Learning Analytics Dashboard for Motivation and Performance

被引:16
|
作者
Fleur, Damien S. [1 ,2 ]
van den Bos, Wouter [2 ,3 ]
Bredeweg, Bert [1 ,4 ]
机构
[1] Univ Amsterdam, Informat Inst, Amsterdam, Netherlands
[2] Univ Amsterdam, Dept Psychol, Amsterdam, Netherlands
[3] Max Planck Inst Human Dev, Ctr Adapt Rational, Berlin, Germany
[4] Amsterdam Univ Appl Sci, Amsterdam, Netherlands
来源
关键词
Learning Analytics; Motivation; Social comparison; Goal orientation; ACHIEVEMENT; NOVELTY;
D O I
10.1007/978-3-030-49663-0_51
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Deploying Learning Analytics that significantly improve learning outcomes remains a challenge. Motivation has been found to be related to academic achievement and is argued to play an essential role in efficient learning. We developed a Learning Analytics dashboard and designed an intervention that relies on goal orientation and social comparison. Subjects can see a prediction of their final grade in a course as well as how they perform in comparison to classmates with similar goal grades. Those with access to the dashboard ended up more motivated than those without access, outperformed their peers as the course progressed and achieved higher final grades. Our results indicate that learner-oriented dashboards are technically feasible and may have tangible benefits for learners.
引用
收藏
页码:411 / 419
页数:9
相关论文
共 50 条
  • [41] Investigating Learners' Perception of Learning Analytics Dashboard to Improve Learning Interaction in Online Learning System
    Ulfa, Saida
    Fattawi, Izzull
    Surahman, Ence
    Yusuke, Hayashi
    2019 5TH INTERNATIONAL CONFERENCE ON EDUCATION AND TECHNOLOGY (ICET), 2019, : 49 - 54
  • [42] Designing a Human-centred Learning Analytics Dashboard In-use
    Alfredo, Riordan
    Echeverria, Vanessa
    Zhao, Linxuan
    Lawrence, Luettamae
    Fan, Jie Xiang
    Yan, Lixiang
    Li, Xinyu
    Swiecki, Zachari
    Gasevic, Dragan
    Martinez-Maldonado, Roberto
    JOURNAL OF LEARNING ANALYTICS, 2024, 11 (03):
  • [43] Designing in Context: Reaching Beyond Usability in Learning Analytics Dashboard Design
    Ahn, June
    Campos, Fabio
    Hays, Maria
    DiGiacombo, Daniela
    JOURNAL OF LEARNING ANALYTICS, 2019, 6 (02): : 70 - 85
  • [44] Towards a Learning Analytics Dashboard for Collaborative Conversational Agent Activities in MOOCs
    Tegos, Stergios
    Tsiatsos, Thrasyvoulos
    Psathas, Georgios
    Demetriadis, Stavros
    INTERNET OF THINGS, INFRASTRUCTURES AND MOBILE APPLICATIONS, 2021, 1192 : 693 - 704
  • [45] THE DESIGN OF A LEARNING ANALYTICS DASHBOARD: EDUOPEN MOOC PLATFORM REDEFINITION PROCEDURES
    Dipace, Anna
    Fazlagic, Bojan
    Minerva, Tommaso
    JOURNAL OF E-LEARNING AND KNOWLEDGE SOCIETY, 2019, 15 (03): : 29 - 47
  • [46] Advanced Gaze Analytics Dashboard
    Jayawardena, Gavindya
    Ashok, Vikas
    Jayarathna, Sampath
    2024 IEEE INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION FOR DATA SCIENCE, IRI 2024, 2024, : 114 - 119
  • [47] Evaluation of a Data-To-Text System for Verbalizing a Learning Analytics Dashboard
    Ramos-Soto, Alejandro
    Vazquez-Barreiros, Borja
    Bugarin, Alberto
    Gewerc, Adriana
    Barro, Senen
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2017, 32 (02) : 177 - 193
  • [48] Learning Analytics Dashboard for Educators: Proposed Project to Design with Pedagogical Background
    Sapsai, Iryna
    Valencia, Yeimy
    Abke, Joerg
    PROCEEDINGS OF THE 5TH EUROPEAN CONFERENCE ON SOFTWARE ENGINEERING EDUCATION, ECSEE 2023, 2023, : 38 - 47
  • [49] Student-facing Learning Analytics Dashboard: Profiles of Student Use
    Eickholt, Jesse
    Weible, Jennifer L.
    Teasley, Stephanie D.
    2022 IEEE FRONTIERS IN EDUCATION CONFERENCE, FIE, 2022,
  • [50] Towards developing a learning analytics dashboard for a massive online robotics competition
    Kodumuru, Saketh
    Lucas, Brendan
    Sabanwar, Vivek
    Patil, Sachin
    Avudiappan, Deepa
    Parikh, Parth
    Arya, Kavi
    PROCEEDINGS OF THE 2022 IEEE GLOBAL ENGINEERING EDUCATION CONFERENCE (EDUCON 2022), 2022, : 1020 - 1025