Predicting newcomer integration in online learning communities: Automated dialog assessment in blogger communities
作者：
Highlights：
• Using online learning communities for learning is a matter of integrativity.
• We predicted integrativity, i.e., how likely online communites integrate newcomers.
• The prediction was based on automated dialog analysis in blogger communities.
• We analyzed N = 20 blogger communities involving 2342 users.
• We reached 90% prediction accuracy based on text complexity and other indicators.
摘要
•Using online learning communities for learning is a matter of integrativity.•We predicted integrativity, i.e., how likely online communites integrate newcomers.•The prediction was based on automated dialog analysis in blogger communities.•We analyzed N = 20 blogger communities involving 2342 users.•We reached 90% prediction accuracy based on text complexity and other indicators.
论文关键词：Learning communities,Newcomer integration,Dialog analysis,Social learning analytics
论文评审过程：Received 27 September 2019, Accepted 15 November 2019, Available online 18 November 2019, Version of Record 20 December 2019.
论文官网地址：https://doi.org/10.1016/j.chb.2019.106202
