A Systematic Review of Learning Analytics- Incorporated Instructional Interventions on Learning Management Systems

被引:0
|
作者
Pan, Zilong [1 ]
Biegley, Lauren [1 ]
Taylor, Allen [2 ]
Zheng, Hua [3 ]
机构
[1] Lehigh Univ, A-107 Iacocca Hall,111 Res Dr, Bethlehem, PA 18015 USA
[2] Lehigh Univ, Iacocca Hall,111 Res Dr, Bethlehem, PA 18015 USA
[3] Charles R Drew Univ, Off Acad Affairs, 1731 E 120th St, Los Angeles, CA 90059 USA
来源
JOURNAL OF LEARNING ANALYTICS | 2024年 / 11卷 / 02期
关键词
Learning management system; learning analytics interventions; instructional interventions; systematic review; DASHBOARD; TEACHERS; PERFORMANCE; PATTERNS; CONTEXT; MOODLE;
D O I
10.18608/jla.2023.8093
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The learning management system (LMS) is widely used in educational settings to support teaching and learning practices. The usage log data, generated by both learners and instructors, enables the development and implementation of learning analytics (LA) interventions aimed at facilitating teaching and learning activities. To examine the current status of the development and empirical impacts of learning analytics-incorporated interventions within LMSs on improving teaching and learning practices, we conducted a systematic review that examined 27 articles published from 2012 through 2023. The outcomes of this review provided valuable insights into the design and development of learning analytics-incorporated interventions implemented on LMSs and empirical evidence of the impacts of these interventions, along with implications to inform future design and applications.
引用
收藏
页数:24
相关论文
共 50 条
  • [21] Where Is the Learning in Learning Analytics? A Systematic Literature Review to Identify Measures of Affected Learning
    Knobbout, Justian
    van der Stappen, Esther
    LIFELONG TECHNOLOGY-ENHANCED LEARNING, EC-TEL 2018, 2018, 11082 : 88 - 100
  • [22] Naturalistic Instructional Approaches in Early Learning: A Systematic Review
    Snyder, Patricia A.
    Rakap, Salih
    Hemmeter, Mary Louise
    McLaughlin, Tara W.
    Sandall, Susan
    McLean, Mary E.
    JOURNAL OF EARLY INTERVENTION, 2015, 37 (01) : 69 - 97
  • [23] Learning analytics in distance education: A systematic review study
    Palanci, Abdulkadir
    Yilmaz, Rabia Meryem
    Turan, Zeynep
    EDUCATION AND INFORMATION TECHNOLOGIES, 2024, : 22629 - 22650
  • [24] Multimodal Data Fusion in Learning Analytics: A Systematic Review
    Mu, Su
    Cui, Meng
    Huang, Xiaodi
    SENSORS, 2020, 20 (23) : 1 - 27
  • [25] Learning Analytics in Supporting Student Agency: A Systematic Review
    Hooshyar, Danial
    Tammets, Kairit
    Ley, Tobias
    Aus, Kati
    Kollom, Kaire
    SUSTAINABILITY, 2023, 15 (18)
  • [26] Learning Analytics in Formative Assessment: A Systematic Literature Review
    Zhang, Ke
    Yilmaz, Ramazan
    Ustun, Ahmet Berk
    Karaoglan Yilmaz, Fatma Gizem
    JOURNAL OF MEASUREMENT AND EVALUATION IN EDUCATION AND PSYCHOLOGY-EPOD, 2023, 14 : 382 - 395
  • [27] Learning Analytics in Serious Games: a systematic review of literature
    Maris Massa, Stella
    Kuhn, Franco D.
    2018 IEEE BIENNIAL CONGRESS OF ARGENTINA (ARGENCON), 2018,
  • [28] Instructional strategies used in direct AAC interventions with children to support graphic symbol learning: A systematic review
    Lynch, Yvonne
    McCleary, Muireann
    Smith, Martine
    CHILD LANGUAGE TEACHING & THERAPY, 2018, 34 (01): : 23 - 36
  • [29] Learning analytics for online game-Based learning: a systematic literature review
    Banihashem, Seyyed Kazem
    Dehghanzadeh, Hojjat
    Clark, Douglas
    Noroozi, Omid
    Biemans, Harm J. A.
    BEHAVIOUR & INFORMATION TECHNOLOGY, 2024, 43 (12) : 2689 - 2716
  • [30] A Systematic Review of Studies on Predicting Student Learning Outcomes Using Learning Analytics
    Hu, Xiao
    Cheong, Christy W. L.
    Ding, Wenwen
    Woo, Michelle
    SEVENTH INTERNATIONAL LEARNING ANALYTICS & KNOWLEDGE CONFERENCE (LAK'17), 2017, : 528 - 529