ERIC Number: EJ1285352
Record Type: Journal
Publication Date: 2021-Mar
Pages: 22
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-2211-1662
EISSN: N/A
A Learning Analytics Approach to Address Heterogeneity in the Classroom: The Teachers' Diagnostic Support System
Kärner, Tobias; Warwas, Julia; Schumann, Stephan
Technology, Knowledge and Learning, v26 n1 p31-52 Mar 2021
Addressing heterogeneity in the classroom by adapting instruction to learners' needs challenges teachers in their daily work. To provide adaptive instruction in the most flexible way, teachers face the problem of assessing students' individual characteristics (learning prerequisites and learning needs) and situational states (learning experiences and learning progress) along with the characteristics of the learning environment. To support teachers in gathering and processing such multidimensional diagnostic information in class, we have developed a client-server based software prototype running on mobile devices: the Teachers' Diagnostic Support System. Following the generic educational design research process, we (1) delineate theoretical implications for system requirements drawn from a literature review, (2) describe the systems' design and technical development and (3) report the results of a usability study. We broaden our theoretical understanding of heterogeneity within school classes and establish a basis for technological interventions to improve diagnostic accuracy in adaptive instructional strategies.
Descriptors: Learning Analytics, Heterogeneous Grouping, Computer Uses in Education, Client Server Architecture, Handheld Devices, Individualized Instruction, Computer System Design, Usability, Student Evaluation, Educational Diagnosis
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Publication Type: Journal Articles; Reports - Research
Education Level: N/A
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A