Cargando…
The Effect of Big Data Analytics Capability on Competitive Performance: The Mediating Role of Resource Optimization and Resource Bricolage
Although big data analytics capability (BDAC) leads to competitive performance, the mechanism of the relationship is still unclear. To narrow the research gap, this paper investigates the mediating roles of two forms of resource integration (resource optimization and resource bricolage) in the relat...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9226484/ https://www.ncbi.nlm.nih.gov/pubmed/35756287 http://dx.doi.org/10.3389/fpsyg.2022.882810 |
_version_ | 1784733889771601920 |
---|---|
author | Huang, Bo Song, Jianmin Xie, Yi Li, Yuyu He, Feng |
author_facet | Huang, Bo Song, Jianmin Xie, Yi Li, Yuyu He, Feng |
author_sort | Huang, Bo |
collection | PubMed |
description | Although big data analytics capability (BDAC) leads to competitive performance, the mechanism of the relationship is still unclear. To narrow the research gap, this paper investigates the mediating roles of two forms of resource integration (resource optimization and resource bricolage) in the relationship between two forms of BDAC [big data analytics (BDA) management capability and BDA technology capability] and competitive performance. Supported by Partial Least Squares-Structural Equation Modeling (PLS-SEM) and the cross-sectional survey data from 219 Chinese enterprises, the results show that the resource bricolage plays a significantly mediating role in the relationships between BDA management capability and competitive performance as well as in the relationship between BDA technology capability and competitive performance. Furthermore, the mediating effect in the former relationship is stronger than that in the latter relationship. Additionally, BDA technology capability only has a direct effect on resource bricolage, while BDA management capability has a stronger effect on resource optimization than that on resource bricolage. Finally, resource bricolage has a stronger impact on competitive performance than resource optimization. These findings contribute to understanding how enterprises could apply different forms of BDAC to other kinds of resource integration to achieve outstanding competitive performance. |
format | Online Article Text |
id | pubmed-9226484 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92264842022-06-25 The Effect of Big Data Analytics Capability on Competitive Performance: The Mediating Role of Resource Optimization and Resource Bricolage Huang, Bo Song, Jianmin Xie, Yi Li, Yuyu He, Feng Front Psychol Psychology Although big data analytics capability (BDAC) leads to competitive performance, the mechanism of the relationship is still unclear. To narrow the research gap, this paper investigates the mediating roles of two forms of resource integration (resource optimization and resource bricolage) in the relationship between two forms of BDAC [big data analytics (BDA) management capability and BDA technology capability] and competitive performance. Supported by Partial Least Squares-Structural Equation Modeling (PLS-SEM) and the cross-sectional survey data from 219 Chinese enterprises, the results show that the resource bricolage plays a significantly mediating role in the relationships between BDA management capability and competitive performance as well as in the relationship between BDA technology capability and competitive performance. Furthermore, the mediating effect in the former relationship is stronger than that in the latter relationship. Additionally, BDA technology capability only has a direct effect on resource bricolage, while BDA management capability has a stronger effect on resource optimization than that on resource bricolage. Finally, resource bricolage has a stronger impact on competitive performance than resource optimization. These findings contribute to understanding how enterprises could apply different forms of BDAC to other kinds of resource integration to achieve outstanding competitive performance. Frontiers Media S.A. 2022-06-10 /pmc/articles/PMC9226484/ /pubmed/35756287 http://dx.doi.org/10.3389/fpsyg.2022.882810 Text en Copyright © 2022 Huang, Song, Xie, Li and He. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Huang, Bo Song, Jianmin Xie, Yi Li, Yuyu He, Feng The Effect of Big Data Analytics Capability on Competitive Performance: The Mediating Role of Resource Optimization and Resource Bricolage |
title | The Effect of Big Data Analytics Capability on Competitive Performance: The Mediating Role of Resource Optimization and Resource Bricolage |
title_full | The Effect of Big Data Analytics Capability on Competitive Performance: The Mediating Role of Resource Optimization and Resource Bricolage |
title_fullStr | The Effect of Big Data Analytics Capability on Competitive Performance: The Mediating Role of Resource Optimization and Resource Bricolage |
title_full_unstemmed | The Effect of Big Data Analytics Capability on Competitive Performance: The Mediating Role of Resource Optimization and Resource Bricolage |
title_short | The Effect of Big Data Analytics Capability on Competitive Performance: The Mediating Role of Resource Optimization and Resource Bricolage |
title_sort | effect of big data analytics capability on competitive performance: the mediating role of resource optimization and resource bricolage |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9226484/ https://www.ncbi.nlm.nih.gov/pubmed/35756287 http://dx.doi.org/10.3389/fpsyg.2022.882810 |
work_keys_str_mv | AT huangbo theeffectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT songjianmin theeffectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT xieyi theeffectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT liyuyu theeffectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT hefeng theeffectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT huangbo effectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT songjianmin effectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT xieyi effectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT liyuyu effectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage AT hefeng effectofbigdataanalyticscapabilityoncompetitiveperformancethemediatingroleofresourceoptimizationandresourcebricolage |