Learning analytics: a systematic literature review

被引:0
|
作者
Gil Vera, Victor Daniel [1 ]
机构
[1] Univ Catolica Luis Amigo, Medellin, Colombia
来源
CUADERNO ACTIVA | 2018年 / 10期
关键词
learning analytics; learning to learn; lifelong learning; multimodal learning analytics; data exchange;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
the majority of algorithms used in the data analysis are designed according to the capacities of power and flexibility rather than for its simplicity and are too complex to use in the educational context. The objective of this paper is to present a literature review on the learning analytics in higher education: problems, limitations, techniques and tools used. The systematic literature review methodology was used to answer three research questions on the basis of scientific publications. This paper concludes that it must implement, adapt or develop algorithms for the educational context and must be build tools for the analysis of educational data with intuitive interfaces and easy to use.
引用
收藏
页码:15 / 26
页数:12
相关论文
共 50 条
  • [1] Learning Analytics in Formative Assessment: A Systematic Literature Review
    Zhang, Ke
    Yilmaz, Ramazan
    Ustun, Ahmet Berk
    Karaoglan Yilmaz, Fatma Gizem
    [J]. JOURNAL OF MEASUREMENT AND EVALUATION IN EDUCATION AND PSYCHOLOGY-EPOD, 2023, 14 : 382 - 395
  • [2] Learning Analytics in Serious Games: a systematic review of literature
    Maris Massa, Stella
    Kuhn, Franco D.
    [J]. 2018 IEEE BIENNIAL CONGRESS OF ARGENTINA (ARGENCON), 2018,
  • [3] Learning Analytics for Learning Design: A Systematic Literature Review of Analytics-Driven Design to Enhance Learning
    Mangaroska, Katerina
    Giannakos, Michail
    [J]. IEEE TRANSACTIONS ON LEARNING TECHNOLOGIES, 2019, 12 (04): : 516 - 534
  • [4] Applications of Learning Analytics in High Schools: A Systematic Literature Review
    de Sousa, Erverson B. G.
    Alexandre, Bruno
    Mello, Rafael Ferreira
    Falcao, Taciana Pontual
    Vesin, Boban
    Gasevic, Dragan
    [J]. FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2021, 4
  • [5] Learning Analytics to Support Teaching Skills: A Systematic Literature Review
    Oliva-Cordova, Luis Magdiel
    Garcia-Cabot, Antonio
    Amado-Salvatierra, Hector R.
    [J]. IEEE ACCESS, 2021, 9 : 58351 - 58363
  • [6] Learning analytics for online game-Based learning: a systematic literature review
    Banihashem, Seyyed Kazem
    Dehghanzadeh, Hojjat
    Clark, Douglas
    Noroozi, Omid
    Biemans, Harm J. A.
    [J]. BEHAVIOUR & INFORMATION TECHNOLOGY, 2024, 43 (12) : 2689 - 2716
  • [7] Where Is the Learning in Learning Analytics? A Systematic Literature Review to Identify Measures of Affected Learning
    Knobbout, Justian
    van der Stappen, Esther
    [J]. LIFELONG TECHNOLOGY-ENHANCED LEARNING, EC-TEL 2018, 2018, 11082 : 88 - 100
  • [8] Application of Learning Analytics in a Remote Lab Context: A Systematic Literature Review
    Tulha, Carinna Nunes
    De Carvalho, Marco Antonio Garcia
    De Castro, Leandro Nunes
    [J]. International Journal of Engineering Education, 2022, 38 (5 A) : 1340 - 1353
  • [9] Learning analytics in virtual laboratories: a systematic literature review of empirical research
    Elmoazen, Ramy
    Saqr, Mohammed
    Khalil, Mohammad
    Wasson, Barbara
    [J]. SMART LEARNING ENVIRONMENTS, 2023, 10 (01)
  • [10] Application of Learning Analytics in a Remote Lab Context: A Systematic Literature Review
    Tulha, Carinna Nunes
    De Carvalho, Marco Antonio Garcia
    De Castro, Leandro Nunes
    [J]. INTERNATIONAL JOURNAL OF ENGINEERING EDUCATION, 2022, 38 (05) : 1340 - 1353