Mouse dynamics correlates to student behaviour in computer-based exams

Detalhes bibliográficos
Autor(a) principal: Carneiro, Davide Rua
Data de Publicação: 2017
Outros Autores: Novais, Paulo, Sousa, Nuno, Pêgo, José M., Neves, José
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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spelling 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
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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