دورية أكاديمية

Development of an Intelligent Tutoring System That Assesses Internal Visualization Skills in Engineering Using Multimodal Triangulation

التفاصيل البيبلوغرافية
العنوان: Development of an Intelligent Tutoring System That Assesses Internal Visualization Skills in Engineering Using Multimodal Triangulation
اللغة: English
المؤلفون: Hanall Sung (ORCID 0000-0001-9076-3762), Martina A. Rau (ORCID 0000-0001-7204-3403), Barry D. Van Veen
المصدر: IEEE Transactions on Learning Technologies. 2024 17:1625-1638.
الإتاحة: Institute of Electrical and Electronics Engineers, Inc. 445 Hoes Lane, Piscataway, NJ 08854. Tel: 732-981-0060; Web site: http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4620076
Peer Reviewed: Y
Page Count: 14
تاريخ النشر: 2024
Sponsoring Agency: National Science Foundation (NSF), Division of Undergraduate Education (DUE)
Contract Number: 1933078
نوع الوثيقة: Journal Articles
Reports - Research
Descriptors: Intelligent Tutoring Systems, Visualization, Measures (Individuals), Educational Development, Mixed Methods Research, Engineering Education, Informal Assessment, Science Instruction, Educational Research, STEM Education, Cognitive Ability, Student Characteristics
DOI: 10.1109/TLT.2024.3396393
تدمد: 1939-1382
مستخلص: In many science, technology, engineering, and mathematics (STEM) domains, instruction on foundational concepts heavily relies on visuals. Instructors often assume that students can mentally visualize concepts but students often struggle with internal visualization skills--the ability to mentally visualize information. In order to address this issue, we developed a formal, as well as an informal assessment of students' internal visualization skills in the context of engineering instruction. To validate the assessments, we used data triangulation methods. We drew on data from two separate studies conducted in a small-scale lab experiment and in a larger-scale classroom context. Our studies demonstrate that an intelligent tutoring system with interactive visual representations can serve as an informal assessment of students' internal visualization skills, predicting their performance on a formal assessment of these skills. Our study enriches methodological and theoretical underpinnings in educational research and practices in multiple ways: it contributes to research methodologies by illustrating how multimodal triangulation can be used for test development, theories of learning by offering pathways to assessing internal visualization skills that are not directly observable, and instructional practices in STEM education by enabling instructors to determine when and where they should provide additional scaffoldings.
Abstractor: As Provided
Entry Date: 2024
رقم الأكسشن: EJ1426584
قاعدة البيانات: ERIC
الوصف
تدمد:1939-1382
DOI:10.1109/TLT.2024.3396393