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Digital Management Capability and Innovation of Manufacturing Enterprises in the Era of Big Data

Published: 26 July 2022 Publication History

Abstract

With the deep integration of the new generation of information technology and the real economy, what impact will digital management capabilities have on manufacturing companies? Using data from the China Employer-Employee Survey (CEES), this article examines the impact of digital management capabilities on the innovation performance of manufacturing companies. The results show that the enhancement of digital management capabilities can significantly promote the innovation performance of manufacturing enterprises, and this effect is robust. Dimensional regression results show that the availability of data in the decision-making process, the degree of data dependence in the decision-making process, the diversity of corporate data collection entities, and the frequency of use of work process data can significantly promote corporate innovation performance, while the influence of the frequency of data using in the decision-making process and the frequency of data use in the decision-making process and the frequency of using statistical methods to predict on the innovation performance of manufacturing enterprises is not obvious. Sub-sample regression results show that the effect of digital management capabilities on the innovation performance of manufacturing enterprises is heterogeneous. Specifically, when the company is characterized as with a long life span, with a large scale, with the type of family business, with a high proportion of CEOs who owned a college degree or above, with a high number of years of education for middle and senior managers, with a board of directors or a party organization, with a location of the eastern region or in the areas of a high concentration of financial services and R&D services, the effect of digital management capabilities on innovation performance is more obvious. Therefore, this article provides evidence for revealing the microeconomic effects of industrial digital development and promoting the reform of innovation management in manufacturing enterprises.

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  • (2023)Structural evaluation of management capability and the mediation role of cybersecurity awareness towards enterprise performanceJournal of Data, Information and Management10.1007/s42488-023-00108-75:4(345-361)Online publication date: 23-Nov-2023
  1. Digital Management Capability and Innovation of Manufacturing Enterprises in the Era of Big Data

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    cover image ACM Other conferences
    ICBDE '22: Proceedings of the 5th International Conference on Big Data and Education
    February 2022
    465 pages
    ISBN:9781450395793
    DOI:10.1145/3524383
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 26 July 2022

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    Author Tags

    1. artificial intelligence
    2. big data
    3. digital management capabilities
    4. innovation performance
    5. manufacturing enterprises

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    • Research-article
    • Research
    • Refereed limited

    Funding Sources

    • Natural Science Foundation of Guangdong Province
    • Foshan Social Science Planning Project
    • Collaborative Education Project of Industry and University Cooperation of the Ministry of education of China
    • Guangzhou Philosophy and Social Science Planning Project
    • Special Research Project for the Prevention and Control of COVID-19 in Colleges in Guangdong Province
    • Projects Supported by the Special Fund for Scientific and Technological Innovation Strategy of Guangdong Province (Special Fund for Climbing Plan)

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    • (2023)Structural evaluation of management capability and the mediation role of cybersecurity awareness towards enterprise performanceJournal of Data, Information and Management10.1007/s42488-023-00108-75:4(345-361)Online publication date: 23-Nov-2023

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