Nudging by Predicting: A Case Study

Niels Heller; François Bry

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Paper

Nudging by Predicting: A Case Study

Topics: Adaptive Educational Systems; Educational Data Mining; eLearning Case Studies; Learning Analytics

In Proceedings of the 11th International Conference on Computer Supported Education - Volume 2: CSEDU, 236-243, 2019 , Heraklion, Crete, Greece

Authors: Niels Heller and François Bry

Affiliation: Institute for Informatics, Ludwig-Maximilian University of Munich and Germany

Keyword(s): Personalisation, Educational System, Predictive Learning Analytics, Case Study.

Related Ontology Subjects/Areas/Topics: Computer-Supported Education ; Information Technologies Supporting Learning ; Learning Analytics

Abstract: Nudging students to a better learning is a common practice among teachers of small classes which is impossible in large classes. Indeed, no teacher has enough time for giving individual feedback to several tens or hundred students, let alone be sufficiently aware of the progress and difficulties of each of them. This article reports on a case study using computed individual predictions for sustaining the motivation of large class’ audiences thus nudging them to a better learning. More precisely, this article reports on a case study in which students are given individual predictions of their withdrawal, or “skipping”, and examination performances with the aim of increasing their participation to classes and to homework. A real-life evaluation of the approach in a computer sicence course points to both its effectiveness and its positive reception by students.

CC BY-NC-ND 4.0

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Paper citation in several formats:

Heller, N. and Bry, F. (2019). Nudging by Predicting: A Case Study. In Proceedings of the 11th International Conference on Computer Supported Education - Volume 2: CSEDU; ISBN 978-989-758-367-4; ISSN 2184-5026, SciTePress, pages 236-243. DOI: 10.5220/0007680102360243

@conference{csedu19,
author={Niels Heller and Fran\c{c}ois Bry},
title={Nudging by Predicting: A Case Study},
booktitle={Proceedings of the 11th International Conference on Computer Supported Education - Volume 2: CSEDU},
year={2019},
pages={236-243},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007680102360243},
isbn={978-989-758-367-4},
issn={2184-5026},
}

TY - CONF

JO - Proceedings of the 11th International Conference on Computer Supported Education - Volume 2: CSEDU
TI - Nudging by Predicting: A Case Study
SN - 978-989-758-367-4
IS - 2184-5026
AU - Heller, N.
AU - Bry, F.
PY - 2019
SP - 236
EP - 243
DO - 10.5220/0007680102360243
PB - SciTePress