A Human-Centred Learning Analytics Approach for Developing Contextually Scalable K-12 Teacher Dashboards

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  • Author(s): Korah Wiley (ORCID Korah Wiley (ORCID 0000-0001-5949-3506); Yannis Dimitriadis (ORCID Yannis Dimitriadis (ORCID 0000-0001-7275-2242); Marcia Linn (ORCID Marcia Linn (ORCID 0000-0003-2257-9474)
  • Language:
    English
  • Source:
    British Journal of Educational Technology. 2024 55(3):845-885.
  • Publication Date:
    2024
  • Document Type:
    Journal Articles
    Reports - Research
    Tests/Questionnaires
  • Additional Information
    • Availability:
      Wiley. Available from: John Wiley & Sons, Inc. 111 River Street, Hoboken, NJ 07030. Tel: 800-835-6770; e-mail: [email protected]; Web site: https://www.wiley.com/en-us
    • Peer Reviewed:
      Y
    • Source:
      41
    • Sponsoring Agency:
      National Science Foundation (NSF), Division of Research on Learning in Formal and Informal Settings (DRL)
    • Contract Number:
      1813713
    • Education Level:
      Early Childhood Education
      Elementary Education
      Kindergarten
      Primary Education
      Elementary Secondary Education
    • Subject Terms:
    • Accession Number:
      10.1111/bjet.13383
    • ISSN:
      0007-1013
      1467-8535
    • Abstract:
      This paper describes a Human-Centred Learning Analytics (HCLA) design approach for developing learning analytics (LA) dashboards for K-12 classrooms that maintain both contextual relevance and scalability--two goals that are often in competition. Using mixed methods, we collected observational and interview data from teacher partners and assessment data from their students' engagement with the lesson materials. This DBR-based, human-centred design process resulted in a dashboard that supported teachers in addressing their students' learning needs. To develop the dashboard features that could support teachers, we found that a design refinement process that drew on the insights of teachers with varying teaching experience, philosophies and teaching contexts strengthened the resulting outcome. The versatile nature of the approach, in terms of student learning outcomes, makes it useful for HCLA design efforts across diverse K-12 educational contexts.
    • Abstract:
      As Provided
    • Publication Date:
      2024
    • Accession Number:
      EJ1419183