A multi-modal architecture for non-intrusive analysis of performance in the workplace

Detalhes bibliográficos
Autor(a) principal: Carneiro, Davide
Data de Publicação: 2016
Outros Autores: Pimenta, André, Neves, José, Novais, Paulo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.22/9103
Resumo: Human performance, in all its different dimensions, is a very complex and interesting topic. In this paper we focus on performance in the workplace which, asides from complex is often controversial. While organizations and generally competitive working conditions push workers into increasing performance demands, this does not necessarily correlates positively to productivity. Moreover, existing performance monitoring approaches (electronic or not) are often dreaded by workers since they either threat their privacy or are based on productivity measures, with specific side effects. We present a new approach for the problem of performance monitoring that is not based on productivity measures but on the workers' movements while sitting and on the performance of their interaction with the machine. We show that these features correlate with mental fatigue and provide a distributed architecture for the non-intrusive and transparent collection of this data. The easiness in deploying this architecture, its non-intrusive nature, the potential advantages for better human resources management and the fact that it is not based on productivity measures will, in our belief, increase the willingness of both organizations and workers to implement this kind of performance management initiatives.
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spelling A multi-modal architecture for non-intrusive analysis of performance in the workplaceHuman performance, in all its different dimensions, is a very complex and interesting topic. In this paper we focus on performance in the workplace which, asides from complex is often controversial. While organizations and generally competitive working conditions push workers into increasing performance demands, this does not necessarily correlates positively to productivity. Moreover, existing performance monitoring approaches (electronic or not) are often dreaded by workers since they either threat their privacy or are based on productivity measures, with specific side effects. We present a new approach for the problem of performance monitoring that is not based on productivity measures but on the workers' movements while sitting and on the performance of their interaction with the machine. We show that these features correlate with mental fatigue and provide a distributed architecture for the non-intrusive and transparent collection of this data. The easiness in deploying this architecture, its non-intrusive nature, the potential advantages for better human resources management and the fact that it is not based on productivity measures will, in our belief, increase the willingness of both organizations and workers to implement this kind of performance management initiatives.ElsevierRepositório Científico do Instituto Politécnico do PortoCarneiro, DavidePimenta, AndréNeves, JoséNovais, Paulo2017-01-05T10:22:48Z2016-102016-10-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/9103eng0925-231210.1016/j.neucom.2016.05.105info: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:RCAAP2023-03-13T12:50:17Zoai:recipp.ipp.pt:10400.22/9103Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:29:45.070666Repositório 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 A multi-modal architecture for non-intrusive analysis of performance in the workplace
title A multi-modal architecture for non-intrusive analysis of performance in the workplace
spellingShingle A multi-modal architecture for non-intrusive analysis of performance in the workplace
Carneiro, Davide
title_short A multi-modal architecture for non-intrusive analysis of performance in the workplace
title_full A multi-modal architecture for non-intrusive analysis of performance in the workplace
title_fullStr A multi-modal architecture for non-intrusive analysis of performance in the workplace
title_full_unstemmed A multi-modal architecture for non-intrusive analysis of performance in the workplace
title_sort A multi-modal architecture for non-intrusive analysis of performance in the workplace
author Carneiro, Davide
author_facet Carneiro, Davide
Pimenta, André
Neves, José
Novais, Paulo
author_role author
author2 Pimenta, André
Neves, José
Novais, Paulo
author2_role author
author
author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico do Porto
dc.contributor.author.fl_str_mv Carneiro, Davide
Pimenta, André
Neves, José
Novais, Paulo
description Human performance, in all its different dimensions, is a very complex and interesting topic. In this paper we focus on performance in the workplace which, asides from complex is often controversial. While organizations and generally competitive working conditions push workers into increasing performance demands, this does not necessarily correlates positively to productivity. Moreover, existing performance monitoring approaches (electronic or not) are often dreaded by workers since they either threat their privacy or are based on productivity measures, with specific side effects. We present a new approach for the problem of performance monitoring that is not based on productivity measures but on the workers' movements while sitting and on the performance of their interaction with the machine. We show that these features correlate with mental fatigue and provide a distributed architecture for the non-intrusive and transparent collection of this data. The easiness in deploying this architecture, its non-intrusive nature, the potential advantages for better human resources management and the fact that it is not based on productivity measures will, in our belief, increase the willingness of both organizations and workers to implement this kind of performance management initiatives.
publishDate 2016
dc.date.none.fl_str_mv 2016-10
2016-10-01T00:00:00Z
2017-01-05T10:22:48Z
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10.1016/j.neucom.2016.05.105
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