Community Learning Analytics - Challenges and Opportunities

被引:0
|
作者
Klamma, Ralf [1 ]
机构
[1] Rhein Westfal TH Aachen, ACIS, D-52056 Aachen, Germany
关键词
learning analytics; community learning analytics; visual analytics; community of practice; expert identification; overlapping community detection; SYSTEMS; NETWORK;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Learning Analytics has become a major research area recently. In particular learning institutions seek ways to collect, manage, analyze and exploit data from learners and instructors for the facilitation of formal learning processes. However, in the world of informal learning at the workplace, knowledge gained from formal learning analytics is only applicable on a commodity level. Since professional communities need learning support beyond this level, we need a deep understanding of interactions between learners and other entities in community-regulated learning processes - a conceptual extension of self-regulated learning processes. In this paper, we discuss scaling challenges for community learning analytics, give both conceptual and technical solutions, and report experiences from ongoing research in this area.
引用
收藏
页码:284 / 293
页数:10
相关论文
共 50 条
  • [1] Opportunities and Challenges in Using Learning Analytics in Learning Design
    Schmitz, Marcel
    van Limbeek, Evelien
    Greller, Wolfgang
    Sloep, Peter
    Drachsler, Hendrik
    [J]. DATA DRIVEN APPROACHES IN DIGITAL EDUCATION, 2017, 10474 : 209 - 223
  • [2] Complexity leadership in learning analytics: Drivers, challenges and opportunities
    Tsai, Yi-Shan
    Poquet, Oleksandra
    Gasevic, Dragan
    Dawson, Shane
    Pardo, Abelardo
    [J]. BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2019, 50 (06) : 2839 - 2854
  • [3] From Analysis to Improvement: Challenges and Opportunities for Learning Analytics
    Guenaga, Mariluz
    Garaizar, Pablo
    [J]. IEEE REVISTA IBEROAMERICANA DE TECNOLOGIAS DEL APRENDIZAJE-IEEE RITA, 2016, 11 (03): : 146 - 147
  • [4] Generative Artificial Intelligence in Learning Analytics: Contextualising Opportunities and Challenges through the Learning Analytics Cycle
    Yan, Lixiang
    Martinez-Maldonado, Roberto
    Gasevic, Dragan
    [J]. FOURTEENTH INTERNATIONAL CONFERENCE ON LEARNING ANALYTICS & KNOWLEDGE, LAK 2024, 2024, : 101 - 111
  • [5] Advanced analytics: opportunities and challenges
    Bose, Ranjit
    [J]. INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2009, 109 (1-2) : 155 - 172
  • [6] Federated Analytics: Opportunities and Challenges
    Wang, Dan
    Shi, Siping
    Zhu, Yifei
    Han, Zhu
    [J]. IEEE NETWORK, 2022, 36 (01): : 151 - 158
  • [7] Software Analytics: Challenges and Opportunities
    Guerrouj, Latifa
    Baysal, Olga
    Lo, David
    Khomh, Foutse
    [J]. 2016 IEEE/ACM 38TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING COMPANION (ICSE-C), 2016, : 902 - 903
  • [8] A review of learning analytics opportunities and challenges for K-12 education
    Paolucci, Catherine
    Vancini, Sam
    Bex II, Richard T.
    Cavanaugh, Catherine
    Salama, Christine
    de Araujo, Zandra
    [J]. HELIYON, 2024, 10 (04)
  • [9] Data privacy on the African continent: Opportunities, challenges and implications for learning analytics
    Prinsloo, Paul
    Kaliisa, Rogers
    [J]. BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2022, 53 (04) : 894 - 913
  • [10] E-Learning: Challenges and Research Opportunities Using Machine Learning & Data Analytics
    Moubayed, Abdallah
    Injadat, Mohammadnoor
    Nassif, Ali Bou
    Lutfiyya, Hanan
    Shami, Abdallah
    [J]. IEEE ACCESS, 2018, 6 : 39117 - 39138