Enhancing consent forms to support participant decision making in multimodal learning data research

Advances in the field of multimodal learning analytics (MMLA) research is often accomplished by actively exploring new technologies and techniques related to the collection and analysis of data. Exploration of ethical principles and procedures for governing the use of new technologies and techniques...

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Authors: Beardsley, Marc Yoshimi; Martínez Moreno, Judit; Vujovic, Milica; Santos Rodríguez, Patrícia; Hernández Leo, Davinia
Format: Article
Status:Accepted version
Publication date:2020
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:10230/46245
Online Access:http://hdl.handle.net/10230/46245
http://dx.doi.org/10.1111/bjet.12983
Access Level:Open access
Keyword:Multimodal learning analytics
Ethics
Data risks
Informed decision making
Informed consent
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author Beardsley, Marc Yoshimi
author2 Martínez Moreno, Judit
Vujovic, Milica
Santos Rodríguez, Patrícia
Hernández Leo, Davinia
author2_role author
author
author
author
author_browse Beardsley, Marc Yoshimi
Hernández Leo, Davinia
Martínez Moreno, Judit
Santos Rodríguez, Patrícia
Vujovic, Milica
author_facet Beardsley, Marc Yoshimi
Martínez Moreno, Judit
Vujovic, Milica
Santos Rodríguez, Patrícia
Hernández Leo, Davinia
author_role author
collection Recercat. Dipósit de la Recerca de Catalunya
description Advances in the field of multimodal learning analytics (MMLA) research is often accomplished by actively exploring new technologies and techniques related to the collection and analysis of data. Exploration of ethical principles and procedures for governing the use of new technologies and techniques, however, is not as readily pursued. As collected data grow in complexity and invasiveness, potentially, a growing need is arising to scrutinize ethical aspects of MMLA research. In our study, we introduce an informed consent comprehension test for educational technology research and assess the effects of enhancing MMLA consent forms on comprehension of informed consent and on rates of enrollment in a MMLA study. One form is written from a researcher perspective and the other from a participant perspective. Results of the study involving first‐year undergraduate students suggest that the overall level of comprehension did not differ between conditions. Yet, the participant‐oriented consent form resulted in significantly lower rates of enrollment. Implications for MMLA researchers are discussed.
eu_rights_str_mv openAccess
format article
id ES_548a4d9c17b2282fc4c0cf7d620ac93f
institution Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)
instname_str Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)
network_acronym_str ES
network_name_str España
oai_identifier_str oai:recercat.cat:10230/46245
publishDate 2020
publishDateSort 2020
publisher Wiley
publisherStr Wiley
reponame_str Recercat. Dipósit de la Recerca de Catalunya
spelling Enhancing consent forms to support participant decision making in multimodal learning data research Beardsley, Marc Yoshimi Martínez Moreno, Judit Vujovic, Milica Santos Rodríguez, Patrícia Hernández Leo, Davinia Multimodal learning analytics Ethics Data risks Informed decision making Informed consent Advances in the field of multimodal learning analytics (MMLA) research is often accomplished by actively exploring new technologies and techniques related to the collection and analysis of data. Exploration of ethical principles and procedures for governing the use of new technologies and techniques, however, is not as readily pursued. As collected data grow in complexity and invasiveness, potentially, a growing need is arising to scrutinize ethical aspects of MMLA research. In our study, we introduce an informed consent comprehension test for educational technology research and assess the effects of enhancing MMLA consent forms on comprehension of informed consent and on rates of enrollment in a MMLA study. One form is written from a researcher perspective and the other from a participant perspective. Results of the study involving first‐year undergraduate students suggest that the overall level of comprehension did not differ between conditions. Yet, the participant‐oriented consent form resulted in significantly lower rates of enrollment. Implications for MMLA researchers are discussed. This work was partially funded by the Spanish Ministry of Economy and Competitiveness under MDM-2015-0502, TIN2017-85179-C3-3-R. D. Hernández-Leo acknowledges financial support by ICREA under the ICREA Academia programme. Wiley http://hdl.handle.net/10230/46245 http://dx.doi.org/10.1111/bjet.12983
spellingShingle Enhancing consent forms to support participant decision making in multimodal learning data research
Beardsley, Marc Yoshimi
Multimodal learning analytics
Ethics
Data risks
Informed decision making
Informed consent
status_str acceptedVersion
title Enhancing consent forms to support participant decision making in multimodal learning data research
title_full Enhancing consent forms to support participant decision making in multimodal learning data research
title_fullStr Enhancing consent forms to support participant decision making in multimodal learning data research
title_full_unstemmed Enhancing consent forms to support participant decision making in multimodal learning data research
title_short Enhancing consent forms to support participant decision making in multimodal learning data research
title_sort Enhancing consent forms to support participant decision making in multimodal learning data research
topic Multimodal learning analytics
Ethics
Data risks
Informed decision making
Informed consent
topic_facet Multimodal learning analytics
Ethics
Data risks
Informed decision making
Informed consent
url http://hdl.handle.net/10230/46245
http://dx.doi.org/10.1111/bjet.12983