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Manufacturing enterprise digital transformation, manager cognition, and strategic Risk-Taking—Evidence from China

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  • Zhou, Zhongsheng
  • Zhang, Jingyao
  • He, Chao

Abstract

Exploring how Chinese manufacturing companies integrate digital technology to transform, upgrade, and enhance strategic risk management is essential in the digital economy age. Our study reveals that the performance expectation gap (both the historical performance expectation gap and the industry performance expectation gap) serves as a critical pathway through which digital transformation negatively influences strategic risk-taking. Furthermore, the study highlights that managers’ digital cognition can moderate the inverse relationship between digital transformation and strategic risk-taking. This moderating effect is particularly significant in companies with a concentrated R&D organizational structure, high levels of resilience, and more educated and higher R&D human resources. This study advances the research on strategic risk-taking and offers guidance for decision-making related to enterprise digital transformation and strategic risk management, thereby providing theoretical and practical value.

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  • Zhou, Zhongsheng & Zhang, Jingyao & He, Chao, 2025. "Manufacturing enterprise digital transformation, manager cognition, and strategic Risk-Taking—Evidence from China," International Review of Economics & Finance, Elsevier, vol. 98(C).
    • Handle: RePEc:eee:reveco:v:98:y:2025:i:c:s1059056025000693
    DOI: 10.1016/j.iref.2025.103906
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    as
    1. Bryan A. Stuart, 2022. "The Long-Run Effects of Recessions on Education and Income," American Economic Journal: Applied Economics, American Economic Association, vol. 14(1), pages 42-74, January.
    2. Pengpeng Yue & Aslihan Gizem Korkmaz & Zhichao Yin & Haigang Zhou, 2022. "The rise of digital finance: Financial inclusion or debt trap," Papers 2201.09221, arXiv.org.
    3. Muhammad Sualeh Khattak & Qiang Wu & Maqsood Ahmad & Insaf Hattab, 2024. "The role of managerial overconfidence in digital transformation and sustainable competitive performance in emerging SMEs : the role of digital culture," Post-Print hal-04661618, HAL.
    4. Zhou, Linjiang & Shi, Xiaochuan & Bao, Yaxiong & Gao, Lihua & Ma, Chao, 2023. "Explainable artificial intelligence for digital finance and consumption upgrading," Finance Research Letters, Elsevier, vol. 58(PC).
    5. Chen, Yihua & Yang, Shiteng & Zhang, Zhengang & Shen, He, 2024. "How does digital enablement affect product customization? The roles of innovation capability and network embeddedness," Technological Forecasting and Social Change, Elsevier, vol. 201(C).
    6. Pengyu Chen & Yuanyuan Hao, 2022. "Digital transformation and corporate environmental performance: The moderating role of board characteristics," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1757-1767, September.
    7. J B Heaton, 2002. "Managerial Optimism and Corporate Finance," Financial Management, Financial Management Association, vol. 31(2), Summer.
    8. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    9. David Hirshleifer & Angie Low & Siew Hong Teoh, 2012. "Are Overconfident CEOs Better Innovators?," Journal of Finance, American Finance Association, vol. 67(4), pages 1457-1498, August.
    10. Jean-Michel Sahut & Luca Iandoli & Frédéric Teulon, 2021. "The age of digital entrepreneurship," Small Business Economics, Springer, vol. 56(3), pages 1159-1169, February.
    11. Daud, Siti Nurazira Mohd & Ahmad, Abd Halim & Khalid, Airil & Azman-Saini, W.N.W., 2022. "FinTech and financial stability: Threat or opportunity?," Finance Research Letters, Elsevier, vol. 47(PB).
    12. Gregory, Terry & Salomons, Anna & Zierahn, Ulrich, 2016. "Racing With or Against the Machine? Evidence from Europe," VfS Annual Conference 2016 (Augsburg): Demographic Change 145843, Verein für Socialpolitik / German Economic Association.
    13. Sucheta Nadkarni & Pamela S. Barr, 2008. "Environmental context, managerial cognition, and strategic action: an integrated view," Strategic Management Journal, Wiley Blackwell, vol. 29(13), pages 1395-1427, December.
    14. Conz, Elisa & Magnani, Giovanna, 2020. "A dynamic perspective on the resilience of firms: A systematic literature review and a framework for future research," European Management Journal, Elsevier, vol. 38(3), pages 400-412.
    15. 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.
    16. Emanuele Gabriel Margherita & Alessio Maria Braccini, 2023. "Industry 4.0 Technologies in Flexible Manufacturing for Sustainable Organizational Value: Reflections from a Multiple Case Study of Italian Manufacturers," Information Systems Frontiers, Springer, vol. 25(3), pages 995-1016, June.
    17. Zhang, Cheng & Zhou, Xinxin & Zhou, Bo & Zhao, Ziwei, 2022. "Impacts of a mega sporting event on local carbon emissions: A case of the 2014 Nanjing Youth Olympics," China Economic Review, Elsevier, vol. 73(C).
    18. Wanyi Chen & Liguang Zhang & Pinyan Jiang & Fanli Meng & Qianyi Sun, 2022. "Can digital transformation improve the information environment of the capital market? Evidence from the analysts' prediction behaviour," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(2), pages 2543-2578, June.
    19. Wang, Di & Shao, Xuefeng, 2024. "Research on the impact of digital transformation on the production efficiency of manufacturing enterprises: Institution-based analysis of the threshold effect," International Review of Economics & Finance, Elsevier, vol. 91(C), pages 883-897.
    20. Simón Ramírez & Juan Gallego & Mery Tamayo, 2020. "Human capital, innovation and productivity in Colombian enterprises: a structural approach using instrumental variables," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 29(6), pages 625-642, August.
    21. Xu, Guiyang & Li, Guanggui & Sun, Peibo & Peng, Dan, 2023. "Inefficient investment and digital transformation: What is the role of financing constraints?," Finance Research Letters, Elsevier, vol. 51(C).
    22. Nadia Mansour, 2024. "Digital Finance and Commercial Banks' Risk," International Journal of E-Business Research (IJEBR), IGI Global, vol. 20(1), pages 1-22, January.
    23. 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).
    24. Zhou, Zhongsheng & Li, Zhuo, 2023. "Corporate digital transformation and trade credit financing," Journal of Business Research, Elsevier, vol. 160(C).
    25. Wang, Nan & Wan, Jiahao & Ma, Zhenzhong & Zhou, Yan & Chen, Jin, 2023. "How digital platform capabilities improve sustainable innovation performance of firms: The mediating role of open innovation," Journal of Business Research, Elsevier, vol. 167(C).
    26. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2017. "Revisiting the risk of automation," Economics Letters, Elsevier, vol. 159(C), pages 157-160.
    27. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    28. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    29. Prasanna Tambe, 2014. "Big Data Investment, Skills, and Firm Value," Management Science, INFORMS, vol. 60(6), pages 1452-1469, June.
    30. Zhang, Chenrui & Wang, Yatong, 2024. "Is enterprise digital transformation beneficial to shareholders? Insights from the cost of equity capital," International Review of Financial Analysis, Elsevier, vol. 92(C).
    31. Henrich R. Greve, 2003. "Investment and the behavioral theory of the firm: evidence from shipbuilding," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 12(5), pages 1051-1076, October.
    32. Chouaibi, Salim & Festa, Giuseppe & Quaglia, Roberto & Rossi, Matteo, 2022. "The risky impact of digital transformation on organizational performance – evidence from Tunisia," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    33. Zhang, Dongyang & Bai, Dingchuan & Wang, Cao & He, Yurun, 2024. "Distribution dynamics and quantile dynamic convergence of the digital economy: Prefecture-level evidence in China," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    34. Lu, Xiaomeng & Zhang, Xianjun & Guo, Jiaojiao & Yue, Pengpeng, 2024. "Digital finance era: Will individual investors become better players?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 91(C).
    35. Alexandra Spitz-Oener, 2006. "Technical Change, Job Tasks, and Rising Educational Demands: Looking outside the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 24(2), pages 235-270, April.
    36. Zalesny, Mary D. & Ford, J. Kevin, 1990. "Extending the social information processing perspective: New links to attitudes, behaviors, and perceptions," Organizational Behavior and Human Decision Processes, Elsevier, vol. 47(2), pages 205-246, December.
    37. Theresa S. Cho & Donald C. Hambrick, 2006. "Attention as the Mediator Between Top Management Team Characteristics and Strategic Change: The Case of Airline Deregulation," Organization Science, INFORMS, vol. 17(4), pages 453-469, August.
    38. Gebauer, Heiko & Fleisch, Elgar & Lamprecht, Claudio & Wortmann, Felix, 2020. "Growth paths for overcoming the digitalization paradox," Business Horizons, Elsevier, vol. 63(3), pages 313-323.
    39. Preece, Richard, 2018. "The GDPR accountability principle and the use of scenario workshops in the digital age," Journal of Data Protection & Privacy, Henry Stewart Publications, vol. 2(1), pages 34-40, July.
    40. Marco Ardolino & Mario Rapaccini & Nicola Saccani & Paolo Gaiardelli & Giovanni Crespi & Carlo Ruggeri, 2018. "The role of digital technologies for the service transformation of industrial companies," International Journal of Production Research, Taylor & Francis Journals, vol. 56(6), pages 2116-2132, March.
    41. Xie, En & Huang, Yuanyuan & Stevens, Charles E. & Lebedev, Sergey, 2019. "Performance feedback and outward foreign direct investment by emerging economy firms," Journal of World Business, Elsevier, vol. 54(6), pages 1-1.
    42. Laudien, Sven M. & Reuter, Ute & Sendra Garcia, Francisco Javier & Botella-Carrubi, Dolores, 2024. "Digital advancement and its effect on business model design: Qualitative-empirical insights," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    43. Chen, Yang & Yang, Shengping & Li, Quan, 2022. "How does the development of digital financial inclusion affect the total factor productivity of listed companies? Evidence from China," Finance Research Letters, Elsevier, vol. 47(PB).
    44. Wang, Haijun & Jiao, Shuaipeng & Bu, Kun & Wang, Yebin & Wang, Yaxian, 2023. "Digital transformation and manufacturing companies’ ESG responsibility performance," Finance Research Letters, Elsevier, vol. 58(PB).
    45. J. P. Eggers & Sarah Kaplan, 2009. "Cognition and Renewal: Comparing CEO and Organizational Effects on Incumbent Adaptation to Technical Change," Organization Science, INFORMS, vol. 20(2), pages 461-477, April.
    46. Ye, Xiang & Yue, Pengpeng, 2024. "What matters to reshaping consumption patterns in China? Digital inclusion and supply chain," Finance Research Letters, Elsevier, vol. 59(C).
    47. Siddharth Shankar Rai & Shivam Rai & Nitin Kumar Singh, 2021. "Organizational resilience and social-economic sustainability: COVID-19 perspective," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(8), pages 12006-12023, August.
    48. Yue, Pengpeng & Korkmaz, Aslihan Gizem & Yin, Zhichao & Zhou, Haigang, 2022. "The rise of digital finance: Financial inclusion or debt trap?," Finance Research Letters, Elsevier, vol. 47(PA).
    49. Hao, Jing & Peng, Mengzu & He, Wenjia, 2023. "Digital finance development and bank liquidity creation," International Review of Financial Analysis, Elsevier, vol. 90(C).
    50. Brian L. Connelly & Qiang (John) Li & Wei Shi & Kang‐Bok Lee, 2020. "CEO dismissal: Consequences for the strategic risk taking of competitor CEOs," Strategic Management Journal, Wiley Blackwell, vol. 41(11), pages 2092-2125, November.
    51. Wei-Ru Chen, 2008. "Determinants of Firms' Backward- and Forward-Looking R&D Search Behavior," Organization Science, INFORMS, vol. 19(4), pages 609-622, August.
    52. Xu, Dandan & Guo, Dongli & Yue, Pengpeng & Li, Mengshi, 2024. "Household green consumption: Does digital inclusion matter?," International Review of Financial Analysis, Elsevier, vol. 91(C).
    53. Li, Ganglei & Shao, Yunfei, 2023. "How do top management team characteristics affect digital orientation? Exploring the internal driving forces of firm digitalization," Technology in Society, Elsevier, vol. 74(C).
    54. Dong Guo & Lin Li & Lu Qiao & Fengyu Qi, 2023. "Digital economy and consumption upgrading: scale effect or structure effect?," Economic Change and Restructuring, Springer, vol. 56(6), pages 4713-4744, December.
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