A college degree recommendation model

Selecting a profession suitable to students` expectations implies taking into account multiple factors. Despite its usefulness and high impact, there are shortcomings in current university major recommendation models. Among these limitations are the lack of flexible models, the dependence on histori...

Full description

Autores:
Maridueña, Milton
Febles-Estrada, Ailyn
Tipo de recurso:
Article of journal
Fecha de publicación:
2016
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/60470
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/60470
http://bdigital.unal.edu.co/58802/
Palabra clave:
62 Ingeniería y operaciones afines / Engineering
recommender systems
college degree recommendation
AHP
student profile
sistemas de recomendación
recomendación de carreras universitarias
AHP
perfil del estudiante
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional
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spelling Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Maridueña, Milton9d69eed8-9dfc-4e95-9f4c-666814b4de2d300Febles-Estrada, Ailynb7570c95-b318-4f41-a25d-437dc807f1243002019-07-02T18:23:36Z2019-07-02T18:23:36Z2016-10-01ISSN: 2346-2183https://repositorio.unal.edu.co/handle/unal/60470http://bdigital.unal.edu.co/58802/Selecting a profession suitable to students` expectations implies taking into account multiple factors. Despite its usefulness and high impact, there are shortcomings in current university major recommendation models. Among these limitations are the lack of flexible models, the dependence on historical information and the inadequate weighting of the factors involved. In this paper, a new college degree recommendation model based on psychological student profiling and the analytical hierarchical process is presented. It includes database construction, student profiling, college degree information filtering and recommendation generation. Its implementation made it possible to improve reliability in the recommendation process of college degree. A case study is shown to demonstrate the model applicability.Con vistas a la elección de una profesión futura que resulte adecuada a las expectativas de una persona es necesario tomar en cuenta múltiples factores. A pesar de su potencial impacto persisten insuficiencias en el tratamiento del proceso de recomendación de las carreras universitarias. Entre ellas se destacan la falta de modelos flexibles no dependientes de datos históricos, y la correcta ponderación de los distintos factores que intervienen en la elección de la carrera. En el presente trabajo se propone un modelo para la recomendación de carreras universitarias basado en el perfilado psicológico del estudiante y en el proceso de jerarquía analítica. Su implementación posibilita mejorar la fiabilidad de las recomendaciones de carreras universitarias. Se desarrolla un estudio de caso real con especial énfasis en carreras relacionadas con las ciencias de la salud y de la información con el propósito de demostrar la aplicabilidad del modelo.application/pdfspaUniversidad Nacional de Colombia (Sede Medellín). Facultad de Minas.https://revistas.unal.edu.co/index.php/dyna/article/view/54360Universidad Nacional de Colombia Revistas electrónicas UN DynaDynaMaridueña, Milton and Febles-Estrada, Ailyn (2016) A college degree recommendation model. DYNA, 83 (199). pp. 29-34. ISSN 2346-218362 Ingeniería y operaciones afines / Engineeringrecommender systemscollege degree recommendationAHPstudent profilesistemas de recomendaciónrecomendación de carreras universitariasAHPperfil del estudianteA college degree recommendation modelArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTORIGINAL54360-309074-2-PB.pdfapplication/pdf425442https://repositorio.unal.edu.co/bitstream/unal/60470/1/54360-309074-2-PB.pdffdbb9fab955740bb3a702fa2e17d03e2MD51THUMBNAIL54360-309074-2-PB.pdf.jpg54360-309074-2-PB.pdf.jpgGenerated Thumbnailimage/jpeg9712https://repositorio.unal.edu.co/bitstream/unal/60470/2/54360-309074-2-PB.pdf.jpg9dd65552ccbbf698b0a1160fac73bdadMD52unal/60470oai:repositorio.unal.edu.co:unal/604702024-04-13 23:10:39.259Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co
dc.title.spa.fl_str_mv A college degree recommendation model
title A college degree recommendation model
spellingShingle A college degree recommendation model
62 Ingeniería y operaciones afines / Engineering
recommender systems
college degree recommendation
AHP
student profile
sistemas de recomendación
recomendación de carreras universitarias
AHP
perfil del estudiante
title_short A college degree recommendation model
title_full A college degree recommendation model
title_fullStr A college degree recommendation model
title_full_unstemmed A college degree recommendation model
title_sort A college degree recommendation model
dc.creator.fl_str_mv Maridueña, Milton
Febles-Estrada, Ailyn
dc.contributor.author.spa.fl_str_mv Maridueña, Milton
Febles-Estrada, Ailyn
dc.subject.ddc.spa.fl_str_mv 62 Ingeniería y operaciones afines / Engineering
topic 62 Ingeniería y operaciones afines / Engineering
recommender systems
college degree recommendation
AHP
student profile
sistemas de recomendación
recomendación de carreras universitarias
AHP
perfil del estudiante
dc.subject.proposal.spa.fl_str_mv recommender systems
college degree recommendation
AHP
student profile
sistemas de recomendación
recomendación de carreras universitarias
AHP
perfil del estudiante
description Selecting a profession suitable to students` expectations implies taking into account multiple factors. Despite its usefulness and high impact, there are shortcomings in current university major recommendation models. Among these limitations are the lack of flexible models, the dependence on historical information and the inadequate weighting of the factors involved. In this paper, a new college degree recommendation model based on psychological student profiling and the analytical hierarchical process is presented. It includes database construction, student profiling, college degree information filtering and recommendation generation. Its implementation made it possible to improve reliability in the recommendation process of college degree. A case study is shown to demonstrate the model applicability.
publishDate 2016
dc.date.issued.spa.fl_str_mv 2016-10-01
dc.date.accessioned.spa.fl_str_mv 2019-07-02T18:23:36Z
dc.date.available.spa.fl_str_mv 2019-07-02T18:23:36Z
dc.type.spa.fl_str_mv Artículo de revista
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dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/article
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dc.type.content.spa.fl_str_mv Text
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format http://purl.org/coar/resource_type/c_6501
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dc.identifier.issn.spa.fl_str_mv ISSN: 2346-2183
dc.identifier.uri.none.fl_str_mv https://repositorio.unal.edu.co/handle/unal/60470
dc.identifier.eprints.spa.fl_str_mv http://bdigital.unal.edu.co/58802/
identifier_str_mv ISSN: 2346-2183
url https://repositorio.unal.edu.co/handle/unal/60470
http://bdigital.unal.edu.co/58802/
dc.language.iso.spa.fl_str_mv spa
language spa
dc.relation.spa.fl_str_mv https://revistas.unal.edu.co/index.php/dyna/article/view/54360
dc.relation.ispartof.spa.fl_str_mv Universidad Nacional de Colombia Revistas electrónicas UN Dyna
Dyna
dc.relation.references.spa.fl_str_mv Maridueña, Milton and Febles-Estrada, Ailyn (2016) A college degree recommendation model. DYNA, 83 (199). pp. 29-34. ISSN 2346-2183
dc.rights.spa.fl_str_mv Derechos reservados - Universidad Nacional de Colombia
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.rights.license.spa.fl_str_mv Atribución-NoComercial 4.0 Internacional
dc.rights.uri.spa.fl_str_mv http://creativecommons.org/licenses/by-nc/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv Atribución-NoComercial 4.0 Internacional
Derechos reservados - Universidad Nacional de Colombia
http://creativecommons.org/licenses/by-nc/4.0/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Universidad Nacional de Colombia (Sede Medellín). Facultad de Minas.
institution Universidad Nacional de Colombia
bitstream.url.fl_str_mv https://repositorio.unal.edu.co/bitstream/unal/60470/1/54360-309074-2-PB.pdf
https://repositorio.unal.edu.co/bitstream/unal/60470/2/54360-309074-2-PB.pdf.jpg
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repository.name.fl_str_mv Repositorio Institucional Universidad Nacional de Colombia
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