Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Erin Bosarge, University of South Alabama

Tagged Topics

Diversity, Professional Papers

Engineering Education, 2025 Project-Based Learning and the AI4K12 Framework in High School AI Curriculum: A Systematic ReviewAbstract— This systematic literature review investigates how Project-Based Learning (PBL) andthe AI4K12 Five Big Ideas framework enhance high school students' AI literacy, includingfunctionality, application, and ethics. Six peer-reviewed empirical studies were synthesized toaddress four research questions: the observed learning outcomes and challenges of high schoolAI education, the use of PBL pedagogy, and the inclusion of the AI4K12 Five Big Ideas.The purpose of this study is to explore effective methods for integrating AI literacy into existinghigh school curricula. This urgency stems

Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Razvan Cristian Voicu, Robotics and Mechatronics Engineering, Kennesaw State University, Marietta, GA; Muhammad Hassan Tanveer, Kennesaw State University; Ayse Tekes, Kennesaw State University

Tagged Topics

Diversity, Professional Papers

transference learning, detailing its components and illustratingits integration of adaptive feedback with real-world experiences. Next, we discuss the outcomes ofa pilot study evaluating the model’s effectiveness, focusing on metrics such as latency, accuracy,and learner engagement. Finally, we summarize the findings and propose directions for futureresearch, emphasizing scalability, expanded modalities, and ethical considerations in AI-driveneducational solutions.Literature ReviewArtificial intelligence has been increasingly applied in educational settings to develop IntelligentTutoring Systems (ITS) and Adaptive Learning Systems (ALS). Early work by [1] and [2] demon-strated that personalized instruction could improve user achievement by tailoring

Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Nilanjana Raychawdhary, Auburn University; Chaohui Ren, Auburn University; Cheryl Seals, Auburn University; Sutanu Bhattacharya

Tagged Topics

Diversity, Professional Papers

, emphasize the importance ofintegrating AI ethics into educational curricula. This study builds on these methodologies by implement-ing domain-specific sentiment analysis and introducing a real-time feedback system to support personalizedlearning experiences.Aligned with these advancements, a web-based NLP platform[5] was developed for undergraduates, en-abling them to apply linguistic theories through case-based activities. This platform provides visualizationtools for tasks such as coreference resolution and word embeddings, allowing students to better understandabstract NLP processes through hands-on data manipulation. These types of interactive platforms bridgethe gap between theoretical knowledge and practical application, creating a more

Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Mostafa Batouli, The Citadel; Simon Thomas Ghanat P.E., The Citadel; Nahid Vesali P.E., The Citadel

Tagged Topics

Diversity, Professional Papers

Engineering/Surveying from University of Tehran. Dr. Batouli is a Professional Engineer (PE) registered in SC. He also received Project Management Professional (PMP) international certificate in 2020. Dr. Batouli teaches diverse range of courses in civil engineering, construction engineering, and construction/project management. As a teacher, he aims to inspire his students to think intensively and critically and to live ethically and morally. Dr. Batouli received Harry Saxe Teaching award in 2022. His previous research has resulted in more than 35 referred journal and conference publications as well as five research reports. His past research received major awards and honors including a third-place best poster award from the

Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Shenghua Wu, University of South Alabama; Min-Wook Kang, University of South Alabama; John Cleary, University of South Alabama; Lisa LaCross, University of South Alabama

Tagged Topics

Diversity, Professional Papers

lack the structured guidanceand technical proficiency necessary for success. While they are often required to write, theirpreparation may be insufficient, hindering their competence and readiness for workforcedevelopment. This pilot study introduces a 9-week intensive course designed to address this gapby providing comprehensive instruction across a range of essential topics. These include goalsetting, topic selection, the research life cycle, ethics and misconduct, AI usage (such asChatGPT), and various writing skills such as illustration, data analysis, citation, and references.A key feature of the course is the opportunity for students to write a state-of-the-art reviewpaper, guiding them through the entire process—from drafting to peer

Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Marino Nader, University of Central Florida

Tagged Topics

Diversity, Professional Papers

, DOI: 10. 1080/105112506008661663. Fask, A., Englander, F., & Wang, Z. (2014). Do online Exams Facilitate Cheating? An Experiment Designed to Separate Possible Cheating from the Effect of the Online Test Taking Environment. J Acad Ethic, 12:101–112 DOI 10.1007/s10805-014-9207-14. Charlesworth, P., Charlesworth, D.D., & Vician, C. (2006) Students’ Perspectives of the influence of Web- Enhanced Coursework on Incidences of Cheating, Journal of Chemical Education, vol. 83 No.9.5. Chegg Inc., website https://www.chegg.com, accessed on November 4th, 2024.6. ChatGPT 4o, https://chat.openai.com, accessed on November 4th, 2024.7. Coure Hero, website www.coursehero.com, accessed on November 4th, 2024.8. Nader, M

Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Saeed Rokooei, Mississippi State University; George D Ford P.E., Mississippi State University; Read Allen Robertson, Mississippi State University

Tagged Topics

Diversity, Professional Papers

over time. Also, a comparison between construction and relevant programs (e.g.,architecture, civil engineering, etc.) may highlight similarities and differences. The findingsdiscussed in this paper provide valuable insights for construction education programs andindustry stakeholders. By addressing gender-specific factors in recruitment, retention, andsupport strategies, programs can work towards creating a more diverse and inclusive learningenvironment and, ultimately, a more balanced workforce in the construction industry.References[1] T.-D. T. Nguyen, "Gender Gap in College Enrollment," Encyclopedia of Business and Professional Ethics, pp. 955-957, 2023.[2] S. Cheryan, S. A. Ziegler, A. K. Montoya and L. Jiang, "Why are some STEM fields

Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Fazil T. Najafi, University of Florida; Vani Ruchika Pabba, University of Florida; Rajarajan Subramanian, Pennsylvania State University, Harrisburg, The Capital College; Sofia M Vidalis, Pennsylvania State University, Harrisburg, The Capital College

Tagged Topics

Diversity, Professional Papers

struggles with subjective elements suchas creativity, critical thinking, and originality [6]. These limitations raise concerns about thefairness and reliability of AI in grading assignments requiring higher-order cognitive skills.Bias is another critical issue in AI grading. Since AI models are trained on existing data, theymay inadvertently replicate biases in the training datasets [4]. For instance, studies havereported disparities in grading outcomes for non-native English speakers and minority groups,raising ethical questions about the use of AI in academic assessment [11].2.4. Comparing AI and Human GradingComparative studies between AI-assisted and human grading have yielded mixed results.While some studies report high levels of agreement

Conference Session

Professional Papers

Collection

2025 ASEE Southeast Conference

Authors

Chaohui Ren, Auburn University; Cheryl Seals, Auburn University; Nilanjana Raychawdhary, Auburn University

Tagged Topics

Diversity, Professional Papers

, Analysis, and Impact Assessment2.4.1 Data CollectionThe data for this study were retrospectively collected from Canvas, the learning management sys-tem utilized for the courses. Four datasets were analyzed: two for Exam 1 (2022 Fall and 2023Spring) and two for Exam 2 (2022 Fall and 2023 Spring). These datasets contain aggregated itemanalysis reports that summarize question-level metrics such as Correct Ratio, Difficulty Index, andPoint Biserial correlations. No individual student information was included, ensuring the analysiswas entirely anonymized and ethically sound.The 2022 Fall data represent baseline student performance prior to the implementation of anyenhanced teaching strategies. In contrast, the 2023 Spring data reflect the impact of