Learning analytics for online game-Based learning: a systematic literature review

被引:15
|
作者
Banihashem, Seyyed Kazem [1 ,2 ,6 ]
Dehghanzadeh, Hojjat [3 ]
Clark, Douglas [4 ]
Noroozi, Omid [2 ,5 ]
Biemans, Harm J. A. [4 ]
机构
[1] Open Univ, Dept Online Learning & Instruct, Heerlen, Netherlands
[2] Wageningen Univ & Res, Educ & Learning Sci Grp, Wageningen, Netherlands
[3] Urmia Univ, Fac Literature & Humanities, Educ Sci Dept, Orumiyeh, Iran
[4] Calgary Univ, Sch Educ, Calgary, AB, Canada
[5] Univ Alabama, Dept Educ Leadership Policy & Technol Studies, Tuscaloosa, AL USA
[6] Wageningen Univ & Res, Educ & Learning Sci Grp, Plantsoen 46, Wageningen, Netherlands
关键词
Conceptual framework; higher education; game-based learning; learning analytics; systematic review; SERIOUS GAMES; HIGHER-EDUCATION; EMPIRICAL-EVIDENCE; STUDENTS; PERFORMANCE; ENGAGEMENT; MOTIVATION; IMPLEMENTATION; CHALLENGES; FRAMEWORK;
D O I
10.1080/0144929X.2023.2255301
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Game-based learning researchers have been investigating various means to maximise learning in educational games. One promising venue in recent years has been the use of learning analytics in online game-based learning environments. However, little is known about how different elements of learning analytics (e.g. data types, techniques methods, and stakeholders) contribute to game-based learning practices within online learning environments. There is a need for a comprehensive review to bridge this gap. In this systematic review, we examined the related literature in five major international databases including Web of Science, Scopus, ERIC, IEEE, and compiled Proceedings of the International Conference on Learning Analytics and Knowledge. Twenty relevant publications were identified and analysed. The analysis was conducted using four core elements of learning analytics, namely the types of data that the system collects (what), the methods used for performing analytics (how), the reasons the system captures, analyzes, and reports data (why), and the recipients of the analytics (who). This study synthesises the existing literature, provides a conceptual framework as to how learning analytics can enhance online game-based learning practices in higher education, and sets the agenda for future research.
引用
收藏
页码:2689 / 2716
页数:28
相关论文
共 50 条
  • [1] Game-based features in intelligent game-based learning environments: a systematic literature review
    Sun, Liping
    Kangas, Marjaana
    Ruokamo, Heli
    INTERACTIVE LEARNING ENVIRONMENTS, 2024, 32 (07) : 3431 - 3447
  • [2] A Systematic Literature Review of Game-Based Learning and Safety Management
    Kanade, Sameeran G.
    Duffy, Vincent G.
    DIGITAL HUMAN MODELING AND APPLICATIONS IN HEALTH, SAFETY, ERGONOMICS AND RISK MANAGEMENT. HUMAN COMMUNICATION, ORGANIZATION AND WORK, DHM 2020, PT II, 2020, 12199 : 365 - 377
  • [3] Analytics for Game-Based Learning
    Kim, Yoon Jeon
    Valiente, Jose A. Ruiperez
    Ifenthaler, Dirk
    Harpstead, Erik
    Rowe, Elizabeth
    JOURNAL OF LEARNING ANALYTICS, 2022, 9 (03): : 8 - 10
  • [4] Multimodal learning analytics for game-based learning
    Emerson, Andrew
    Cloude, Elizabeth B.
    Azevedo, Roger
    Lester, James
    BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2020, 51 (05) : 1505 - 1526
  • [5] A Systematic Literature Review on Organizational Training Using Game-Based Learning
    Hernandez, Mateo
    Moreno, Julian
    HUMAN-COMPUTER INTERACTION, HCI-COLLAB 2018, 2019, 847 : 1 - 18
  • [6] A systematic literature review of game-based learning in Artificial Intelligence education
    Zhan, Zehui
    Tong, Yao
    Lan, Xixin
    Zhong, Baichang
    INTERACTIVE LEARNING ENVIRONMENTS, 2024, 32 (03) : 1137 - 1158
  • [7] Game-based learning pedagogy: a review of the literature
    Bado, Niamboue
    INTERACTIVE LEARNING ENVIRONMENTS, 2022, 30 (05) : 936 - 948
  • [8] Gameplay Engagement and Learning in Game-Based Learning: A Systematic Review
    Jabbar, Azita Iliya Abdul
    Felicia, Patrick
    REVIEW OF EDUCATIONAL RESEARCH, 2015, 85 (04) : 740 - 779
  • [9] A Computational Architecture for Learning Analytics in Game-based Learning
    Pereira, Heraclito A., Jr.
    De Souza, Alberto F.
    De Menezes, Credine S.
    2016 IEEE 16TH INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES (ICALT), 2016, : 191 - 193
  • [10] Digital Game-based Learning and Learning Analytics in Mathematics
    Ramli, Izzat S. Mohd
    Maat, Siti M.
    Khalid, Fariza
    PEGEM EGITIM VE OGRETIM DERGISI, 2023, 13 (01): : 168 - 176