Towards strengthening links between learning analytics and assessment: Challenges and potentials of a promising new bond

被引:41
|
作者
Gasevic, Dragan [1 ]
Greiff, Samuel [2 ]
Shaffer, David Williamson [3 ]
机构
[1] Monash Univ, Fac Informat Technol, Ctr Learning Analyt, Melbourne, Vic, Australia
[2] Univ Luxembourg, Inst Cognit Sci & Assessment, Esch sur Alzette, Luxembourg
[3] Univ Wisconsin Madison, Dept Educ Psychol, Madison, WI USA
基金
美国国家科学基金会; 英国经济与社会研究理事会; 澳大利亚研究理事会;
关键词
TECHNOLOGIES; COMMUNITIES; STRATEGIES; EDUCATION; ACCOUNTS;
D O I
10.1016/j.chb.2022.107304
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Learning analytics uses large amounts of data about learner interactions in digital learning environments to understand and enhance learning. Although measurement is a central dimension of learning analytics, there has thus far been little research that examines links between learning analytics and assessment. This special issue of Computers in Human Behavior highlights 11 studies that explore how links between learning analytics and assessment can be strengthened. The contributions of these studies can be broadly grouped into three categories: analytics for assessment (learning analytic approaches as forms of assessment); analytics of assessment (applications of learning analytics to answer questions about assessment practices); and validity of measurement (conceptualization of and practical approaches to assuring validity in measurement in learning analytics). The findings of these studies highlight pressing scientific and practical challenges and opportunities in the connections between learning analytics and assessment that will require interdisciplinary teams to address: task design, analysis of learning progressions, trustworthiness, and fairness - to unlock the full potential of the links between learning analytics and assessment.
引用
收藏
页数:7
相关论文
共 50 条
  • [41] Towards sustainability assessment, energy consumption, and carbon emissions in cryogenic drilling of Alloy 20: a new approach towards sustainable future and challenges
    Sivalingam, Vinothkumar
    Liu, Haochen
    Selvam, Baskaran
    Kai, Guo
    Kumar, Poongavanam Ganesh
    Gupta, Munish Kumar
    Korkmaz, Mehmet Erdi
    Sun, Jie
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2024, 131 (3-4): : 1151 - 1165
  • [42] Contemporary debates on tourism, vol 1, New challenges in tourism, case studies on the links between governance, development and sustainability
    Arias Esquivel, Blanca Leider
    ANUARIO TURISMO Y SOCIEDAD, 2019, 25 : 273 - 276
  • [43] Involvement of monocarboxylate transporters in the cross-tolerance between epilepsy and cerebral infarction: A promising choice towards new treatments
    Gao, Chen
    Li, Zhiyun
    Bai, Jie
    Wang, Ruijuan
    Gao, Lingyi
    NEUROSCIENCE LETTERS, 2019, 707
  • [44] Meeting the new challenges of schools of public health: from three cycle education towards life long learning
    Brand, H.
    EUROPEAN JOURNAL OF PUBLIC HEALTH, 2010, 20 : 20 - 20
  • [45] Deep learning-based algorithm for postoperative glioblastoma MRI segmentation: a promising new tool for tumor burden assessment
    Bianconi, Andrea
    Rossi, Luca Francesco
    Bonada, Marta
    Zeppa, Pietro
    Nico, Elsa
    De Marco, Raffaele
    Lacroce, Paola
    Cofano, Fabio
    Bruno, Francesco
    Morana, Giovanni
    Melcarne, Antonio
    Ruda, Roberta
    Mainardi, Luca
    Fiaschi, Pietro
    Garbossa, Diego
    Morra, Lia
    BRAIN INFORMATICS, 2023, 10 (01)
  • [46] Towards developmental self-assessment in the visual arts: Supporting new ways of artistic learning in school
    Schonau, Diederik W.
    INTERNATIONAL JOURNAL OF EDUCATION THROUGH ART, 2012, 8 (01) : 49 - 58
  • [47] The origins and evolution of links between word learning and conceptual organization: new evidence from 11-month-olds
    Waxman, S
    Booth, A
    DEVELOPMENTAL SCIENCE, 2003, 6 (02) : 128 - 135
  • [48] Towards a new model of EU-China innovation cooperation: Bridging missing links between international university collaboration and international industry collaboration
    Cai, Yuzhuo
    TECHNOVATION, 2023, 119
  • [50] Modeling challenges for Industry 4.0 implementation in new energy systems towards carbon neutrality: Implications for impact assessment policy and practice in emerging economies
    Moktadir, Md. Abdul
    Ren, Jingzheng
    RESOURCES CONSERVATION AND RECYCLING, 2023, 199