IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i17p12830-d1224439.html
   My bibliography  Save this article

Regional Big Data Application Capability and Firm Green Technology Innovation

Author

Listed:
  • Guixiang Cao

    (College of Business Administration, Capital University of Economics and Business, Beijing 100070, China)

  • Xintong Fang

    (School of Accounting, Capital University of Economics and Business, Beijing 100070, China)

  • Ying Chen

    (Business School, University of Sydney, Sydney, NSW 2006, Australia)

  • Jinghuai She

    (College of Business Administration, Capital University of Economics and Business, Beijing 100070, China)

Abstract

This study aims to investigate the impact of regional big data application capability (RBDAC) on the green technology innovation (GTI) of manufacturing firms. Based on the data from Shanghai and Shenzhen A-share listed manufacturing firms in China from 2010 to 2020, the difference-in-differences method is used for the analysis. The results show that RBDAC can significantly improve the GTI in manufacturing firms. Further research shows that government subsidy and analyst coverage have strengthened the positive effect of RBDAC on GTI. Extensive analysis validates the heterogeneity of RBDAC in influencing the GTI based on financial constraints, tax administration strengths, regions, property rights, and top management team. The economic outcome test shows that RBDAC also improves firms’ environmental, social, and governance performance. Our findings contribute to the literature on big data application capability and GTI, as well as provide practical enlightenment for manufacturing firms to engage in digital and green practices.

Suggested Citation

  • Guixiang Cao & Xintong Fang & Ying Chen & Jinghuai She, 2023. "Regional Big Data Application Capability and Firm Green Technology Innovation," Sustainability, MDPI, vol. 15(17), pages 1-29, August.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:17:p:12830-:d:1224439
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/17/12830/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/17/12830/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Chuanlin Wang & Guowan Yan & Juan Ou, 2023. "Does Digitization Promote Green Innovation? Evidence from China," IJERPH, MDPI, vol. 20(5), pages 1-27, February.
    2. Marianne Bertrand & Sendhil Mullainathan, 2003. "Enjoying the Quiet Life? Corporate Governance and Managerial Preferences," Journal of Political Economy, University of Chicago Press, vol. 111(5), pages 1043-1075, October.
    3. Ghasemaghaei, Maryam & Calic, Goran, 2020. "Assessing the impact of big data on firm innovation performance: Big data is not always better data," Journal of Business Research, Elsevier, vol. 108(C), pages 147-162.
    4. Huacheng Rao & Dongxu Chen & Feichao Shen & Yangyang Shen, 2022. "Can Green Bonds Stimulate Green Innovation in Enterprises? Evidence from China," Sustainability, MDPI, vol. 14(23), pages 1-19, November.
    5. Tehseen Mazhar & Hafiz Muhammad Irfan & Sunawar Khan & Inayatul Haq & Inam Ullah & Muhammad Iqbal & Habib Hamam, 2023. "Analysis of Cyber Security Attacks and Its Solutions for the Smart grid Using Machine Learning and Blockchain Methods," Future Internet, MDPI, vol. 15(2), pages 1-37, February.
    6. Long Xue & Qianyu Zhang & Xuemang Zhang & Chengyu Li, 2022. "Can Digital Transformation Promote Green Technology Innovation?," Sustainability, MDPI, vol. 14(12), pages 1-20, June.
    7. Javed, Muzhar & Wang, Fangjun & Usman, Muhammad & Ali Gull, Ammar & Uz Zaman, Qamar, 2023. "Female CEOs and green innovation," Journal of Business Research, Elsevier, vol. 157(C).
    8. Hua Tang, 2022. "The Effect of ESG Performance on Corporate Innovation in China: The Mediating Role of Financial Constraints and Agency Cost," Sustainability, MDPI, vol. 14(7), pages 1-21, March.
    9. Thomas Niebel & Fabienne Rasel & Steffen Viete, 2019. "BIG data – BIG gains? Understanding the link between big data analytics and innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(3), pages 296-316, April.
    10. Youmeng Wu & Hao Sun & Hongliang Sun & Chi Xie, 2022. "Impact of Public Environmental Concerns on the Digital Transformation of Heavily Polluting Enterprises," IJERPH, MDPI, vol. 20(1), pages 1-19, December.
    11. Fengyan Wang & Ziyuan Sun & Hua Feng, 2022. "Can Media Attention Promote Green Innovation of Chinese Enterprises? Regulatory Effect of Environmental Regulation and Green Finance," Sustainability, MDPI, vol. 14(17), pages 1-25, September.
    12. Ping Wang & Hua Bu & Fengqin Liu, 2022. "Internal Control and Enterprise Green Innovation," Energies, MDPI, vol. 15(6), pages 1-20, March.
    13. Jiangying Wei & Xiuwu Zhang, 2023. "The Role of Big Data in Promoting Green Development: Based on the Quasi-Natural Experiment of the Big Data Experimental Zone," IJERPH, MDPI, vol. 20(5), pages 1-18, February.
    14. Shengbin Hao & Haili Zhang & Michael Song, 2019. "Big Data, Big Data Analytics Capability, and Sustainable Innovation Performance," Sustainability, MDPI, vol. 11(24), pages 1-15, December.
    15. Lee, You-Na & Walsh, John P., 2016. "Inventing while you work: Knowledge, non-R&D learning and innovation," Research Policy, Elsevier, vol. 45(1), pages 345-359.
    16. Huang, Zhehao & Liao, Gaoke & Li, Zhenghui, 2019. "Loaning scale and government subsidy for promoting green innovation," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 148-156.
    17. Zhifeng Zhang & Hongyan Duan & Shuangshuang Shan & Qingzhi Liu & Wenhui Geng, 2022. "The Impact of Green Credit on the Green Innovation Level of Heavy-Polluting Enterprises—Evidence from China," IJERPH, MDPI, vol. 19(2), pages 1-19, January.
    18. Zhengang Zhang & Yu Shang & Linyuan Cheng & Antao Hu, 2022. "Big Data Capability and Sustainable Competitive Advantage: The Mediating Role of Ambidextrous Innovation Strategy," Sustainability, MDPI, vol. 14(14), pages 1-17, July.
    19. Xin Lin & Lina Yu & Jinhong Zhang & Suxu Lin & Qiming Zhong, 2022. "Board Gender Diversity and Corporate Green Innovation: Evidence from China," Sustainability, MDPI, vol. 14(22), pages 1-24, November.
    20. Aljumah, Ahmad Ibrahim & Nuseir, Mohammed T. & Alam, Md. Mahmudul, 2021. "Organizational Performance and Capabilities to Analyze Big Data: Do the Ambidexterity and Business Value of Big Data Analytics Matter?," OSF Preprints an8er, Center for Open Science.
    21. Jiarui Fan & Yuning Zhou, 2023. "Empirical Analysis of Financing Efficiency and Constraints Effects on the Green Innovation of Green Supply Chain Enterprises: A Case Study of China," Sustainability, MDPI, vol. 15(6), pages 1-15, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Guixiang Cao & Jinghuai She & Chengzi Cao & Qiuxiang Cao, 2024. "Environmental Protection Tax and Green Innovation: The Mediating Role of Digitalization and ESG," Sustainability, MDPI, vol. 16(2), pages 1-26, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hua Zhang & Shaofeng Yuan, 2023. "How and When Does Big Data Analytics Capability Boost Innovation Performance?," Sustainability, MDPI, vol. 15(5), pages 1-19, February.
    2. Ma, Xinru & He, Jingbin, 2023. "Air pollution and corporate green innovation in China," Economic Modelling, Elsevier, vol. 124(C).
    3. Xiaoxu Zhang & Xinyu Du, 2023. "Industry and Regional Peer Effects in Corporate Digital Transformation: The Moderating Effects of TMT Characteristics," Sustainability, MDPI, vol. 15(7), pages 1-22, March.
    4. Cong Zhang & Shanyue Jin, 2022. "What Drives Sustainable Development of Enterprises? Focusing on ESG Management and Green Technology Innovation," Sustainability, MDPI, vol. 14(18), pages 1-20, September.
    5. Shao, Yanmin & Xu, Kunliang & Shan, Yuan George, 2024. "Leveraging corporate digitalization for green technology innovation: The mediating role of resource endowments," Technovation, Elsevier, vol. 133(C).
    6. Mihai BOGDAN & Anca BORZA, 2020. "Big Data Analytics And Firm Performance: A Text Mining Approach," Proceedings of the INTERNATIONAL MANAGEMENT CONFERENCE, Faculty of Management, Academy of Economic Studies, Bucharest, Romania, vol. 14(1), pages 549-560, November.
    7. Debao Dai & Yaodong Fan & Guangyu Wang & Jiaping Xie, 2022. "Digital Economy, R&D Investment, and Regional Green Innovation—Analysis Based on Provincial Panel Data in China," Sustainability, MDPI, vol. 14(11), pages 1-21, May.
    8. Boqiang Lin & Yongjing Xie, 2024. "Impacts of digital transformation on corporate green technology innovation: Do board characteristics play a role?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(3), pages 1741-1755, May.
    9. Chuanlin Wang & Guowan Yan & Juan Ou, 2023. "Does Digitization Promote Green Innovation? Evidence from China," IJERPH, MDPI, vol. 20(5), pages 1-27, February.
    10. Hanyuan Liang & Guangliang Li & Weikun Zhang & Zhe Chen, 2022. "The Impact of Green Innovation on Enterprise Performance: The Regulatory Role of Government Grants," Sustainability, MDPI, vol. 14(20), pages 1-17, October.
    11. Dignity Paradza & Olawande Daramola, 2021. "Business Intelligence and Business Value in Organisations: A Systematic Literature Review," Sustainability, MDPI, vol. 13(20), pages 1-27, October.
    12. Oduro, Stephen & De Nisco, Alessandro & Mainolfi, Giada, 2023. "Do digital technologies pay off? A meta-analytic review of the digital technologies/firm performance nexus," Technovation, Elsevier, vol. 128(C).
    13. Rammer, Christian & Es-Sadki, Nordine, 2023. "Using big data for generating firm-level innovation indicators - a literature review," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    14. Huynh, Minh-Tay & Nippa, Michael & Aichner, Thomas, 2023. "Big data analytics capabilities: Patchwork or progress? A systematic review of the status quo and implications for future research," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    15. Schoonjans, Eline, 2024. "From diversity to sustainability: Environmental and social spillover effects of board gender quotas," Journal of Economic Behavior & Organization, Elsevier, vol. 222(C), pages 314-331.
    16. Liu, Ting & Quan, Lei & Gao, Xing, 2023. "Social dishonesty and corporate green innovation," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 967-985.
    17. JAHAN Sakila Akter & SAZU Mesbaul Haque, 2022. "Innovation Management: Is Big Data Necessarily Better Data?," Management of Sustainable Development, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 14(2), pages 27-33, December.
    18. Wenqing Zhang & Jingrong Dong, 2023. "The Polarization Effect and Mechanism of China’s Green Finance Policy on Green Technology Innovation," Sustainability, MDPI, vol. 15(13), pages 1-26, June.
    19. Gu, Haoran & Yang, Shenggang & Xu, Zhaoyi & Cheng, Cheng, 2023. "Supply chain finance, green innovation, and productivity: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 78(C).
    20. Shuying Li & Yujie Liu & Yang Xu, 2022. "Does ESG Performance Improve the Quantity and Quality of Innovation? The Mediating Role of Internal Control Effectiveness and Analyst Coverage," Sustainability, MDPI, vol. 15(1), pages 1-25, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:15:y:2023:i:17:p:12830-:d:1224439. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.