Big data analytics capability as a mediator in the impact of open innovation on firm performance

ABSTRACT: Purpose: Big data analytics capability (BDAC) is the ability of a firm to capture and analyze big data toward the generation of insights. The literature has mainly focused on analyzing the direct effects of BDAC on different aspects related to firm performance such as finances and innovati...

Full description

Autores:
Arias Pérez, José Enrique
Coronado Medina, Alejandro
Perdomo Charry, Geovanny
Tipo de recurso:
Article of investigation
Fecha de publicación:
2021
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/37898
Acceso en línea:
https://hdl.handle.net/10495/37898
Palabra clave:
Innovaciones tecnológicas
Technological innovations
Big data
Innovación abierta
Transformación digital
Rights
openAccess
License
https://creativecommons.org/licenses/by/4.0/
id UDEA2_6652cc2b0ca7c9e8c40aedf09c81f6c2
oai_identifier_str oai:bibliotecadigital.udea.edu.co:10495/37898
network_acronym_str UDEA2
network_name_str Repositorio UdeA
repository_id_str
dc.title.spa.fl_str_mv Big data analytics capability as a mediator in the impact of open innovation on firm performance
title Big data analytics capability as a mediator in the impact of open innovation on firm performance
spellingShingle Big data analytics capability as a mediator in the impact of open innovation on firm performance
Innovaciones tecnológicas
Technological innovations
Big data
Innovación abierta
Transformación digital
title_short Big data analytics capability as a mediator in the impact of open innovation on firm performance
title_full Big data analytics capability as a mediator in the impact of open innovation on firm performance
title_fullStr Big data analytics capability as a mediator in the impact of open innovation on firm performance
title_full_unstemmed Big data analytics capability as a mediator in the impact of open innovation on firm performance
title_sort Big data analytics capability as a mediator in the impact of open innovation on firm performance
dc.creator.fl_str_mv Arias Pérez, José Enrique
Coronado Medina, Alejandro
Perdomo Charry, Geovanny
dc.contributor.author.none.fl_str_mv Arias Pérez, José Enrique
Coronado Medina, Alejandro
Perdomo Charry, Geovanny
dc.contributor.researchgroup.spa.fl_str_mv Grupo de Investigación en Gestión Organizacional - GESTOR UdeA
dc.subject.lemb.none.fl_str_mv Innovaciones tecnológicas
Technological innovations
topic Innovaciones tecnológicas
Technological innovations
Big data
Innovación abierta
Transformación digital
dc.subject.proposal.spa.fl_str_mv Big data
Innovación abierta
Transformación digital
description ABSTRACT: Purpose: Big data analytics capability (BDAC) is the ability of a firm to capture and analyze big data toward the generation of insights. The literature has mainly focused on analyzing the direct effects of BDAC on different aspects related to firm performance such as finances and innovation. However, the lack of works analyzing the intermediation role BDAC could play is noticeable, particularly in organizational situations that pose great challenges in terms of data processing. Thus, the aim of this paper is to analyze BDAC mediation in the relationship between open innovation (OI), particularly customer involvement, and firm performance (financial and non-financial). Design/methodology/approach: Structural equation modeling was used to test the proposed model with survey data from a sample of 112 firms. Findings: The results show that BDAC has a partial mediating effect on the relationship between OI and financial performance, and between OI and non-financial performance. Nevertheless, this mediation is greater in the first relationship. Originality/value: The main contribution of the study is to offer a broader research perspective regarding the role of BDAC in the relationship between OI and firm performance. This study ultimately questions that research tradition in which this role has been reduced to that of a simple application of data analytics techniques. Instead, the results show BDAC is primarily an organizational skill that should be articulated with key processes, such as customer involvement, to maximize the financial and non-financial use of the large flow of data coming from the main OI activity of low and medium-technology companies.
publishDate 2021
dc.date.issued.none.fl_str_mv 2021
dc.date.accessioned.none.fl_str_mv 2024-01-26T20:08:49Z
dc.date.available.none.fl_str_mv 2024-01-26T20:08:49Z
dc.type.spa.fl_str_mv Artículo de investigación
dc.type.coar.spa.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
dc.type.redcol.spa.fl_str_mv https://purl.org/redcol/resource_type/ART
dc.type.coarversion.spa.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/article
dc.type.version.spa.fl_str_mv info:eu-repo/semantics/publishedVersion
format http://purl.org/coar/resource_type/c_2df8fbb1
status_str publishedVersion
dc.identifier.citation.spa.fl_str_mv Arias-Pérez, J. E., Coronado-Medina, A. and Perdomo-Charry, G. (2022). Big data analytics capability as a mediator in the impact of open innovation on firm performance. Journal of Strategy and Management, Vol. 15 No. 1, pp. 1-15. https://doi.org/10.1108/JSMA-09-2020-0262
dc.identifier.issn.none.fl_str_mv 1755425X
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/10495/37898
dc.identifier.doi.none.fl_str_mv 10.1108/JSMA-09-2020-0262
identifier_str_mv Arias-Pérez, J. E., Coronado-Medina, A. and Perdomo-Charry, G. (2022). Big data analytics capability as a mediator in the impact of open innovation on firm performance. Journal of Strategy and Management, Vol. 15 No. 1, pp. 1-15. https://doi.org/10.1108/JSMA-09-2020-0262
1755425X
10.1108/JSMA-09-2020-0262
url https://hdl.handle.net/10495/37898
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.citationendpage.spa.fl_str_mv 15
dc.relation.citationissue.spa.fl_str_mv 1
dc.relation.citationstartpage.spa.fl_str_mv 1
dc.relation.citationvolume.spa.fl_str_mv 15
dc.relation.ispartofjournal.spa.fl_str_mv Journal of Strategy and Management
dc.rights.uri.spa.fl_str_mv https://creativecommons.org/licenses/by/4.0/
dc.rights.uri.*.fl_str_mv http://creativecommons.org/licenses/by-nc-nd/2.5/co/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.coar.spa.fl_str_mv http://purl.org/coar/access_right/c_abf2
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0/
http://creativecommons.org/licenses/by-nc-nd/2.5/co/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.extent.spa.fl_str_mv 15
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Emerald Publishing Limited
dc.publisher.place.spa.fl_str_mv Reino Unido
institution Universidad de Antioquia
bitstream.url.fl_str_mv https://bibliotecadigital.udea.edu.co/bitstreams/5a3d3d75-d422-4aef-9b24-c71026b99895/download
https://bibliotecadigital.udea.edu.co/bitstreams/3bd02a7e-f056-4d5e-be6f-0da7e93e8ed2/download
https://bibliotecadigital.udea.edu.co/bitstreams/658c15c2-a830-4d93-b3e4-4fd57a96aeec/download
https://bibliotecadigital.udea.edu.co/bitstreams/3740fb6a-e755-4674-83ba-c91eaba4e752/download
https://bibliotecadigital.udea.edu.co/bitstreams/4f7c2c16-e2da-4738-809d-070a50a22ca8/download
bitstream.checksum.fl_str_mv b88b088d9957e670ce3b3fbe2eedbc13
2233466535494d9b11b21b03ad73f8f5
8a4605be74aa9ea9d79846c1fba20a33
5aa2d2c413e018f5e5a7b16a5e88a3d2
0b911a77c561ea88ccaa62fda395d21a
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositorio Institucional de la Universidad de Antioquia
repository.mail.fl_str_mv aplicacionbibliotecadigitalbiblioteca@udea.edu.co
_version_ 1851052172858359808
spelling Arias Pérez, José EnriqueCoronado Medina, AlejandroPerdomo Charry, GeovannyGrupo de Investigación en Gestión Organizacional - GESTOR UdeA2024-01-26T20:08:49Z2024-01-26T20:08:49Z2021Arias-Pérez, J. E., Coronado-Medina, A. and Perdomo-Charry, G. (2022). Big data analytics capability as a mediator in the impact of open innovation on firm performance. Journal of Strategy and Management, Vol. 15 No. 1, pp. 1-15. https://doi.org/10.1108/JSMA-09-2020-02621755425Xhttps://hdl.handle.net/10495/3789810.1108/JSMA-09-2020-0262ABSTRACT: Purpose: Big data analytics capability (BDAC) is the ability of a firm to capture and analyze big data toward the generation of insights. The literature has mainly focused on analyzing the direct effects of BDAC on different aspects related to firm performance such as finances and innovation. However, the lack of works analyzing the intermediation role BDAC could play is noticeable, particularly in organizational situations that pose great challenges in terms of data processing. Thus, the aim of this paper is to analyze BDAC mediation in the relationship between open innovation (OI), particularly customer involvement, and firm performance (financial and non-financial). Design/methodology/approach: Structural equation modeling was used to test the proposed model with survey data from a sample of 112 firms. Findings: The results show that BDAC has a partial mediating effect on the relationship between OI and financial performance, and between OI and non-financial performance. Nevertheless, this mediation is greater in the first relationship. Originality/value: The main contribution of the study is to offer a broader research perspective regarding the role of BDAC in the relationship between OI and firm performance. This study ultimately questions that research tradition in which this role has been reduced to that of a simple application of data analytics techniques. Instead, the results show BDAC is primarily an organizational skill that should be articulated with key processes, such as customer involvement, to maximize the financial and non-financial use of the large flow of data coming from the main OI activity of low and medium-technology companies.COL000635815application/pdfengEmerald Publishing LimitedReino Unidohttps://creativecommons.org/licenses/by/4.0/http://creativecommons.org/licenses/by-nc-nd/2.5/co/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Big data analytics capability as a mediator in the impact of open innovation on firm performanceArtículo de investigaciónhttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionInnovaciones tecnológicasTechnological innovationsBig dataInnovación abiertaTransformación digital151115Journal of Strategy and ManagementPublicationCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8823https://bibliotecadigital.udea.edu.co/bitstreams/5a3d3d75-d422-4aef-9b24-c71026b99895/downloadb88b088d9957e670ce3b3fbe2eedbc13MD52falseAnonymousREADORIGINALAriasJose_2021_BigDataInnovation.pdfAriasJose_2021_BigDataInnovation.pdfArticulo de revistaapplication/pdf158435https://bibliotecadigital.udea.edu.co/bitstreams/3bd02a7e-f056-4d5e-be6f-0da7e93e8ed2/download2233466535494d9b11b21b03ad73f8f5MD51trueAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://bibliotecadigital.udea.edu.co/bitstreams/658c15c2-a830-4d93-b3e4-4fd57a96aeec/download8a4605be74aa9ea9d79846c1fba20a33MD53falseAnonymousREADTEXTAriasJose_2021_BigDataInnovation.pdf.txtAriasJose_2021_BigDataInnovation.pdf.txtExtracted texttext/plain57646https://bibliotecadigital.udea.edu.co/bitstreams/3740fb6a-e755-4674-83ba-c91eaba4e752/download5aa2d2c413e018f5e5a7b16a5e88a3d2MD56falseAnonymousREADTHUMBNAILAriasJose_2021_BigDataInnovation.pdf.jpgAriasJose_2021_BigDataInnovation.pdf.jpgGenerated Thumbnailimage/jpeg14591https://bibliotecadigital.udea.edu.co/bitstreams/4f7c2c16-e2da-4738-809d-070a50a22ca8/download0b911a77c561ea88ccaa62fda395d21aMD57falseAnonymousREAD10495/37898oai:bibliotecadigital.udea.edu.co:10495/378982025-03-26 18:04:45.284https://creativecommons.org/licenses/by/4.0/open.accesshttps://bibliotecadigital.udea.edu.coRepositorio Institucional de la Universidad de Antioquiaaplicacionbibliotecadigitalbiblioteca@udea.edu.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