IDEAS home Printed from https://ideas.repec.org/a/bla/srbeha/v39y2022i3p489-502.html
   My bibliography  Save this article

Artificial intelligence empowerment: The impact of research and development investment on green radical innovation in high‐tech enterprises

Author

Listed:
  • Huishuang Su
  • Xintong Qu
  • Shuo Tian
  • Qiang Ma
  • Ling Li
  • Yong Chen

Abstract

Artificial intelligence (AI) has become an important driving force leading the new round of scientific and technological revolution and industrial transformation worldwide. AI empowers green radical innovation (GRI), a vital strategic orientation for high‐tech enterprises. To explore the relationship between research and development (R&D) investment and GRI and identify the contingency factors that affect the relationship, this paper proposes a framework and conducts a survey to test it. The findings indicate that R&D investment and GRI have an inverted U‐shaped relationship, that organizational learning meditates the relationship and that management process innovation and organization structure innovation moderate the relationship positively and negatively, respectively. The findings clarify the intermediate mechanism of the transformation from R&D investment to GRI. They will help high‐tech enterprises improve their innovation ability and achieve technological leapfrogging and sustainable development in the context of AI and the green economy.

Suggested Citation

  • Huishuang Su & Xintong Qu & Shuo Tian & Qiang Ma & Ling Li & Yong Chen, 2022. "Artificial intelligence empowerment: The impact of research and development investment on green radical innovation in high‐tech enterprises," Systems Research and Behavioral Science, Wiley Blackwell, vol. 39(3), pages 489-502, May.
  • Handle: RePEc:bla:srbeha:v:39:y:2022:i:3:p:489-502
    DOI: 10.1002/sres.2853
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/sres.2853
    Download Restriction: no

    File URL: https://libkey.io/10.1002/sres.2853?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Yang Lu, 2019. "Artificial intelligence: a survey on evolution, models, applications and future trends," Journal of Management Analytics, Taylor & Francis Journals, vol. 6(1), pages 1-29, January.
    2. Lin, Hai-Fen & Su, Jing-Qin & Higgins, Angela, 2016. "How dynamic capabilities affect adoption of management innovations," Journal of Business Research, Elsevier, vol. 69(2), pages 862-876.
    3. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    4. Barksdale, Kevin & Werner, Jon M., 2001. "Managerial ratings of in-role behaviors, organizational citizenship behaviors, and overall performance: testing different models of their relationship," Journal of Business Research, Elsevier, vol. 51(2), pages 145-155, February.
    5. Ignacio G. Vaccaro & Justin J. P. Jansen & Frans A. J. Van Den Bosch & Henk W. Volberda, 2012. "Management Innovation and Leadership: The Moderating Role of Organizational Size," Journal of Management Studies, Wiley Blackwell, vol. 49(1), pages 28-51, January.
    6. Ling Li, 2020. "Education supply chain in the era of Industry 4.0," Systems Research and Behavioral Science, Wiley Blackwell, vol. 37(4), pages 579-592, July.
    7. Canhoto, Ana Isabel & Clear, Fintan, 2020. "Artificial intelligence and machine learning as business tools: A framework for diagnosing value destruction potential," Business Horizons, Elsevier, vol. 63(2), pages 183-193.
    8. Anis Khedhaouria & Arshad Jamal, 2015. "Sourcing knowledge for innovation: knowledge reuse and creation in project teams," Post-Print hal-02011111, HAL.
    9. Manuel Frondel & Jens Horbach & Klaus Rennings, 2007. "End‐of‐pipe or cleaner production? An empirical comparison of environmental innovation decisions across OECD countries," Business Strategy and the Environment, Wiley Blackwell, vol. 16(8), pages 571-584, December.
    10. Wengang Zhang & Feng Xu & Xuefeng Wang, 2020. "How Green Transformational Leadership Affects Green Creativity: Creative Process Engagement as Intermediary Bond and Green Innovation Strategy as Boundary Spanner," Sustainability, MDPI, vol. 12(9), pages 1-17, May.
    11. Yu-Shan Chen & Shyh-Bao Lai & Chao-Tung Wen, 2006. "The Influence of Green Innovation Performance on Corporate Advantage in Taiwan," Journal of Business Ethics, Springer, vol. 67(4), pages 331-339, September.
    12. Dursun Delen & Oleksandr Dorokhov & Liudmyla Dorokhova & Hasan Dinçer & Serhat Yüksel, 2020. "Balanced scorecard-based analysis of customer expectations for cosmetology services: a hybrid decision modeling approach," Journal of Management Analytics, Taylor & Francis Journals, vol. 7(4), pages 532-563, October.
    13. Steven A. Lippman & Richard P. Rumelt, 2003. "A bargaining perspective on resource advantage," Strategic Management Journal, Wiley Blackwell, vol. 24(11), pages 1069-1086, November.
    14. Hong Chen & Ling Li & Yong Chen, 2021. "Explore success factors that impact artificial intelligence adoption on telecom industry in China," Journal of Management Analytics, Taylor & Francis Journals, vol. 8(1), pages 36-68, January.
    15. Liu, Yi & Guo, Jingzhou & Chi, Nan, 2015. "The Antecedents and Performance Consequences of Proactive Environmental Strategy: A Meta-analytic Review of National Contingency," Management and Organization Review, Cambridge University Press, vol. 11(3), pages 521-557, September.
    16. Ling Li, 2014. "Managing Supply Chain and Logistics:Competitive Strategy for a Sustainable Future," World Scientific Books, World Scientific Publishing Co. Pte. Ltd., number 9151, February.
    17. Jiawen Chen & Linlin Liu, 2018. "Profiting from Green Innovation: The Moderating Effect of Competitive Strategy," Sustainability, MDPI, vol. 11(1), pages 1-23, December.
    18. Engin Akman & Abdullah S. Karaman & Cemil Kuzey, 2020. "Visa trial of international trade: evidence from support vector machines and neural networks," Journal of Management Analytics, Taylor & Francis Journals, vol. 7(2), pages 231-252, April.
    19. Wakelin, Katharine, 2001. "Productivity growth and R&D expenditure in UK manufacturing firms," Research Policy, Elsevier, vol. 30(7), pages 1079-1090, August.
    20. Walker, Richard M. & Chen, Jiyao & Aravind, Deepa, 2015. "Management innovation and firm performance: An integration of research findings," European Management Journal, Elsevier, vol. 33(5), pages 407-422.
    21. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    22. Shen, Carl Hsin-han & Zhang, Hao, 2013. "CEO risk incentives and firm performance following R&D increases," Journal of Banking & Finance, Elsevier, vol. 37(4), pages 1176-1194.
    23. Chieh-Yu Lin & Yi-Hui Ho & Young-Long Wu & I-Chi Yu, 2019. "Determinants of Mindful Adoption of Green Innovation," International Journal of Research in Business and Social Science (2147-4478), Center for the Strategic Studies in Business and Finance, vol. 8(4), pages 79-89, July.
    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. Qiliang Wang & Qingquan Jiang & Hongxia Yu, 2023. "Analysis of the Influence of Entrepreneurial Apprehension and Entrepreneurial Strategic Orientation on Breakthrough Innovation," Sustainability, MDPI, vol. 15(9), pages 1-14, April.
    2. Yuxin Fang & Hongjun Cao & Jihui Sun, 2022. "Impact of Artificial Intelligence on Regional Green Development under China’s Environmental Decentralization System—Based on Spatial Durbin Model and Threshold Effect," IJERPH, MDPI, vol. 19(22), pages 1-27, November.
    3. Xi Zhang, 2022. "Incremental Innovation: Long-Term Impetus for Design Business Creativity," Sustainability, MDPI, vol. 14(22), pages 1-24, November.
    4. Piaopeng Song & Yuxiao Gu & Bin Su & Arifa Tanveer & Qiao Peng & Weijun Gao & Shaomin Wu & Shihong Zeng, 2023. "The Impact of Green Technology Research and Development (R&D) Investment on Performance: A Case Study of Listed Energy Companies in Beijing, China," Sustainability, MDPI, vol. 15(16), pages 1-24, August.

    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. Xinwei Li & Wenjuan Zeng & Mao Xu, 2022. "The Moderating Role of IT Capability on Green Innovation and Ambidexterity: Towards a Corporate Sustainable Development," Sustainability, MDPI, vol. 14(24), pages 1-20, December.
    2. Sher Jahan Khan & Puneet Kaur & Fauzia Jabeen & Amandeep Dhir, 2021. "Green process innovation: Where we are and where we are going," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 3273-3296, November.
    3. Lu Zheng & Konstantinos Iatridis, 2022. "Friends or foes? A systematic literature review and meta‐analysis of the relationship between eco‐innovation and firm performance," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1838-1855, May.
    4. Jianjing Qu & Yanan Zhao & Yongping Xie, 2022. "Artificial intelligence leads the reform of education models," Systems Research and Behavioral Science, Wiley Blackwell, vol. 39(3), pages 581-588, May.
    5. Baoshan Ge & Yibing Yang & Dake Jiang & Yang Gao & Xiaomin Du & Tingting Zhou, 2018. "An Empirical Study on Green Innovation Strategy and Sustainable Competitive Advantages: Path and Boundary," Sustainability, MDPI, vol. 10(10), pages 1-18, October.
    6. Zhongfeng Su & Jie Chen & Hai Guo & Donghan Wang, 2022. "Top management team’s participative decision-making, heterogeneity, and management innovation: an information processing perspective," Asia Pacific Journal of Management, Springer, vol. 39(1), pages 149-171, March.
    7. Yu-Shan Chen & Ching-Hsun Chang & Yu-Hsien Lin, 2014. "The Determinants of Green Radical and Incremental Innovation Performance: Green Shared Vision, Green Absorptive Capacity, and Green Organizational Ambidexterity," Sustainability, MDPI, vol. 6(11), pages 1-20, November.
    8. Xueling Li & Yujie Long & Meixi Fan & Yong Chen, 2022. "Drilling down artificial intelligence in entrepreneurial management: A bibliometric perspective," Systems Research and Behavioral Science, Wiley Blackwell, vol. 39(3), pages 379-396, May.
    9. Jinqiu He & Huiwen Su, 2022. "Digital Transformation and Green Innovation of Chinese Firms: The Moderating Role of Regulatory Pressure and International Opportunities," IJERPH, MDPI, vol. 19(20), pages 1-21, October.
    10. Danny Zhao‐Xiang Huang, 2022. "An integrated theory of the firm approach to environmental, social and governance performance," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(S1), pages 1567-1598, April.
    11. Yu, Chuanpeng & Wang, Yue & Li, Tianchen & Lin, Chunpei, 2022. "Do top management teams’ expectations and support drive management innovation in small and medium-sized enterprises?," Journal of Business Research, Elsevier, vol. 142(C), pages 88-99.
    12. Justin Doran & Geraldine Ryan, 2016. "The Importance of the Diverse Drivers and Types of Environmental Innovation for Firm Performance," Business Strategy and the Environment, Wiley Blackwell, vol. 25(2), pages 102-119, February.
    13. Dost Mir & Arshad Muhammad & Afsar Bilal, 2018. "The Influence of Entrepreneurial Orientation on Types of Process Innovation Capabilities and Moderating Role of Social Capital," Entrepreneurship Research Journal, De Gruyter, vol. 8(4), pages 1-15, October.
    14. Chassagnon, Virgile & Haned, Naciba, 2015. "The relevance of innovation leadership for environmental benefits: A firm-level empirical analysis on French firms," Technological Forecasting and Social Change, Elsevier, vol. 91(C), pages 194-207.
    15. Lin, Hsing-Er & Hsu, I-Chieh & Hsu, Audrey Wenhsin & Chung, Hsi-Mei, 2020. "Creating competitive advantages: Interactions between ambidextrous diversification strategy and contextual factors from a dynamic capability perspective," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    16. Marco-Lajara, B. & Úbeda-García, M. & Zaragoza-Sáez, P. & Manresa-Marhuenda, E., 2023. "The impact of international experience on firm economic performance. The double mediating effect of green knowledge acquisition & eco-innovation," Journal of Business Research, Elsevier, vol. 157(C).
    17. Alexandre Rodrigues da Silva & Claudia Brito Silva Cirani & Fernando Antonio Ribeiro Serra & Angélica Pigola & Priscila Rezende da Costa & Isabel Cristina Scafuto & Roberto Lima Ruas & Marcos Rogério , 2023. "Determining Factors on Green Innovation Adoption: An Empirical Study in Brazilian Agribusiness Firms," Sustainability, MDPI, vol. 15(7), pages 1-23, April.
    18. Abdullah F. Alnaim & Nadia Abdelhamid Abdelmegeed Abdelwahed & Bahadur Ali Soomro, 2022. "Environmental Challenges and Green Innovation Strategy: A Vigorous Development of Greener Dynamics," Sustainability, MDPI, vol. 14(15), pages 1-18, August.
    19. Mercedes Úbeda‐García & Bartolome Marco‐Lajara & Patrocinio C. Zaragoza‐Sáez & Encarnación Manresa‐Marhuenda & Esther Poveda‐Pareja, 2022. "Green ambidexterity and environmental performance: The role of green human resources," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(1), pages 32-45, January.
    20. Tariq, Adeel & Badir, Yuosre F. & Tariq, Waqas & Bhutta, Umair Saeed, 2017. "Drivers and consequences of green product and process innovation: A systematic review, conceptual framework, and future outlook," Technology in Society, Elsevier, vol. 51(C), pages 8-23.

    More about this item

    Statistics

    Access and download statistics

    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:bla:srbeha:v:39:y:2022:i:3:p:489-502. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1111/1092-7026 .

    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.