Predicting teamwork group assessment using log data-based learning analytics

作者:

Highlights:

• The use of learning analytics in collaborative spaces has been neglected so far.

• Potential indicators of teamwork behaviors across four dimensions are identified.

• The research pioneers the study of team-specific indicators based on LMS log data.

• Communication spaces are the most critical environment where teamwork happens.

• Tracking may play a more important role in teamwork than in individual behaviors.

摘要

•The use of learning analytics in collaborative spaces has been neglected so far.•Potential indicators of teamwork behaviors across four dimensions are identified.•The research pioneers the study of team-specific indicators based on LMS log data.•Communication spaces are the most critical environment where teamwork happens.•Tracking may play a more important role in teamwork than in individual behaviors.

论文关键词:Learning analytics,Learning management systems,Teamwork,Indicators,Log data

论文评审过程:Received 28 March 2018, Revised 3 July 2018, Accepted 12 July 2018, Available online 19 July 2018, Version of Record 15 October 2018.

论文官网地址:https://doi.org/10.1016/j.chb.2018.07.016