Analytics for learning design: a layered framework and tools
The field of learning design studies how to support teachers in devising suitable activities for their students to learn. The field of learning analytics explores how data about students’ interactions can be used to increase the understanding of learning experiences. Despite its clear synergy, there...
| Authors: | , , , , |
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| Format: | article |
| Status: | Versión aceptada para publicación |
| Publication Date: | 2018 |
| Country: | España |
| Institution: | Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya) |
| Repository: | Recercat. Dipósit de la Recerca de Catalunya |
| OAI Identifier: | oai:recercat.cat:10230/35435 |
| Online Access: | http://hdl.handle.net/10230/35435 http://dx.doi.org/10.1111/bjet.12645 |
| Access Level: | Open access |
| Keyword: | Learning analytics Learning design Framework Tools |
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Analytics for learning design: a layered framework and toolsHernández Leo, DaviniaMartínez-Maldonado, RobertoPardo, AbelardoMuñoz Cristóbal, Juan AlbertoRodríguez-Triana, María JesúsLearning analyticsLearning designFrameworkToolsThe field of learning design studies how to support teachers in devising suitable activities for their students to learn. The field of learning analytics explores how data about students’ interactions can be used to increase the understanding of learning experiences. Despite its clear synergy, there is only limited and fragmented work exploring the active role that data analytics can play in supporting design for learning. This paper builds on previous research to propose a framework (AL4LD) that articulates three layers of data analytics – learning analytics, design analytics and community analytics - to support informed decision-making in learning design. Additionally, a set of tools and experiences are described to illustrate how the different data analytics perspectives proposed by the framework can support learning design processes.This work has been partially supported by multiple projects, including RecerCaixa CoT, MDM-2015- 0502, TIN2014-53199-C3-3-R, TIN2017-85179-C3-3-R, TIN2014-53199-C3-2-R, TIN2017-85179- C3-2-R, TIN2011-28308-C03-02, VA082U16, FL100100203.Wiley20182018info:eu-repo/semantics/articleinfo:eu-repo/semantics/acceptedVersionapplication/pdfapplication/pdfhttp://hdl.handle.net/10230/35435http://dx.doi.org/10.1111/bjet.12645reponame:Recercat. Dipósit de la Recerca de Catalunyainstname:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)InglésHernández‐Leo D, Martinez‐Maldonado R, Pardo A, Muñoz‐Cristóbal JA, Rodríguez‐Triana MJ. Analytics for learning design: a layered framework and tools. Br J Educ Technol. 2018 Jul 18;50(1):139-52info:eu-repo/grantAgreement/ES/1PE/TIN2014-53199-C3-3-RThis is the peer reviewed version of the following article: Hernández‐Leo D, Martinez‐Maldonado R, Pardo A, Muñoz‐Cristóbal JA, Rodríguez‐Triana MJ. Analytics for learning design: A layered framework and tools. Br J Educ Technol. 2018 Jul 18;50(1):139-52. DOI: 10.1111/bjet.12645, which has been published in final form at https://dx.doi.org/10.1111/bjet.12645 This article may be used for non-commercial purposes in accordance with Wiley Terms and Conditions for Self-Archiving.info:eu-repo/semantics/openAccessoai:recercat.cat:10230/354352026-05-29T05:05:01Z |
| dc.title.none.fl_str_mv |
Analytics for learning design: a layered framework and tools |
| title |
Analytics for learning design: a layered framework and tools |
| spellingShingle |
Analytics for learning design: a layered framework and tools Hernández Leo, Davinia Learning analytics Learning design Framework Tools |
| title_short |
Analytics for learning design: a layered framework and tools |
| title_full |
Analytics for learning design: a layered framework and tools |
| title_fullStr |
Analytics for learning design: a layered framework and tools |
| title_full_unstemmed |
Analytics for learning design: a layered framework and tools |
| title_sort |
Analytics for learning design: a layered framework and tools |
| dc.creator.none.fl_str_mv |
Hernández Leo, Davinia Martínez-Maldonado, Roberto Pardo, Abelardo Muñoz Cristóbal, Juan Alberto Rodríguez-Triana, María Jesús |
| author |
Hernández Leo, Davinia |
| author_facet |
Hernández Leo, Davinia Martínez-Maldonado, Roberto Pardo, Abelardo Muñoz Cristóbal, Juan Alberto Rodríguez-Triana, María Jesús |
| author_role |
author |
| author2 |
Martínez-Maldonado, Roberto Pardo, Abelardo Muñoz Cristóbal, Juan Alberto Rodríguez-Triana, María Jesús |
| author2_role |
author author author author |
| dc.subject.none.fl_str_mv |
Learning analytics Learning design Framework Tools |
| topic |
Learning analytics Learning design Framework Tools |
| description |
The field of learning design studies how to support teachers in devising suitable activities for their students to learn. The field of learning analytics explores how data about students’ interactions can be used to increase the understanding of learning experiences. Despite its clear synergy, there is only limited and fragmented work exploring the active role that data analytics can play in supporting design for learning. This paper builds on previous research to propose a framework (AL4LD) that articulates three layers of data analytics – learning analytics, design analytics and community analytics - to support informed decision-making in learning design. Additionally, a set of tools and experiences are described to illustrate how the different data analytics perspectives proposed by the framework can support learning design processes. |
| publishDate |
2018 |
| dc.date.none.fl_str_mv |
2018 2018 |
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info:eu-repo/semantics/article info:eu-repo/semantics/acceptedVersion |
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article |
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acceptedVersion |
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http://hdl.handle.net/10230/35435 http://dx.doi.org/10.1111/bjet.12645 |
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http://hdl.handle.net/10230/35435 http://dx.doi.org/10.1111/bjet.12645 |
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Inglés |
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Inglés |
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Hernández‐Leo D, Martinez‐Maldonado R, Pardo A, Muñoz‐Cristóbal JA, Rodríguez‐Triana MJ. Analytics for learning design: a layered framework and tools. Br J Educ Technol. 2018 Jul 18;50(1):139-52 info:eu-repo/grantAgreement/ES/1PE/TIN2014-53199-C3-3-R |
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info:eu-repo/semantics/openAccess |
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openAccess |
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application/pdf application/pdf |
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Wiley |
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Wiley |
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