Learning-centred translucence: an approach to understand how teachers talk about classroom data.

Rita Prestigiacomo, Roger Hadgraft, Jane Hunter, Lori Lockyer, Simon Knight, Elise van den Hoven, Roberto Martínez Maldonado

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    12 Citations (Scopus)

    Abstract

    Teachers are increasingly being encouraged to embrace evidencebased practices. Learning analytics (LA) offer great promise in supporting these by providing evidence for teachers and learners to make informed decisions and transform the educational experience. However, LA limitations and their uptake by educators are coming under critical scrutiny. This is in part due to the lack of involvement of teachers and learners in the design of LA tools. In this paper, we propose a human-centred approach to generate understanding of teachers' data needs through the lens of three key principles of translucence: visibility, awareness and accountability. We illustrate our approach through a participatory design sprint to identify how teachers talk about classroom data. We describe teachers' perspectives on the evidence they need for making better-informed decisions and discuss the implications of our approach for the design of human-centred LA in the next years.

    Original languageEnglish
    Title of host publicationLAK 2020 Conference Proceedings - Celebrating 10 years of LAK
    Subtitle of host publicationShaping the Future of the Field - 10th International Conference on Learning Analytics and Knowledge
    Pages100-105
    Number of pages6
    ISBN (Electronic)9781450377126
    DOIs
    Publication statusPublished - 23 Mar 2020

    Publication series

    NameACM International Conference Proceeding Series

    Bibliographical note

    DBLP License: DBLP's bibliographic metadata records provided through http://dblp.org/ are distributed under a Creative Commons CC0 1.0 Universal Public Domain Dedication. Although the bibliographic metadata records are provided consistent with CC0 1.0 Dedication, the content described by the metadata records is not. Content may be subject to copyright, rights of privacy, rights of publicity and other restrictions.

    Keywords

    • Evidence-based decision-making
    • Human-centred design

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