دورية أكاديمية
Development of an Intelligent Tutoring System That Assesses Internal Visualization Skills in Engineering Using Multimodal Triangulation
العنوان: | Development of an Intelligent Tutoring System That Assesses Internal Visualization Skills in Engineering Using Multimodal Triangulation |
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اللغة: | English |
المؤلفون: | Hanall Sung (ORCID |
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 |
تدمد: | 1939-1382 |
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DOI: | 10.1109/TLT.2024.3396393 |