48922 |
Creator |
3a7e1208601d2480ab76f5a4888d255f |
48922 |
Creator |
c79cc1129e553cdca30fa856443ac46e |
48922 |
Creator |
c9d52ef4a11ad1277436a89c20d0a5d4 |
48922 |
Creator |
a9a97ac58a1dd64befd06ad78f505793 |
48922 |
Creator |
53ef08d464d2da571ab07b90e5a01815 |
48922 |
Creator |
ce6380dbaaf961bb95b31b9b1cf9d808 |
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Date |
2017-03-13 |
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Is Part Of |
repository |
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abstract |
In this paper, we describe a large-scale study about the use of predictive learning
analytics data with 240 teachers in 10 modules at a distance learning higher education
institution. The aim of the study was to illuminate teachers' uses and practices of
predictive data, in particular identify how predictive data was used to support students
at risk of not completing or failing a module. Data were collected from statistical
analysis of 17,033 students' performance by the end of the intervention, teacher usage
statistics, and five individual semi-structured interviews with teachers. Findings
revealed that teachers endorse the use of predictive data to support their practice
yet in diverse ways and raised the need for devising appropriate intervention strategies
to support students at risk. |
48922 |
authorList |
authors |
48922 |
presentedAt |
ext-a1b3e6e9f9024ab4ca3194518a5563d6 |
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status |
peerReviewed |
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type |
AcademicArticle |
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type |
Article |
48922 |
label |
Herodotou, Christothea ; Rienties, Bart ; Boroowa, Avinash ; Zdrahal, Zdenek ; Hlosta,
Martin and Naydenova, Galina (2017). Implementing predictive learning analytics
on a large scale: the teacher's perspective. In: Proceedings of the Seventh International
Learning Analytics & Knowledge Conference, ACM, NY, pp. 267–271. |
48922 |
label |
Herodotou, Christothea ; Rienties, Bart ; Boroowa, Avinash ; Zdrahal, Zdenek ;
Hlosta, Martin and Naydenova, Galina (2017). Implementing predictive learning analytics
on a large scale: the teacher's perspective. In: Proceedings of the Seventh International
Learning Analytics & Knowledge Conference, ACM, NY, pp. 267–271. |
48922 |
Publisher |
ext-2af1883e4bbfa0356fcedb366171cb38 |
48922 |
Title |
Implementing predictive learning analytics on a large scale: the teacher's perspective |
48922 |
in dataset |
oro |