Analytics for Supporting Teaching Success in Higher Education: A Systematic Review

被引:0
|
作者
Ifenthaler, Dirk [1 ]
Yau, Jane Yin-Kim [2 ]
机构
[1] Univ Mannheim, Learning Design & Technol, Mannheim, Germany
[2] Univ Mannheim, DIPF Leibniz Inst Res & Informat Educ, Mannheim, Germany
关键词
teacher; learning analytics; systematic review; higher education; APPLYING LEARNING ANALYTICS;
D O I
10.1109/EDUCON52537.2022.9766734
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Learning analytics are utilized to support learners' educational needs as well as to enhance their study success, for example, via the use of real-time prompts, motivational dashboards, and appropriate learning interventions, which have been shown to increase students' academic performance as well as their course retention rates. Yet, the perspective of higher education teachers in utilizing analytics to help analyze, reflect on, and improve their teaching design prior to delivery as well as to monitor and measure how the students engaged with their learning processes has been less recognized. In this paper, we present the results of a systematic review conducted from higher education teachers' perspective concerning how analytics can be deployed to adapt the curriculum to suit better students' educational needs in order to increase their study success. Thirty-five key studies were identified showing that analytics have been successful in influencing positively study success via teachers' academic curriculum intervention. Specifically, via analytics, higher education teachers could rapidly visualize common course pathways and identify any difficulties students experienced in real-time in order to increase their learning experiences and outcomes.
引用
收藏
页码:1721 / 1727
页数:7
相关论文
共 50 条
  • [1] Utilising learning analytics to support study success in higher education: a systematic review
    Ifenthaler, Dirk
    Yau, Jane Yin-Kim
    [J]. ETR&D-EDUCATIONAL TECHNOLOGY RESEARCH AND DEVELOPMENT, 2020, 68 (04): : 1961 - 1990
  • [2] Utilising learning analytics to support study success in higher education: a systematic review
    Dirk Ifenthaler
    Jane Yin-Kim Yau
    [J]. Educational Technology Research and Development, 2020, 68 : 1961 - 1990
  • [3] The efficacy of learning analytics interventions in higher education: A systematic review
    Sonderlund, Anders Larrabee
    Hughes, Emily
    Smith, Joanne
    [J]. BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2019, 50 (05) : 2594 - 2618
  • [4] Curriculum analytics in higher education institutions: a systematic literature review
    De Silva, Liyanachchi Mahesha Harshani
    Rodriguez-Triana, Maria Jesus
    Chounta, Irene-Angelica
    Pishtari, Gerti
    [J]. JOURNAL OF COMPUTING IN HIGHER EDUCATION, 2024,
  • [5] Methods of teaching for the education of engineers in higher education: a systematic review
    Pereira, Caroline Subira
    dos Santos Junior, Guatacara
    [J]. LAPLAGE EM REVISTA, 2018, 4 (03): : 180 - 189
  • [6] Peer review of teaching in Australian higher education: a systematic review
    Johnston, Alexandra L.
    Baik, Chi
    Chester, Andrea
    [J]. HIGHER EDUCATION RESEARCH & DEVELOPMENT, 2022, 41 (02) : 390 - 404
  • [7] A systematic review of volcanology learning and teaching in higher education
    Dohaney, Jacqueline
    Jolley, Alison
    Kennedy, Ben
    Watson, Alex
    [J]. VOLCANICA, 2023, 6 (02): : 221 - 252
  • [8] Teaching and Learning in Interdisciplinary Higher Education: A Systematic Review
    Elisabeth J. H. Spelt
    Harm J. A. Biemans
    Hilde Tobi
    Pieternel A. Luning
    Martin Mulder
    [J]. Educational Psychology Review, 2009, 21 : 365 - 378
  • [9] Digital Teaching Competence in Higher Education: A Systematic Review
    Fernandez-Batanero, Jose Maria
    Roman-Gravan, Pedro
    Montenegro-Rueda, Marta
    Lopez-Meneses, Eloy
    Fernandez-Cerero, Jose
    [J]. EDUCATION SCIENCES, 2021, 11 (11):
  • [10] Teaching and Learning in Interdisciplinary Higher Education: A Systematic Review
    Spelt, Elisabeth J. H.
    Biemans, Harm J. A.
    Tobi, Hilde
    Luning, Pieternel A.
    Mulder, Martin
    [J]. EDUCATIONAL PSYCHOLOGY REVIEW, 2009, 21 (04) : 365 - 378