Academic Analytics in practice: Aggregate and analyse multiple data sources
Autor(a) principal: | |
---|---|
Data de Publicação: | 2013 |
Outros Autores: | |
Tipo de documento: | Artigo |
Idioma: | por |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | https://doi.org/10.34632/investigacaoeducacional.2013.3396 |
Resumo: | Higher education institutions (HEIs) use several technological subsystems for the management of multiple aspects of the organization, which collect a huge amount of data from these subsystems, but which do not communicate with each other. The idea of the Analytics in Education is based on the possibility of using this data in an aggregated way in the process of decision making and the development of new models in management. Using the reality of the Universidade Católica Portuguesa – Porto as a starting point, we present the architecture and the results achieved in the development of a prototype of Academic Analytics, for the management of teaching activity at the institution, which aggregates data from three technological subsystems. Three main contributions resulted from this study: i) Theoretical – Analytics in Education is a new theme with rapid rising interest, and therefore it is difficult to maintain a stable discourse when defining concepts and describing processes. In this context, we present a reflection on the main issues discussed and list the most relevant concepts; ii) Methodology – The rationale and application of the Model Design Science Research Process (DSRP), which, despite its versatility in the field of presentation of artifacts, still has little importance in the field of Information Systems (IS) applied to Social and Human Sciences; iii) Practical – Presentation of a prototype of an Academic Analytics system. |
id |
RCAP_d618471002e74380de96488a3a1f94d4 |
---|---|
oai_identifier_str |
oai:ojs.revistas.ucp.pt:article/3396 |
network_acronym_str |
RCAP |
network_name_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository_id_str |
7160 |
spelling |
Academic Analytics in practice: Aggregate and analyse multiple data sourcesAcademic Analytics na prática: agregar e analisar múltiplas fontes de dadosHigher education institutions (HEIs) use several technological subsystems for the management of multiple aspects of the organization, which collect a huge amount of data from these subsystems, but which do not communicate with each other. The idea of the Analytics in Education is based on the possibility of using this data in an aggregated way in the process of decision making and the development of new models in management. Using the reality of the Universidade Católica Portuguesa – Porto as a starting point, we present the architecture and the results achieved in the development of a prototype of Academic Analytics, for the management of teaching activity at the institution, which aggregates data from three technological subsystems. Three main contributions resulted from this study: i) Theoretical – Analytics in Education is a new theme with rapid rising interest, and therefore it is difficult to maintain a stable discourse when defining concepts and describing processes. In this context, we present a reflection on the main issues discussed and list the most relevant concepts; ii) Methodology – The rationale and application of the Model Design Science Research Process (DSRP), which, despite its versatility in the field of presentation of artifacts, still has little importance in the field of Information Systems (IS) applied to Social and Human Sciences; iii) Practical – Presentation of a prototype of an Academic Analytics system.As instituições do ensino superior (IES) utilizam diversos subsistemas tecnológicos para gestão das várias dimensões da vida da organização, que recolhem um imenso volume de dados proveniente desses subsistemas, mas que não comunicam entre si. A ideia do Analytics na Educação alicerça-se no potencial da utilização agregada destes dados para o processo de tomada de decisão e no desenvolvimento de novos modelos na gestão. Partindo-se do caso da realidade da Universidade Católica Portuguesa – Porto, apresentam-se a arquitetura e os resultados alcançados no desenvolvimento de um protótipo de Academic Analytics, para a gestão da atividade de ensino na instituição, que agrega dados de três subsistemas tecnológicos. Deste trabalho resultam três contributos principais: i) Teórico – O Analytics na Educação é um tema novo e em rápida ascensão, sendo, por isso, difícil manter um discurso estável na defi nição de conceitos e descrição de processos. Neste quadro, apresenta-se uma refl exão sobre as principais questões discutidas e são colocados em relação os conceitos mais relevantes; ii) Metodológico – A fundamentação e aplicação do modelo Design Science Research Process (DSRP), que, apesar da sua versatilidade no campo da apresentação de artefactos, ainda tem pouca expressão no campo dos Sistemas da Informação (SI) aplicados às Ciências Sociais e Humanas; iii) Prático – Apresentação do protótipo de um sistema de Academic Analytics.Universidade Católica Portuguesa2013-01-01T00:00:00Zjournal articleinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://doi.org/10.34632/investigacaoeducacional.2013.3396oai:ojs.revistas.ucp.pt:article/3396Revista Portuguesa de Investigação Educacional; n. 13 (2013): Gestão e organização escolar; 235-2602182-46141645-400610.34632/investigacaoeducacional.2013.n13reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAPporhttps://revistas.ucp.pt/index.php/investigacaoeducacional/article/view/3396https://doi.org/10.34632/investigacaoeducacional.2013.3396https://revistas.ucp.pt/index.php/investigacaoeducacional/article/view/3396/3293Direitos de Autor (c) 2013 Sérgio André Ferreira, António Manuel Valente de Andradehttp://creativecommons.org/licenses/by-nc-nd/4.0info:eu-repo/semantics/openAccessFerreira, Sérgio AndréAndrade, António Manuel Valente de2022-05-24T16:54:52Zoai:ojs.revistas.ucp.pt:article/3396Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T14:57:55.034756Repositório 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 |
Academic Analytics in practice: Aggregate and analyse multiple data sources Academic Analytics na prática: agregar e analisar múltiplas fontes de dados |
title |
Academic Analytics in practice: Aggregate and analyse multiple data sources |
spellingShingle |
Academic Analytics in practice: Aggregate and analyse multiple data sources Ferreira, Sérgio André |
title_short |
Academic Analytics in practice: Aggregate and analyse multiple data sources |
title_full |
Academic Analytics in practice: Aggregate and analyse multiple data sources |
title_fullStr |
Academic Analytics in practice: Aggregate and analyse multiple data sources |
title_full_unstemmed |
Academic Analytics in practice: Aggregate and analyse multiple data sources |
title_sort |
Academic Analytics in practice: Aggregate and analyse multiple data sources |
author |
Ferreira, Sérgio André |
author_facet |
Ferreira, Sérgio André Andrade, António Manuel Valente de |
author_role |
author |
author2 |
Andrade, António Manuel Valente de |
author2_role |
author |
dc.contributor.author.fl_str_mv |
Ferreira, Sérgio André Andrade, António Manuel Valente de |
description |
Higher education institutions (HEIs) use several technological subsystems for the management of multiple aspects of the organization, which collect a huge amount of data from these subsystems, but which do not communicate with each other. The idea of the Analytics in Education is based on the possibility of using this data in an aggregated way in the process of decision making and the development of new models in management. Using the reality of the Universidade Católica Portuguesa – Porto as a starting point, we present the architecture and the results achieved in the development of a prototype of Academic Analytics, for the management of teaching activity at the institution, which aggregates data from three technological subsystems. Three main contributions resulted from this study: i) Theoretical – Analytics in Education is a new theme with rapid rising interest, and therefore it is difficult to maintain a stable discourse when defining concepts and describing processes. In this context, we present a reflection on the main issues discussed and list the most relevant concepts; ii) Methodology – The rationale and application of the Model Design Science Research Process (DSRP), which, despite its versatility in the field of presentation of artifacts, still has little importance in the field of Information Systems (IS) applied to Social and Human Sciences; iii) Practical – Presentation of a prototype of an Academic Analytics system. |
publishDate |
2013 |
dc.date.none.fl_str_mv |
2013-01-01T00:00:00Z |
dc.type.driver.fl_str_mv |
journal article info:eu-repo/semantics/article |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
https://doi.org/10.34632/investigacaoeducacional.2013.3396 oai:ojs.revistas.ucp.pt:article/3396 |
url |
https://doi.org/10.34632/investigacaoeducacional.2013.3396 |
identifier_str_mv |
oai:ojs.revistas.ucp.pt:article/3396 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.none.fl_str_mv |
https://revistas.ucp.pt/index.php/investigacaoeducacional/article/view/3396 https://doi.org/10.34632/investigacaoeducacional.2013.3396 https://revistas.ucp.pt/index.php/investigacaoeducacional/article/view/3396/3293 |
dc.rights.driver.fl_str_mv |
Direitos de Autor (c) 2013 Sérgio André Ferreira, António Manuel Valente de Andrade http://creativecommons.org/licenses/by-nc-nd/4.0 info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Direitos de Autor (c) 2013 Sérgio André Ferreira, António Manuel Valente de Andrade http://creativecommons.org/licenses/by-nc-nd/4.0 |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Universidade Católica Portuguesa |
publisher.none.fl_str_mv |
Universidade Católica Portuguesa |
dc.source.none.fl_str_mv |
Revista Portuguesa de Investigação Educacional; n. 13 (2013): Gestão e organização escolar; 235-260 2182-4614 1645-4006 10.34632/investigacaoeducacional.2013.n13 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 |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
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 |
repository.mail.fl_str_mv |
|
_version_ |
1799129851676852224 |