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The Impact of Dashboard Feedback Type on Learning Effectiveness, Focusing on Learner Differences

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成果类型:
期刊论文
作者:
Wang, Han;Huang, Tao;Zhao, Yuan;Hu, Shengze
通讯作者:
Tao Huang
作者机构:
[Hu, Shengze; Huang, Tao; Wang, Han; Zhao, Yuan] Cent China Normal Univ, Fac Artificial Intelligence Educ, Wuhan 430079, Peoples R China.
[Zhao, Yuan] Jiujiang Univ, Fac Educ, Jiujiang 332005, Peoples R China.
通讯机构:
[Tao Huang] F
Faculty of Artificial Intelligence in Education, Central China Normal University, Wuhan 430079, China<&wdkj&>Author to whom correspondence should be addressed.
语种:
英文
关键词:
learning analytics;dashboard;personalized feedback;learning effectiveness;individual learner factors
期刊:
Sustainability
ISSN:
2071-1050
年:
2023
卷:
15
期:
5
页码:
4474-
基金类别:
Conceptualization, H.W.; methodology, H.W.; software, T.H.; validation, H.W. and Y.Z.; formal analysis, H.W.; investigation, H.W.; resources, T.H.; data curation, H.W.; writing—original draft preparation, H.W.; writing—review and editing, T.H.; visualization, S.H.; supervision, T.H.; project administration, T.H.; funding acquisition, T.H. All authors have read and agreed to the published version of the manuscript. This work was supported by the National Natural Science Foundation of China (Grant No. 61977033), the State Key Program of National Natural Science of China (Grant No. U20A20229) and the Central China Normal University National Teacher Development Collaborative Innovation Experimental Base Construction Research Project (Grant No. CCNUTEIII 2021-03).
机构署名:
本校为第一机构
摘要:
With the exponential growth of educational data, increasing attention has been given to student learning supported by learning analytics dashboards. Related research has indicated that dashboards relying on descriptive analytics are deficient compared to more advanced analytics. However, there is a lack of empirical data to demonstrate the performance and differences between different types of analytics in dashboards. To investigate these, the study used a controlled, between-groups experimental method to compare the effects of descriptive and prescriptive dashboards on learning outcomes. Base...

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