Learning analytics in higher education: a preponderance of analytics but very little learning?

被引:41
|
作者
Guzman-Valenzuela, Carolina [1 ]
Gomez-Gonzalez, Carolina [1 ]
Rojas-Murphy Tagle, Andres [2 ]
Lorca-Vyhmeister, Alejandro [3 ]
机构
[1] Univ Tarapaca, Fac Educ & Humanidades, Arica, Chile
[2] Univ Chile, Santiago, Chile
[3] Univ Valparaiso, Valparaiso, Chile
关键词
Learning analytics; Higher education; Challenges; Learning; PRIVACY PRINCIPLES; OPPORTUNITIES;
D O I
10.1186/s41239-021-00258-x
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
In a context where learning mediated by technology has gained prominence in higher education, learning analytics has become a powerful tool to collect and analyse data with the aim of improving students' learning. However, learning analytics is part of a young community and its developments deserve further exploration. Some critical stances claim that learning analytics tends to underplay the complexity of teaching-learning processes. By means of both a bibliometric and a content analysis, this paper examines the publication patterns on learning analytics in higher education and their main challenges. 385 papers that were published in WoScc and SciELO indexes between 2013 and 2019 were identified and analysed. Learning analytics is a vibrant and fast-developing community. However, it continues to face multiple and complex challenges, especially regarding students' learning and their implications. The paper concludes by distinguishing between a practice-based and management-oriented community of learning analytics and an academic-oriented community. Within both communities, though, it seems that the focus is more on analytics than on learning.
引用
收藏
页数:19
相关论文
共 50 条
  • [41] Learning Analytics Frameworks: A Review of Challenges and Practices in Higher Education
    Kekez, Ivan
    Simic, Diana
    [J]. CENTRAL EUROPEAN CONFERENCE ON INFORMATION AND INTELLIGENT SYSTEMS, CECIIS, 2023, : 231 - 238
  • [42] Predictive Learning Analytics in Higher Education: Factors, Methods and Challenges
    Al-Tameemi, Ghaith
    Xue, James
    Ajit, Suraj
    Kanakis, Triantafyllos
    Hadi, Israa
    [J]. PROCEEDINGS OF THE 2020 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING AND COMMUNICATION ENGINEERING (ICACCE-2020), 2020,
  • [43] Reforming higher education with ePortfolio implementation, enhanced by learning analytics
    Pospisilova, Linda
    Rohlikova, Lucie
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2023, 138
  • [44] Briefing and Geovisualizing on International Practices of Learning Analytics in Higher Education
    Ueda, Hiroshi
    Ho Tan Nguyen
    Bui, Huyen T. T.
    Thuy Thi Thu Tran
    Hatakeyama, Hisashi
    Hasnine, Mohammad Nehal
    [J]. IEEE 21ST INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES (ICALT 2021), 2021, : 342 - 344
  • [45] Improving Blended Learning in Higher Education through the Synergy between Learning Design and Learning Analytics
    Jayashanka, Rangana
    Hewagamage, K. P.
    Hettiarachchi, Enosha
    [J]. 2018 IEEE 18TH INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES (ICALT 2018), 2018, : 227 - 228
  • [46] How Students Use Learning Analytics Dashboards in Higher Education: A Learning Performance Perspective
    Chen, Li
    Geng, Xuewang
    Lu, Min
    Shimada, Atsushi
    Yamada, Masanori
    [J]. SAGE OPEN, 2023, 13 (03):
  • [47] Student Attitudes toward Learning Analytics in Higher Education: "The Fitbit Version of the Learning World"
    Roberts, Lynne D.
    Howell, Joel A.
    Seaman, Kristen
    Gibson, David C.
    [J]. FRONTIERS IN PSYCHOLOGY, 2016, 7
  • [48] Learning analytics driven improvements in learning design in higher education: A systematic literature review
    Drugova, Elena
    Zhuravleva, Irina
    Zakharova, Ulyana
    Latipov, Adel
    [J]. JOURNAL OF COMPUTER ASSISTED LEARNING, 2024, 40 (02) : 510 - 524
  • [49] Big Data Analytics in Higher Education: A New Adaptive Learning Analytics Model Integrating Traditional Approaches
    Bellaj, Mohamed
    Dahmane, Ahmed Ben
    Boudra, Said
    Sefian, Mohammed Lamarti
    [J]. International Journal of Interactive Mobile Technologies, 2024, 18 (06): : 24 - 39
  • [50] Social Learning Analytics in Higher Education. An experience at the Primary Education stage
    José Javier Díaz-Lázaro
    Isabel M. Solano Fernández
    María del Mar Sánchez Vera
    [J]. Journal of New Approaches in Educational Research, 2017, 6 (2) : 119 - 126