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The inverted U-shaped association between digital economy and corporate total factor productivity: A knowledge-based perspective

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  • Suo, Xuekun
  • Zhang, Longting
  • Guo, Rong
  • Lin, Han
  • Yu, Mingchuan
  • Du, Xiuhong

Abstract

This study aims to explore the association between the digital economy (DE) and corporate total factor productivity (TFP), as well as to analyzing the potential moderating influence of industry environment. The sample comprises Chinese A-share listed manufacturing enterprises, and the analysis utilizes the knowledge-based view of firms. The results reveal an inverted U-shaped association between the digital economy and corporate total factor productivity, with the industry environment playing a moderating role in this association. Specifically, the inverted U-shaped association is flatter in industries with higher levels of munificence and dynamism, while it is steeper in the higher complexity industries. These findings underscore the impact of the digital economy on firm productivity and provide guidance on how to effectively utilize the digital economy to improve productivity and competitiveness under different industry environments.

Suggested Citation

  • Suo, Xuekun & Zhang, Longting & Guo, Rong & Lin, Han & Yu, Mingchuan & Du, Xiuhong, 2024. "The inverted U-shaped association between digital economy and corporate total factor productivity: A knowledge-based perspective," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    • Handle: RePEc:eee:tefoso:v:203:y:2024:i:c:s0040162524001604
    DOI: 10.1016/j.techfore.2024.123364
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    as
    1. Mariani, Marcello M. & Fosso Wamba, Samuel, 2020. "Exploring how consumer goods companies innovate in the digital age: The role of big data analytics companies," Journal of Business Research, Elsevier, vol. 121(C), pages 338-352.
    2. Ferraris, Alberto & Bogers, Marcel L.A.M. & Bresciani, Stefano, 2020. "Subsidiary innovation performance: Balancing external knowledge sources and internal embeddedness," Journal of International Management, Elsevier, vol. 26(4).
    3. Dale W. Jorgenson & Mun S. Ho & Kevin J. Stiroh, 2008. "A Retrospective Look at the U.S. Productivity Growth Resurgence," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 3-24, Winter.
    4. Xie, Xuemei & Wang, Hongwei, 2020. "How can open innovation ecosystem modes push product innovation forward? An fsQCA analysis," Journal of Business Research, Elsevier, vol. 108(C), pages 29-41.
    5. Lin, Han & Zeng, Saixing & Liu, Haijian & Li, Chao, 2016. "How do intermediaries drive corporate innovation? A moderated mediating examination," Journal of Business Research, Elsevier, vol. 69(11), pages 4831-4836.
    6. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 81032, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    7. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    8. Justin J. P. Jansen & Frans A. J. Van Den Bosch & Henk W. Volberda, 2006. "Exploratory Innovation, Exploitative Innovation, and Performance: Effects of Organizational Antecedents and Environmental Moderators," Management Science, INFORMS, vol. 52(11), pages 1661-1674, November.
    9. Pan, Wenrong & Xie, Tao & Wang, Zhuwang & Ma, Lisha, 2022. "Digital economy: An innovation driver for total factor productivity," Journal of Business Research, Elsevier, vol. 139(C), pages 303-311.
    10. Timothy B. Palmer & Robert M. Wiseman, 1999. "Decoupling risk taking from income stream uncertainty: a holistic model of risk," Strategic Management Journal, Wiley Blackwell, vol. 20(11), pages 1037-1062, November.
    11. Teece, David J., 2018. "Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world," Research Policy, Elsevier, vol. 47(8), pages 1367-1387.
    12. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2014. "Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing," American Economic Review, American Economic Association, vol. 104(5), pages 394-399, May.
    13. Niu, Yuhao & Wen, Wen & Wang, Sai & Li, Sifei, 2023. "Breaking barriers to innovation: The power of digital transformation," Finance Research Letters, Elsevier, vol. 51(C).
    14. Min‐Hsien Chiang & Jia‐Hui Lin, 2007. "The Relationship between Corporate Governance and Firm Productivity: evidence from Taiwan's manufacturing firms," Corporate Governance: An International Review, Wiley Blackwell, vol. 15(5), pages 768-779, September.
    15. Erevelles, Sunil & Fukawa, Nobuyuki & Swayne, Linda, 2016. "Big Data consumer analytics and the transformation of marketing," Journal of Business Research, Elsevier, vol. 69(2), pages 897-904.
    16. Zhuo, Chengfeng & Chen, Jin, 2023. "Can digital transformation overcome the enterprise innovation dilemma: Effect, mechanism and effective boundary," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    17. Leonidas C. Leonidou & Paul Christodoulides & Lida P. Kyrgidou & Dayananda Palihawadana, 2017. "Erratum to: Internal Drivers and Performance Consequences of Small Firm Green Business Strategy: The Moderating Role of External Forces," Journal of Business Ethics, Springer, vol. 140(3), pages 607-607, February.
    18. Gupta, Shivam & Justy, Théo & Kamboj, Shampy & Kumar, Ajay & Kristoffersen, Eivind, 2021. "Big data and firm marketing performance: Findings from knowledge-based view," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    19. 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.
    20. J. Justin Tan & Robert J. Litsschert, 1994. "Environment‐strategy relationship and its performance implications: An empirical study of the chinese electronics industry," Strategic Management Journal, Wiley Blackwell, vol. 15(1), pages 1-20, January.
    21. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    22. Chen, Yufeng & Xu, Jing, 2023. "Digital transformation and firm cost stickiness: Evidence from China," Finance Research Letters, Elsevier, vol. 52(C).
    23. Lin, Han & Chen, Lu & Yu, Mingchuan & Li, Chao & Lampel, Joseph & Jiang, Wan, 2021. "Too little or too much of good things? The horizontal S-curve hypothesis of green business strategy on firm performance," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    24. Cuthbertson, Richard W. & Furseth, Peder Inge, 2022. "Digital services and competitive advantage: Strengthening the links between RBV, KBV, and innovation," Journal of Business Research, Elsevier, vol. 152(C), pages 168-176.
    25. Hongquan Chen & Saixing Zeng & Han Lin & Hanyang Ma, 2017. "Munificence, Dynamism, and Complexity: How Industry Context Drives Corporate Sustainability," Business Strategy and the Environment, Wiley Blackwell, vol. 26(2), pages 125-141, February.
    26. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    27. Ghosh, Swapan & Hughes, Mat & Hodgkinson, Ian & Hughes, Paul, 2022. "Digital transformation of industrial businesses: A dynamic capability approach," Technovation, Elsevier, vol. 113(C).
    28. Sun, Zhe & Zhao, Liang & Kaur, Puneet & Islam, Nazrul & Dhir, Amandeep, 2023. "Theorizing the relationship between the digital economy and firm productivity: The idiosyncrasies of firm-specific contexts," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    29. L. Becchetti & David Bedoya & L. Paganetto, 2003. "ICT Investment, Productivity and Efficiency: Evidence at Firm Level Using a Stochastic Frontier Approach," Journal of Productivity Analysis, Springer, vol. 20(2), pages 143-167, September.
    30. Daron Acemoglu, 2003. "Labor- And Capital-Augmenting Technical Change," Journal of the European Economic Association, MIT Press, vol. 1(1), pages 1-37, March.
    31. Stephen D. Oliner & Daniel E. Sichel, 2000. "The Resurgence of Growth in the Late 1990s: Is Information Technology the Story?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 3-22, Fall.
    32. Hsiu-Fen Lin, 2006. "Impact of organizational support on organizational intention to facilitate knowledge sharing," Knowledge Management Research & Practice, Taylor & Francis Journals, vol. 4(1), pages 26-35, February.
    33. Niron Hashai, 2015. "Within-industry diversification and firm performance—an S-shaped hypothesis," Strategic Management Journal, Wiley Blackwell, vol. 36(9), pages 1378-1400, September.
    34. Lau, Lawrence J., 2023. "The benefits and potential costs of a digital economy," Telecommunications Policy, Elsevier, vol. 47(8).
    35. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 82423, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    36. Bao, Xin & Sun, Baiqing & Han, Meini & Lin, Han & Lau, Raymond Y.K., 2023. "Quantifying the impact of CEO social media celebrity status on firm value: Novel measures from digital gatekeeping theory," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    37. Cheng, Chih-Yang & Chien, Mei-Se & Lee, Chien-Chiang, 2021. "ICT diffusion, financial development, and economic growth: An international cross-country analysis," Economic Modelling, Elsevier, vol. 94(C), pages 662-671.
    38. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    39. James G. March & Lee S. Sproull & Michal Tamuz, 1991. "Learning from Samples of One or Fewer," Organization Science, INFORMS, vol. 2(1), pages 1-13, February.
    40. Edward J. Zajac & Matthew S. Kraatz & Rudi K. F. Bresser, 2000. "Modeling the dynamics of strategic fit: a normative approach to strategic change," Strategic Management Journal, Wiley Blackwell, vol. 21(4), pages 429-453, April.
    41. Leonidas C. Leonidou & Paul Christodoulides & Lida P. Kyrgidou & Daydanda Palihawadana, 2017. "Internal Drivers and Performance Consequences of Small Firm Green Business Strategy: The Moderating Role of External Forces," Journal of Business Ethics, Springer, vol. 140(3), pages 585-606, February.
    42. Peng, Jiaying & Xie, Rui & Ma, Chunbo & Fu, Yang, 2021. "Market-based environmental regulation and total factor productivity: Evidence from Chinese enterprises," Economic Modelling, Elsevier, vol. 95(C), pages 394-407.
    43. Scuotto, V. & Le Loarne Lemaire, S. & Magni, D. & Maalaoui, A., 2022. "Extending knowledge-based view: Future trends of corporate social entrepreneurship to fight the gig economy challenges," Journal of Business Research, Elsevier, vol. 139(C), pages 1111-1122.
    44. Hongshan Ai & Shenglan Hu & Ke Li & Shuai Shao, 2020. "Environmental regulation, total factor productivity, and enterprise duration: Evidence from China," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2284-2296, September.
    45. Prajogo, Daniel I., 2016. "The strategic fit between innovation strategies and business environment in delivering business performance," International Journal of Production Economics, Elsevier, vol. 171(P2), pages 241-249.
    46. Ruifeng Xu & E Guan, 2023. "Can blockchain innovation promote total factor productivity? Evidence from Chinese-listed firms," Applied Economics, Taylor & Francis Journals, vol. 55(6), pages 653-670, February.
    47. Ji, Yu & Shi, Lina & Zhang, Shunming, 2022. "Digital finance and corporate bankruptcy risk: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 72(C).
    48. Azeem, Muhammad & Ahmed, Munir & Haider, Sajid & Sajjad, Muhammad, 2021. "Expanding competitive advantage through organizational culture, knowledge sharing and organizational innovation," Technology in Society, Elsevier, vol. 66(C).
    49. Emmanouil Tranos & Tasos Kitsos & Raquel Ortega-Argilés, 2021. "Digital economy in the UK: regional productivity effects of early adoption," Regional Studies, Taylor & Francis Journals, vol. 55(12), pages 1924-1938, December.
    50. Jackson, Thomas W. & Farzaneh, Pourya, 2012. "Theory-based model of factors affecting information overload," International Journal of Information Management, Elsevier, vol. 32(6), pages 523-532.
    51. González-Ramos, M. Isabel & Guadamillas, Fátima & Donate, Mario J., 2023. "The relationship between knowledge management strategies and corporate social responsibility: Effects on innovation capabilities," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    52. Magdalena Rusch & Josef‐Peter Schöggl & Rupert J. Baumgartner, 2023. "Application of digital technologies for sustainable product management in a circular economy: A review," Business Strategy and the Environment, Wiley Blackwell, vol. 32(3), pages 1159-1174, March.
    53. Kokina, Julia & Blanchette, Shay, 2019. "Early evidence of digital labor in accounting: Innovation with Robotic Process Automation," International Journal of Accounting Information Systems, Elsevier, vol. 35(C).
    54. Qi, Quansong & Xu, Zhiyong & Rani, Pratibha, 2023. "Big data analytics challenges to implementing the intelligent Industrial Internet of Things (IIoT) systems in sustainable manufacturing operations," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
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