دورية أكاديمية

Interaction Map: A Visualization Tool for Personalized Learning Based on Assessment Data

التفاصيل البيبلوغرافية
العنوان: Interaction Map: A Visualization Tool for Personalized Learning Based on Assessment Data
المؤلفون: Eric Ho, Minjeong Jeon
المصدر: Psych, Vol 5, Iss 4, Pp 1140-1155 (2023)
بيانات النشر: MDPI AG, 2023.
سنة النشر: 2023
المجموعة: LCC:Psychology
مصطلحات موضوعية: latent space item response models, educational assessment, visualization tool, personalized learning, interaction map, individual profiles, Psychology, BF1-990
الوصف: Personalized learning is the shaping of instruction to meet students’ needs to support student learning and improve learning outcomes. While it has received increasing attention in education, limited resources are available to help educators properly leverage assessment data to foster personalized learning. Motivated by this need, we introduce a new visualization tool, the interaction map, to foster personalized learning based on assessment data. The interaction map approach is engineered by the latent space item response model, a recent development in assessment data-leveraging social network analysis methodologies. In the interaction map, students and test items are mapped into a two-dimensional geometric space, in which their distances tell us about the student’s strengths and weaknesses with individual or groups of test items given their overall ability levels. Student profiles can be generated based on these distances to display individual student strengths and weaknesses. Finally, we introduce a user-friendly, free web-based software IntMap in which users can upload their own assessment data and view the customizable interaction map and student profiles based on settings that users can adjust. We illustrate the use of the software with an educational assessment example.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2624-8611
Relation: https://www.mdpi.com/2624-8611/5/4/76; https://doaj.org/toc/2624-8611
DOI: 10.3390/psych5040076
URL الوصول: https://doaj.org/article/c06302a4eb4049548063c0a5f20f5b11
رقم الأكسشن: edsdoj.06302a4eb4049548063c0a5f20f5b11
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:26248611
DOI:10.3390/psych5040076