{"title":"Unpacking the relationship between discussion forum participation and learning in MOOCs: content is key","authors":"A. Wise, Yi Cui","doi":"10.1145/3170358.3170403","DOIUrl":null,"url":null,"abstract":"This study examined the relationship between discussion forum contributions and course assessment results in a statistics MOOC. An important feature of the study is that it distinguished between discussions that were related to the learning of course material (\"content-related\") and those which were not (\"non-content\"). Another contribution is that the study evaluated the additional usefulness of social centrality measures in predicting course grade after the quantity of forum contributions has been accounted for. Results showed that, overall, 15% of course learners contributed to the forums and these learners had a significantly higher rate of successfully passing the course than non-contributors (64% vs 32% passing). Learners who made posts to both content-related and non-content threads had a higher passing rate than those who only contributed to one type or the other. Among learners who successfully passed the course, there were no differences in course grade when comparing discussion contributors and non-contributors overall; however those who contributed to content-related threads performed slightly better than those who did not (course grade of 87% vs 85%). A predictive model based on the number of posts made to content-related threads explained a small proportion of variance in course grades; addition of social centrality measures did not significantly improve the variance explained by the model.","PeriodicalId":437369,"journal":{"name":"Proceedings of the 8th International Conference on Learning Analytics and Knowledge","volume":"14 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"42","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 8th International Conference on Learning Analytics and Knowledge","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3170358.3170403","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 42
Abstract
This study examined the relationship between discussion forum contributions and course assessment results in a statistics MOOC. An important feature of the study is that it distinguished between discussions that were related to the learning of course material ("content-related") and those which were not ("non-content"). Another contribution is that the study evaluated the additional usefulness of social centrality measures in predicting course grade after the quantity of forum contributions has been accounted for. Results showed that, overall, 15% of course learners contributed to the forums and these learners had a significantly higher rate of successfully passing the course than non-contributors (64% vs 32% passing). Learners who made posts to both content-related and non-content threads had a higher passing rate than those who only contributed to one type or the other. Among learners who successfully passed the course, there were no differences in course grade when comparing discussion contributors and non-contributors overall; however those who contributed to content-related threads performed slightly better than those who did not (course grade of 87% vs 85%). A predictive model based on the number of posts made to content-related threads explained a small proportion of variance in course grades; addition of social centrality measures did not significantly improve the variance explained by the model.
本研究考察了统计学MOOC中讨论论坛贡献与课程评估结果之间的关系。该研究的一个重要特征是,它区分了与课程材料学习相关的讨论(“内容相关”)和与课程材料学习无关的讨论(“非内容”)。另一个贡献是,该研究评估了在论坛贡献的数量被考虑后,社会中心性措施在预测课程成绩方面的额外有用性。结果显示,总体而言,15%的课程学习者为论坛做出了贡献,这些学习者的成功通过课程的比例明显高于非贡献者(64% vs 32%)。同时在内容相关和非内容主题上发帖的学习者比只在其中一种主题上发帖的学习者通过率更高。在成功通过课程的学习者中,在比较讨论贡献者和非讨论贡献者时,课程成绩没有差异;然而,那些对内容相关线程做出贡献的人比那些没有做出贡献的人表现稍好(课程成绩为87% vs 85%)。一个基于内容相关帖子数量的预测模型解释了课程成绩的一小部分差异;社会中心性测量的增加并没有显著改善模型解释的方差。