Applying Natural Language Processing to Teamwork - A New Dashboard for CTMTC Methodology

被引:0
作者
Conde, Miguel A. [1 ]
Andres-Gomez, Adrian [2 ]
Rodriguez-Sedano, Francisco J. [3 ]
Fernandez-Llamas, Camino [1 ]
机构
[1] Univ Leon, Dept Mech Comp Sci & Aerosp Engn, Robot Grp, Campus Vegazana S-N, Leon 24071, Spain
[2] Univ Leon, Sch Mech Comp Sci & Aerosp Engn, Campus Vegazana SN, Leon 24071, Spain
[3] Univ Leon, Robot Grp, Dept Elect Syst & Automat Engn, Campus Vegazana S-N, Leon 24071, Spain
来源
LEARNING AND COLLABORATION TECHNOLOGIES: NOVEL TECHNOLOGICAL ENVIRONMENTS, LCT 2022, PT II | 2022年 / 13329卷
关键词
Natural language processing; Learning analytics; Teamwork; Telegram; Dashboard; LEARNING ANALYTICS; COMPETENCE; DIALOGUE; ACQUISITION;
D O I
10.1007/978-3-031-05675-8_19
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In our current society the acquisition of competences such as teamwork is essential. However, the evaluation of how this competence is developed is not easy and requires methodologies and tools to support the assessment process. In this sense several Learning Analytics tools have been developed. They explore students' interactions in different types of tools such as forums or instant messaging apps. However those tools are especially focused on the quantitative evaluation of the interaction and are not very usable. This work presents a new dashboard that analyzes students' Telegram interactions while they work as a team to address a project. The innovation of this tool lies in the functionalities included to explore not only numbers about messages, replies, type of messages, characters, etc., but the content of the texts. To do so natural language processing and sentiment analysis libraries were used. The tool has been tested successfully with 4 subject editions in which it is possible to appreciate an evolution in students' interactions.
引用
收藏
页码:251 / 261
页数:11
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