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Identifying collaborative problem-solver profiles based on collaborative processing time, actions and skills on a computer-based task

delete2023-08-30
delete5
PRE
AI
Y
Yue Ma
H
Huilin Zhang
L
Li Ni
D
Da Zhou *
DOI:10.1007/s11412-023-09400-5delete
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摘要

摘要

En 中文
Understanding how individuals collaborate with others is a complex undertaking, because collaborative problem-solving (CPS) is an interactive and dynamic process. We attempt to identify distinct collaborative problem-solver profiles of Chinese 15-year-old students on a computer-based CPS task using process data from the 2015 Program for International Student Assessment (PISA, N = 1,677), and further to examine how these profiles may relate to student demographics (i.e., gender, socioeconomic status) and motivational characteristics (i.e., achieving motivation, attitudes toward collaboration), as well as CPS performance. The process indicators we used include time-on-task, actions-on-task, and three specific CPS process skills (i.e., establish and maintain shared understanding, take appropriate action to solve the problem, establish and maintain team organization). The results of latent profile analysis indicate four collaborative problem-solver profiles: Disengaged, Struggling, Adaptive, and Excellent. Gender, socioeconomic status, attitudes toward collaboration and CPS performance are shown to be significantly associated with profile membership, yet achieving motivation was not a significant predictor. These findings may contribute to better understanding of the way students interact with computer-based CPS tasks and inform educators of individualized and adaptive instructions to support student collaborative problem-solving.
Keyword:
Collaborative problem-solving
Collaborative process
Computer-based task
Latent profile analysis

期刊

International Journal of Computer-Supported Collaborative Learning 封面图
International Journal of Computer-Supported Collaborative Learning
IF:
5.7
论文数:
499
被引数:
1.5K

机构

S
shanghai jiao tong university
学者数:
15.7W
论文数: 11.7W
被引数: 159
N
northeast normal university - china
学者数:
1.2W
论文数: 9.2K
被引数: 23
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