through Robotics?

   Kidd, J.; Kaipa, K.; Sacks, S.; Ringleb, S.; Pazos, P.; Gutierrez, K.; Ayala, O. M.; de Souza Almeida, L. M. (June 2020, 2020 ASEE Virtual Annual Conference Content Access, Virtual Online)

   This research paper presents preliminary results of an NSF-supported interdisciplinary collaboration between undergraduate engineering students and preservice teachers. The fields of engineering and elementary education share similar challenges when it comes to preparing undergraduate students for the new demands they will encounter in their profession. Engineering students need interprofessional skills that will help them value and negotiate the contributions of various disciplines while working on problems that require a multidisciplinary approach. Increasingly, the solutions to today's complex problems must integrate knowledge and practices from multiple disciplines and engineers must be able to recognize when expertise from outside their field can enhance their perspective and ability to develop innovative solutions. However, research suggests that it is challenging even for professional engineers to understand the roles, responsibilities, and integration of various disciplines, and engineering curricula have traditionally left little room for development of non-technical skills such as effective communication with a range of audiences and an ability to collaborate in multidisciplinary teams. Meanwhile, preservice teachers need new technical knowledge and skills that go beyond traditional core content knowledge, as they are now expected to embed engineering into science and coding concepts into traditional subject areas. There are nationwide calls to integrate engineering and coding into PreK-6 education as part of a larger campaign to attract more students to STEM disciplines and to increase exposure for girls and minority students who remain significantly underrepresented in engineering and computer science. Accordingly, schools need teachers who have not only the knowledge and skills to integrate these topics into mainstream subjects, but also the intention to do so. However, research suggests that preservice teachers do not feel academically prepared and confident enough to teach engineering-related topics. This interdisciplinary project provided engineering students with an opportunity to develop interprofessional skills as well as to reinforce their technical knowledge, while preservice teachers had the opportunity to be exposed to engineering content, more specifically coding, and develop competence for their future teaching careers. Undergraduate engineering students enrolled in a computational methods course and preservice teachers enrolled in an educational technology course partnered to plan and deliver robotics lessons to fifth and sixth graders. This paper reports on the effects of this collaboration on twenty engineering students and eight preservice teachers. T-tests were used to compare participants’ pre-/post- scores on a coding quiz. A post-lesson written reflection asked the undergraduate students to describe their robotics lessons and what they learned from interacting with their cross disciplinary peers and the fifth/sixth graders. Content analysis was used to identify emergent themes. Engineering students’ perceptions were generally positive, recounting enjoyment interacting with elementary students and gaining communication skills from collaborating with non-technical partners. Preservice teachers demonstrated gains in their technical knowledge as measured by the coding quiz, but reported lacking the confidence to teach coding and robotics independently of their partner engineering students. Both groups reported gaining new perspectives from working in interdisciplinary teams and seeing benefits for the fifth and sixth grade participants, including exposing girls and students of color to engineering and computing. 

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4. Macrosystems EDDIE Teaching Modules Increase Students’ Ability to Define, Interpret, and Apply Concepts in Macrosystems Ecology

   https://doi.org/10.3390/educsci11080382  

   Hounshell, Alexandria G.; Farrell, Kaitlin J.; Carey, Cayelan C. (August 2021, Education Sciences)

   Ecologists are increasingly using macrosystems approaches to understand population, community, and ecosystem dynamics across interconnected spatial and temporal scales. Consequently, integrating macrosystems skills, including simulation modeling and sensor data analysis, into undergraduate and graduate curricula is needed to train future environmental biologists. Through the Macrosystems EDDIE (Environmental Data-Driven Inquiry and Exploration) program, we developed four teaching modules to introduce macrosystems ecology to ecology and biology students. Modules combine high-frequency sensor data from GLEON (Global Lake Ecological Observatory Network) and NEON (National Ecological Observatory Network) sites with ecosystem simulation models. Pre- and post-module assessments of 319 students across 24 classrooms indicate that hands-on, inquiry-based modules increase students’ understanding of macrosystems ecology, including complex processes that occur across multiple spatial and temporal scales. Following module use, students were more likely to correctly define macrosystems concepts, interpret complex data visualizations and apply macrosystems approaches in new contexts. In addition, there was an increase in student’s self-perceived proficiency and confidence using both long-term and high-frequency data; key macrosystems ecology techniques. Our results suggest that integrating short (1–3 h) macrosystems activities into ecology courses can improve students’ ability to interpret complex and non-linear ecological processes. In addition, our study serves as one of the first documented instances for directly incorporating concepts in macrosystems ecology into undergraduate and graduate ecology and biology curricula. 

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5. Effect of a Concept Review Intervention on the Student’s Knowledge Retention and Demonstration of Pre-requisite Fundamental Concepts

   https://doi.org/10.18260/1-2--37006  

   Chauda, Gaurav; Recktenwald, Geoffrey (July 2021, ASEE Conferences)

   Students achieve functional knowledge retention through active, spaced repetition of concepts through homework, quizzes, and lectures. True knowledge retention is best achieved through proper comprehension of the concept. In the engineering curriculum, courses are sequenced into prerequisite chains of three to five courses per subfield –- a design aimed at developing and reinforcing core concepts over time. Knowledge retention of these prerequisite concepts is important for the next course. In this project, concept review quizzes were used to identify the gaps and deficiencies in students' prerequisite knowledge and measure improvement after a concept review intervention. Two quizzes (pre-intervention and post-intervention) drew inspiration from the standard concept inventories for fundamental concepts and include concepts such as Free Body Diagrams, Contact and Reaction Forces, Equilibrium Equations, and Calculation of the Moment. Concept inventories are typically multiple-choice, in this evaluation the concept questions were open-ended. A clear rubric was created to identify the missing prerequisite concepts in the students' knowledge. These quizzes were deployed in Mechanics of Materials, a second-level course in the engineering mechanics curriculum (the second in a sequence of four courses: Statics, Mechanics of Materials, Mechanical Design, and Kinematic Design). The pre-quiz was administered (unannounced) at the beginning of the class. The class then actively participated in a 30-minute concept review. A different post-quiz was administered in the same class period after the review. Quizzes were graded with a rubric to measure the effect of the concept review intervention on the students’ knowledge demonstration and calculations. The study evaluated four major concepts: free body diagrams, boundary reaction forces (fixed, pin, and contact), equilibrium, and moment calculation. Students showed improvements of up to 39\% in the case of drawing a free body diagram with fixed boundary condition, but continued to struggle with free body diagram involving contact forces. This study was performed at a large public institution in a class size of 240 students. A total of 224 students consented to the use of their data for this study (and attended class on the day of the intervention). The pre-quiz is used to determine the gaps (or deficiencies) in conceptual understanding among students. The post-quiz measures the response to the review and is used to determine which concept deficiencies were significantly improved by the review, and which concept deficiencies were not significantly improved by the concept review. This study presents a concept quiz and associated rubric for measuring student improvement resulting from an in-class intervention (concept review). It quantifies a significant improvement in the students’ retrieval of their prerequisite knowledge after a concept review session. This approach, therefore, has utility for improving knowledge retention in programs with a similar, sequenced course design. 

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