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Structural limitations of learning in a crowd: communication vulnerability and information diffusion in MOOCs
Massive Open Online Courses (MOOCs) bring together a global crowd of thousands of learners for several weeks or months. In theory, the openness and scale of MOOCs can promote iterative dialogue that facilitates group cognition and knowledge construction. Using data from two successive instances of a...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5388276/ https://www.ncbi.nlm.nih.gov/pubmed/25244925 http://dx.doi.org/10.1038/srep06447 |
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author | Gillani, Nabeel Yasseri, Taha Eynon, Rebecca Hjorth, Isis |
author_facet | Gillani, Nabeel Yasseri, Taha Eynon, Rebecca Hjorth, Isis |
author_sort | Gillani, Nabeel |
collection | PubMed |
description | Massive Open Online Courses (MOOCs) bring together a global crowd of thousands of learners for several weeks or months. In theory, the openness and scale of MOOCs can promote iterative dialogue that facilitates group cognition and knowledge construction. Using data from two successive instances of a popular business strategy MOOC, we filter observed communication patterns to arrive at the “significant” interaction networks between learners and use complex network analysis to explore the vulnerability and information diffusion potential of the discussion forums. We find that different discussion topics and pedagogical practices promote varying levels of 1) “significant” peer-to-peer engagement, 2) participant inclusiveness in dialogue, and ultimately, 3) modularity, which impacts information diffusion to prevent a truly “global” exchange of knowledge and learning. These results indicate the structural limitations of large-scale crowd-based learning and highlight the different ways that learners in MOOCs leverage, and learn within, social contexts. We conclude by exploring how these insights may inspire new developments in online education. |
format | Online Article Text |
id | pubmed-5388276 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-53882762017-04-14 Structural limitations of learning in a crowd: communication vulnerability and information diffusion in MOOCs Gillani, Nabeel Yasseri, Taha Eynon, Rebecca Hjorth, Isis Sci Rep Article Massive Open Online Courses (MOOCs) bring together a global crowd of thousands of learners for several weeks or months. In theory, the openness and scale of MOOCs can promote iterative dialogue that facilitates group cognition and knowledge construction. Using data from two successive instances of a popular business strategy MOOC, we filter observed communication patterns to arrive at the “significant” interaction networks between learners and use complex network analysis to explore the vulnerability and information diffusion potential of the discussion forums. We find that different discussion topics and pedagogical practices promote varying levels of 1) “significant” peer-to-peer engagement, 2) participant inclusiveness in dialogue, and ultimately, 3) modularity, which impacts information diffusion to prevent a truly “global” exchange of knowledge and learning. These results indicate the structural limitations of large-scale crowd-based learning and highlight the different ways that learners in MOOCs leverage, and learn within, social contexts. We conclude by exploring how these insights may inspire new developments in online education. Nature Publishing Group 2014-09-23 /pmc/articles/PMC5388276/ /pubmed/25244925 http://dx.doi.org/10.1038/srep06447 Text en Copyright © 2014, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-sa/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder in order to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/ |
spellingShingle | Article Gillani, Nabeel Yasseri, Taha Eynon, Rebecca Hjorth, Isis Structural limitations of learning in a crowd: communication vulnerability and information diffusion in MOOCs |
title | Structural limitations of learning in a crowd: communication vulnerability and information diffusion in MOOCs |
title_full | Structural limitations of learning in a crowd: communication vulnerability and information diffusion in MOOCs |
title_fullStr | Structural limitations of learning in a crowd: communication vulnerability and information diffusion in MOOCs |
title_full_unstemmed | Structural limitations of learning in a crowd: communication vulnerability and information diffusion in MOOCs |
title_short | Structural limitations of learning in a crowd: communication vulnerability and information diffusion in MOOCs |
title_sort | structural limitations of learning in a crowd: communication vulnerability and information diffusion in moocs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5388276/ https://www.ncbi.nlm.nih.gov/pubmed/25244925 http://dx.doi.org/10.1038/srep06447 |
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