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The effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture

Studies indicate that organizational capability is a key factor in operational performance, and that both sensing and analytics capabilities have a significant influence on operational performance. This study develops a framework to examine the impact of organizational capability on operational perf...

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Detalles Bibliográficos
Autores principales: Wong, David T. W., Ngai, Eric W. T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9985927/
https://www.ncbi.nlm.nih.gov/pubmed/37361097
http://dx.doi.org/10.1007/s10479-023-05241-5
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author Wong, David T. W.
Ngai, Eric W. T.
author_facet Wong, David T. W.
Ngai, Eric W. T.
author_sort Wong, David T. W.
collection PubMed
description Studies indicate that organizational capability is a key factor in operational performance, and that both sensing and analytics capabilities have a significant influence on operational performance. This study develops a framework to examine the impact of organizational capability on operational performance, with a specific focus on the implementation of sensing and analytics capabilities. We combine strategic fit theory, the dynamic capability view, and the resource-based view to examine how micro, small, and medium enterprises (MSMEs) strategically integrate a data-driven culture (DDC) with their organizational capabilities to enhance operational performance. We carry out empirical research to investigate whether a DDC moderates the influence of organizational capability on operational performance. Structural equation modeling of survey data from 149 MSMEs reveals that both sensing and analytics capabilities have a positive impact on operational performance. The results also suggest that a DDC positively moderates the influence of organizational capability on operational performance. We discuss the theoretical and managerial implications of our findings, the limitations of the study, and opportunities for further research.
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spelling pubmed-99859272023-03-06 The effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture Wong, David T. W. Ngai, Eric W. T. Ann Oper Res Original Research Studies indicate that organizational capability is a key factor in operational performance, and that both sensing and analytics capabilities have a significant influence on operational performance. This study develops a framework to examine the impact of organizational capability on operational performance, with a specific focus on the implementation of sensing and analytics capabilities. We combine strategic fit theory, the dynamic capability view, and the resource-based view to examine how micro, small, and medium enterprises (MSMEs) strategically integrate a data-driven culture (DDC) with their organizational capabilities to enhance operational performance. We carry out empirical research to investigate whether a DDC moderates the influence of organizational capability on operational performance. Structural equation modeling of survey data from 149 MSMEs reveals that both sensing and analytics capabilities have a positive impact on operational performance. The results also suggest that a DDC positively moderates the influence of organizational capability on operational performance. We discuss the theoretical and managerial implications of our findings, the limitations of the study, and opportunities for further research. Springer US 2023-03-05 /pmc/articles/PMC9985927/ /pubmed/37361097 http://dx.doi.org/10.1007/s10479-023-05241-5 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Research
Wong, David T. W.
Ngai, Eric W. T.
The effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture
title The effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture
title_full The effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture
title_fullStr The effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture
title_full_unstemmed The effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture
title_short The effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture
title_sort effects of analytics capability and sensing capability on operations performance: the moderating role of data-driven culture
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9985927/
https://www.ncbi.nlm.nih.gov/pubmed/37361097
http://dx.doi.org/10.1007/s10479-023-05241-5
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