Measuring and Visualizing Group Knowledge Elaboration in Online Collaborative Discussions

被引:5
作者
Zheng, Yafeng [1 ,2 ]
Xu, Chang [1 ]
Li, Yanyan [1 ]
Su, You [1 ]
机构
[1] Beijing Normal Univ, Smart Learning Inst, Sch Educ Technol, Beijing, Peoples R China
[2] Henan Univ Econ & Law, Sch Comp & Informat Engn, Zhengzhou, Henan, Peoples R China
来源
EDUCATIONAL TECHNOLOGY & SOCIETY | 2018年 / 21卷 / 01期
关键词
Knowledge elaboration; Collaborative learning; Online collaborative discussions; Visualization; LEARNING ANALYTICS; STUDENTS; MODEL; ACQUISITION; FRAMEWORK;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Knowledge elaboration plays a critical role in promoting knowledge acquisition and facilitating the retention of target knowledge in online collaborative discussions. Adopting a key-term-based automated analysis approach, we proposed an indicator framework to measure the level of knowledge elaboration in terms of coverage, activation, and equitability. An interactive web-based tool was developed to provide a multidimensional view of students' knowledge elaboration, allowing teachers to have a real-time, in-depth understanding of students' mastery of domain knowledge. Using students' discussion posts on a problem-solving task as the data source, a case study was conducted, and the results showed that the proposed methodology was effective in examining group knowledge elaboration in online collaborative discussions.
引用
收藏
页码:91 / 103
页数:13
相关论文
共 44 条
[1]   A SPREADING ACTIVATION THEORY OF MEMORY [J].
ANDERSON, JR .
JOURNAL OF VERBAL LEARNING AND VERBAL BEHAVIOR, 1983, 22 (03) :261-295
[2]  
[Anonymous], 2 SIGHAN WORKSH CHIN
[3]  
[Anonymous], 1990, Pathfinder associative networks: Studies in knowledge organization
[4]   Visualizing and monitoring effective interactions in online collaborative groups [J].
Calvani, Antonio ;
Fini, Antonio ;
Molino, Marcello ;
Ranieri, Maria .
BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2010, 41 (02) :213-226
[5]  
Cesareni D., 2015, INT J COMP-SUPP COLL, V11, P9
[6]   Deriving and measuring group knowledge structure from essays: The effects of anaphoric reference [J].
Clariana, Roy B. ;
Wallace, Patricia E. ;
Godshalk, Veronica M. .
ETR&D-EDUCATIONAL TECHNOLOGY RESEARCH AND DEVELOPMENT, 2009, 57 (06) :725-737
[7]  
Daradoumis T., 2002, Journal of Interactive Learning Research, V13, P135
[8]   Knowledge structures and the acquisition of a complex skill [J].
Day, EA ;
Arthur, W ;
Gettman, D .
JOURNAL OF APPLIED PSYCHOLOGY, 2001, 86 (05) :1022-1033
[9]   Dyad composition effects on cognitive elaboration and student achievement [J].
Denessen, Eddie ;
Veenman, Simon ;
Dobbelsteen, Janine ;
Van Schilt, Josie .
JOURNAL OF EXPERIMENTAL EDUCATION, 2008, 76 (04) :363-383
[10]   Exploring gender and gender pairing in the knowledge elaboration processes of students using computer-supported collaborative learning [J].
Ding, N. ;
Bosker, R. J. ;
Harskamp, E. G. .
COMPUTERS & EDUCATION, 2011, 56 (02) :325-336