Understanding Collaboration in Virtual Labs: A Learning Analytics Framework Development

被引:1
|
作者
Birkeland, Hanna [1 ]
Khalil, Mohammad [1 ]
Wasson, Barbara [1 ]
机构
[1] Univ Bergen, Ctr Sci Learning & Technol, Bergen, Norway
关键词
Learning analytics; Collaboration; Virtual labs; Learning analytics framework; Conceptual framework;
D O I
10.1007/978-3-031-26876-2_18
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Online education is increasing and progress within technology has inspired the development of virtual laboratories, which allow students to conduct experiments online. One of the main challenges of virtual laboratory environments is facilitating collaboration similar to that existing in physical laboratory settings. This research explores how learning analytics can be used to obtain a better understanding of collaboration in virtual labs and provide insights into facilitating the collaboration and lab work. These insights can make it easier for students to reflect on their own performances and thereafter improve from it, as well as supporting instructors to reflect on their teaching methods and provide assistance to students in need. We introduce a learning analytics framework that supports the use of learning analytics to understand collaboration in virtual labs. This conceptual framework was developed through an iterative process with expert evaluations providing input for improvements. The experts had an overall opinion that the framework was understandable and well-presented. The paper concludes by identifying opportunities for future work, which includes putting the framework into practice.
引用
收藏
页码:192 / 203
页数:12
相关论文
共 50 条
  • [41] Towards Automatic Collaboration Analytics for Group Speech Data Using Learning Analytics
    Praharaj, Sambit
    Scheffel, Maren
    Schmitz, Marcel
    Specht, Marcus
    Drachsler, Hendrik
    SENSORS, 2021, 21 (09)
  • [42] Cloud-Edge Collaboration Framework for IoT data analytics
    Moon, Jaewon
    Cho, Sangyeon
    Kum, Seungweoo
    Lee, Sangwon
    2018 INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY CONVERGENCE (ICTC), 2018, : 1414 - 1416
  • [43] A learning analytics dashboard to support students' reflection on collaboration
    Echeverria, Vanessa
    Nieto, Gloria Fernandez
    Zhao, Linxuan
    Palominos, Evelyn
    Srivastava, Namrata
    Gasevic, Dragan
    Pammer-Schindler, Viktoria
    Martinez-Maldonado, Roberto
    JOURNAL OF COMPUTER ASSISTED LEARNING, 2025, 41 (01)
  • [44] INTERCULTURAL LEARNING IN VIRTUAL COLLABORATION ENVIRONMENTS
    Vinagre Laranjeira, Margarita
    REVISTA ESPANOLA DE LINGUISTICA APLICADA, 2010, 23 : 297 - 317
  • [45] Collaboration in a Data Analytics Curricula: An Active Learning Approach
    Dunaway, Mary M.
    AMCIS 2017 PROCEEDINGS, 2017,
  • [46] Supporting collaboration in virtual learning environments
    Joiner, R
    CYBERPSYCHOLOGY & BEHAVIOR, 2004, 7 (02): : 197 - 200
  • [47] An IoT System for Collaboration Analytics in Hybrid Learning Environments
    Fujiwara, Takuya
    Yamaguchi, Shunpei
    Ishioka, Takumasa
    Oshima, Ritsuko
    Oshima, Jun
    Kizaki, Kazuhiro
    Fujihashi, Takuya
    Saruwatari, Shunsuke
    Watanabe, Takashi
    2023 IEEE INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES, ICALT, 2023, : 132 - 133
  • [48] Learning organization as a framework for networks' learning and collaboration
    Dirani, Khalil
    Baldauf, Jack
    Medina-Cetina, Zenon
    Wowk, Katya
    Herzka, Sharon
    Bello Bolio, Ricardo
    Gutierrez Martinez, Victor
    Munoz Ubando, Luis Alberto
    LEARNING ORGANIZATION, 2021, 28 (04): : 428 - 443
  • [49] A Conceptual Framework linking Learning Design with Learning Analytics
    Bakharia, Aneesha
    Corrin, Linda
    de Barba, Paula
    Kennedy, Gregor
    Gasevic, Dragan
    Mulder, Raoul
    Williams, David
    Dawson, Shane
    Lockyer, Lori
    LAK '16 CONFERENCE PROCEEDINGS: THE SIXTH INTERNATIONAL LEARNING ANALYTICS & KNOWLEDGE CONFERENCE,, 2016, : 329 - 338