Mouse dynamics correlates to student behaviour in computer-based exams
Autor(a) principal: | |
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Data de Publicação: | 2017 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/1822/50202 |
Resumo: | Nowadays, it is common for higher education institutions to use computer-based exams, partly or integrally, in their evaluation processes. These exams, much like their paper-based counterparts, are one of the most significant sources of stress in the life of students. However, the fact that exams are undertaken in a computer allows for new features to be acquired that may provide more reliable insights into the behaviour and state of the student during the exam. In this article we analyse these novel behavioural features and explore, to which extent, they can point out previously unknown phenomena. Specifically, we show that the time a student takes to complete an exam is correlated with mouse dynamics features. In practical terms, we are able to predict the duration of each individual exam with a satisfying error based on the interaction patterns of the student. |
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Mouse dynamics correlates to student behaviour in computer-based examsHuman–computer interactionStressMouse dynamicsStudent behaviourCiências Médicas::Medicina ClínicaScience & TechnologyNowadays, it is common for higher education institutions to use computer-based exams, partly or integrally, in their evaluation processes. These exams, much like their paper-based counterparts, are one of the most significant sources of stress in the life of students. However, the fact that exams are undertaken in a computer allows for new features to be acquired that may provide more reliable insights into the behaviour and state of the student during the exam. In this article we analyse these novel behavioural features and explore, to which extent, they can point out previously unknown phenomena. Specifically, we show that the time a student takes to complete an exam is correlated with mouse dynamics features. In practical terms, we are able to predict the duration of each individual exam with a satisfying error based on the interaction patterns of the student.COMPETE: POCI-01-0145-FEDER-007043 and FCT – Fundação para a Ciência e Tecnologia within the Project Scope: UID/CEC/00319/2013. This work was funded by ‘EUSTRESS – Sistema de Informação para a monitorização e avaliação ̧ dos níveis do stress e previsão de stress cónico’, N◦2015/017832 P2020 SI I&DT, (NUP, NORTE-01-0247-FEDER-017832) in co-promotion between Optimizer-Lda and ICVS/3B’s-Uminhoinfo:eu-repo/semantics/publishedVersionOxford University PressUniversidade do MinhoCarneiro, Davide RuaNovais, PauloSousa, NunoPêgo, José M.Neves, José2017-12-052017-12-05T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/50202engCarneiro, D., Novais, P., Sousa, N., Pêgo, J. M., & Neves, J. (2017). Mouse dynamics correlates to student behaviour in computer-based exams. Logic Journal of the IGPL, 25(6), 967-9781368-989410.1093/jigpal/jzx051https://academic.oup.com/jigpal/article-abstract/25/6/967/4557580info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-21T12:51:36Zoai:repositorium.sdum.uminho.pt:1822/50202Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:50:32.171950Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Mouse dynamics correlates to student behaviour in computer-based exams |
title |
Mouse dynamics correlates to student behaviour in computer-based exams |
spellingShingle |
Mouse dynamics correlates to student behaviour in computer-based exams Carneiro, Davide Rua Human–computer interaction Stress Mouse dynamics Student behaviour Ciências Médicas::Medicina Clínica Science & Technology |
title_short |
Mouse dynamics correlates to student behaviour in computer-based exams |
title_full |
Mouse dynamics correlates to student behaviour in computer-based exams |
title_fullStr |
Mouse dynamics correlates to student behaviour in computer-based exams |
title_full_unstemmed |
Mouse dynamics correlates to student behaviour in computer-based exams |
title_sort |
Mouse dynamics correlates to student behaviour in computer-based exams |
author |
Carneiro, Davide Rua |
author_facet |
Carneiro, Davide Rua Novais, Paulo Sousa, Nuno Pêgo, José M. Neves, José |
author_role |
author |
author2 |
Novais, Paulo Sousa, Nuno Pêgo, José M. Neves, José |
author2_role |
author author author author |
dc.contributor.none.fl_str_mv |
Universidade do Minho |
dc.contributor.author.fl_str_mv |
Carneiro, Davide Rua Novais, Paulo Sousa, Nuno Pêgo, José M. Neves, José |
dc.subject.por.fl_str_mv |
Human–computer interaction Stress Mouse dynamics Student behaviour Ciências Médicas::Medicina Clínica Science & Technology |
topic |
Human–computer interaction Stress Mouse dynamics Student behaviour Ciências Médicas::Medicina Clínica Science & Technology |
description |
Nowadays, it is common for higher education institutions to use computer-based exams, partly or integrally, in their evaluation processes. These exams, much like their paper-based counterparts, are one of the most significant sources of stress in the life of students. However, the fact that exams are undertaken in a computer allows for new features to be acquired that may provide more reliable insights into the behaviour and state of the student during the exam. In this article we analyse these novel behavioural features and explore, to which extent, they can point out previously unknown phenomena. Specifically, we show that the time a student takes to complete an exam is correlated with mouse dynamics features. In practical terms, we are able to predict the duration of each individual exam with a satisfying error based on the interaction patterns of the student. |
publishDate |
2017 |
dc.date.none.fl_str_mv |
2017-12-05 2017-12-05T00:00:00Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/1822/50202 |
url |
http://hdl.handle.net/1822/50202 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Carneiro, D., Novais, P., Sousa, N., Pêgo, J. M., & Neves, J. (2017). Mouse dynamics correlates to student behaviour in computer-based exams. Logic Journal of the IGPL, 25(6), 967-978 1368-9894 10.1093/jigpal/jzx051 https://academic.oup.com/jigpal/article-abstract/25/6/967/4557580 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Oxford University Press |
publisher.none.fl_str_mv |
Oxford University Press |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
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RCAAP |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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1799133090796273664 |