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Digital strategy ripples: Understanding the digital transformation cascade along the supply chain

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  • Xi, Zhen
  • Zhang, Yichen
  • Zhao, Jing

Abstract

This paper investigates whether and why firms follow their customers and suppliers to adopt digital transformation (DT) strategies. Through textual analysis of quarterly conference calls, we find that firms adopt DT strategies following their suppliers and customers, indicating digital transformation cascades along the supply chain. Moreover, the DT alignment is stronger when focal firms face greater monitoring from “digital enthusiast” analysts and stronger digital transformation pressure from their industry peers. Additionally, long-term partners, firms from industries with advanced DT, and those centrally positioned within the supply chain network create a stronger ripple along the supply chain.

Suggested Citation

  • Xi, Zhen & Zhang, Yichen & Zhao, Jing, 2025. "Digital strategy ripples: Understanding the digital transformation cascade along the supply chain," Finance Research Letters, Elsevier, vol. 80(C).
    • Handle: RePEc:eee:finlet:v:80:y:2025:i:c:s1544612325007135
    DOI: 10.1016/j.frl.2025.107454
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    1. François Derrien & Ambrus Kecskés, 2013. "The Real Effects of Financial Shocks: Evidence from Exogenous Changes in Analyst Coverage," Journal of Finance, American Finance Association, vol. 68(4), pages 1407-1440, August.
    2. Xiaoyan Teng & Zhong Wu & Feng Yang & Abderrahim Wakif, 2022. "Impact of the Digital Transformation of Small- and Medium-Sized Listed Companies on Performance: Based on a Cost-Benefit Analysis Framework," Journal of Mathematics, Hindawi, vol. 2022, pages 1-14, September.
    3. Huang, Heshu & Wang, Caiting & Wang, Liukai & Yarovaya, Larisa, 2023. "Corporate digital transformation and idiosyncratic risk: Based on corporate governance perspective," Emerging Markets Review, Elsevier, vol. 56(C).
    4. To, Thomas Y. & Navone, Marco & Wu, Eliza, 2018. "Analyst coverage and the quality of corporate investment decisions," Journal of Corporate Finance, Elsevier, vol. 51(C), pages 164-181.
    5. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
    6. Li, Chengming & Huo, Peng & Wang, Zeyu & Zhang, Weiguang & Liang, Feiyan & Mardani, Abbas, 2023. "Digitalization generates equality? Enterprises’ digital transformation, financing constraints, and labor share in China," Journal of Business Research, Elsevier, vol. 163(C).
    7. C. S. Agnes Cheng & Peng Guo & Chia‐Hsiang Weng & Qiang Wu, 2021. "Innovation and Corporate Tax Planning: The Distinct Effects of Patents and R&D," Contemporary Accounting Research, John Wiley & Sons, vol. 38(1), pages 621-653, March.
    8. Wilbur Chen & Suraj Srinivasan, 2024. "Going digital: implications for firm value and performance," Review of Accounting Studies, Springer, vol. 29(2), pages 1619-1665, June.
    9. Geng, Yong & Xiang, Xiaojian & Zhang, Guosheng & Li, Xue, 2024. "Digital transformation along the supply chain: Spillover effects from vertical partnerships," Journal of Business Research, Elsevier, vol. 183(C).
    10. Arun Kumaraswamy & Ram Mudambi & Haritha Saranga & Arindam Tripathy, 2012. "Catch-up strategies in the Indian auto components industry: Domestic firms’ responses to market liberalization," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(4), pages 368-395, May.
    11. Chang, Sungyong & Kim, Hyunseob & Song, Jaeyong & Lee, Keun, 2024. "Dynamics of imitation versus innovation in technological leadership change: Latecomers’ catch-up strategies in diverse technological regimes," Research Policy, Elsevier, vol. 53(9).
    12. Michael L. Katz & Carl Shapiro, 1994. "Systems Competition and Network Effects," Journal of Economic Perspectives, American Economic Association, vol. 8(2), pages 93-115, Spring.
    13. Guo, Chenhao & Ke, Yun & Zhang, Jinkang, 2023. "Digital transformation along the supply chain," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
    14. Jiang, Wenjuan & Wang, Xin, 2024. "Enterprise digital transformation empowers supply Chain stability," Finance Research Letters, Elsevier, vol. 66(C).
    15. Jing Wu & Zhaocheng Zhang & Sean X. Zhou, 2022. "Credit Rating Prediction Through Supply Chains: A Machine Learning Approach," Production and Operations Management, Production and Operations Management Society, vol. 31(4), pages 1613-1629, April.
    16. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    17. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    18. Yu, Zhipeng & Cao, Xiaonan & Tang, Lu & Yan, Taihua & Wang, Zeyu, 2024. "Does digitalization improve supply chain efficiency?," Finance Research Letters, Elsevier, vol. 67(PA).
    19. Kai Li & Feng Mai & Rui Shen & Xinyan Yan, 2021. "Measuring Corporate Culture Using Machine Learning," NBER Chapters, in: Big Data: Long-Term Implications for Financial Markets and Firms, pages 3265-3315, National Bureau of Economic Research, Inc.
    20. David J. Ketchen & G. Tomas M. Hult & Stanley F. Slater, 2007. "Toward greater understanding of market orientation and the resource‐based view," Strategic Management Journal, Wiley Blackwell, vol. 28(9), pages 961-964, September.
    21. Dhaliwal, Dan & Judd, J. Scott & Serfling, Matthew & Shaikh, Sarah, 2016. "Customer concentration risk and the cost of equity capital," Journal of Accounting and Economics, Elsevier, vol. 61(1), pages 23-48.
    22. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    23. Fan, Xueyuan & Zhao, Shukuan & Shao, Dong & Wang, Shuang & Zhang, Bochen, 2024. "Talking and walking: Corporate digital transformation and government subsidies," Finance Research Letters, Elsevier, vol. 64(C).
    24. Zhong, Xi & Ren, Ge, 2023. "Independent and joint effects of CSR and CSI on the effectiveness of digital transformation for transition economy firms," Journal of Business Research, Elsevier, vol. 156(C).
    25. Kai Li & Feng Mai & Rui Shen & Xinyan Yan, 2021. "Measuring Corporate Culture Using Machine Learning [Machine learning methods that economists should know about]," The Review of Financial Studies, Society for Financial Studies, vol. 34(7), pages 3265-3315.
    26. Matarazzo, Michela & Penco, Lara & Profumo, Giorgia & Quaglia, Roberto, 2021. "Digital transformation and customer value creation in Made in Italy SMEs: A dynamic capabilities perspective," Journal of Business Research, Elsevier, vol. 123(C), pages 642-656.
    27. Xueqi Zhao & Longwen Zhao & Xiaozhe Sun & Yibing Xing, 2023. "The incentive effect of government subsidies on the digital transformation of manufacturing enterprises," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 19(11), pages 3892-3912, February.
    28. Zareie, Mobina & Attig, Najah & El Ghoul, Sadok & Fooladi, Iraj, 2024. "Firm digital transformation and corporate performance: The moderating effect of organizational capital," Finance Research Letters, Elsevier, vol. 61(C).
    29. Di (Andrew) Wu, 2024. "Text-Based Measure of Supply Chain Risk Exposure," Management Science, INFORMS, vol. 70(7), pages 4781-4801, July.
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