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Digital transformation along the supply chain

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  • Guo, Chenhao
  • Ke, Yun
  • Zhang, Jinkang

Abstract

In the last two decades, digital transformation has been critical for firms' survival and development. Thus, it is important to understand what factors might help facilitate firms' digital transformation. We investigate this problem in the supply chain context by examining whether and how a supplier's major customers influence its digital transformation. Using a sample of Chinese public firms from 2007 to 2020, we document that major customers' level of digital transformation is positively associated with their supplier's level of digital transformation, and the effect is more pronounced when customers are of greater importance to suppliers. The finding holds to a battery of robustness tests. Cross-sectional tests reveal that the impact of customers' digital transformation on suppliers' digital transformation is stronger for suppliers with technology-experienced executives, more high-skilled labor, fewer financial constraints, and narrower digital gap. Moreover, suppliers headquartered in regions with more digital infrastructure also show a more pronounced effect. Further analyses show that the underlying channels through which customers impact their supplier's digital transformation are knowledge transfer and market competition. Finally, we show that suppliers' digital transformation helps increase innovation outcomes. Overall, our paper extends prior literature on the real effects of customer-supplier relationships on suppliers' digital investment decisions.

Suggested Citation

  • Guo, Chenhao & Ke, Yun & Zhang, Jinkang, 2023. "Digital transformation along the supply chain," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
  • Handle: RePEc:eee:pacfin:v:80:y:2023:i:c:s0927538x23001543
    DOI: 10.1016/j.pacfin.2023.102088
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    as
    1. Lijun Ma & Xin Wang & Che Zhang, 2021. "Does Religion Shape Corporate Cost Behavior?," Journal of Business Ethics, Springer, vol. 170(4), pages 835-855, May.
    2. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
    3. Tania Babina & Alex X. He & Anastassia Fedyk & James Hodson, 2022. "Artificial Intelligence, Firm Growth, and Product Innovation," NBER Chapters, in: Economics of Artificial Intelligence, National Bureau of Economic Research, Inc.
    4. Praveen K. Kopalle & V. Kumar & Mohan Subramaniam, 2020. "How legacy firms can embrace the digital ecosystem via digital customer orientation," Journal of the Academy of Marketing Science, Springer, vol. 48(1), pages 114-131, January.
    5. Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, April.
    6. Kutsuna, Kenji & Smith, Janet Kiholm & Smith, Richard & Yamada, Kazuo, 2016. "Supply-chain spillover effects of IPOs," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 150-168.
    7. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    8. Daron Acemoglu & Fabrizio Zilibotti, 2001. "Productivity Differences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(2), pages 563-606.
    9. Li, Keming, 2018. "Innovation externalities and the customer/supplier link," Journal of Banking & Finance, Elsevier, vol. 86(C), pages 101-112.
    10. 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.
    11. Shantanu Banerjee & Sudipto Dasgupta & Yungsan Kim, 2008. "Buyer–Supplier Relationships and the Stakeholder Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 63(5), pages 2507-2552, October.
    12. Jingyu Li & Yigang Pan & Yi Yang & Caleb H. Tse, 2022. "Digital platform attention and international sales: An attention-based view," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 53(8), pages 1817-1835, October.
    13. Hirofumi Uchida, 2006. "Empirical Determinants of Bargaining Power," Discussion papers 06030, Research Institute of Economy, Trade and Industry (RIETI).
    14. Itzkowitz, Jennifer, 2013. "Customers and cash: How relationships affect suppliers' cash holdings," Journal of Corporate Finance, Elsevier, vol. 19(C), pages 159-180.
    15. Lisa Melander, 2018. "Customer and Supplier Collaboration in Green Product Innovation: External and Internal Capabilities," Business Strategy and the Environment, Wiley Blackwell, vol. 27(6), pages 677-693, September.
    16. Yasav, Sue, 2015. "The impact of digital technology on consumer purchase behavior," Journal of Financial Perspectives, EY Global FS Institute, vol. 3(3), pages 166-170.
    17. 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.
    18. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2003. "Links and Impacts: The Influence of Public Research on Industrial R&D," Chapters, in: Aldo Geuna & Ammon J. Salter & W. Edward Steinmueller (ed.), Science and Innovation, chapter 4, Edward Elgar Publishing.
    19. Prasanna Tambe, 2014. "Big Data Investment, Skills, and Firm Value," Management Science, INFORMS, vol. 60(6), pages 1452-1469, June.
    20. Wei, Chunyan & Hu, Shiyang & Chen, Feng, 2020. "Do political connection disruptions increase labor costs in a government-dominated market? Evidence from publicly listed companies in China," Journal of Corporate Finance, Elsevier, vol. 62(C).
    21. Shail Pandit & Charles E. Wasley & Tzachi Zach, 2011. "Information Externalities along the Supply Chain: The Economic Determinants of Suppliers’ Stock Price Reaction to Their Customers’ Earnings Announcements," Contemporary Accounting Research, John Wiley & Sons, vol. 28(4), pages 1304-1343, December.
    22. Bizjak, John M. & Lemmon, Michael L. & Naveen, Lalitha, 2008. "Does the use of peer groups contribute to higher pay and less efficient compensation?," Journal of Financial Economics, Elsevier, vol. 90(2), pages 152-168, November.
    23. Tolstoy, Daniel & Nordman, Emilia Rovira & Hånell, Sara Melén & Özbek, Nurgül, 2021. "The development of international e-commerce in retail SMEs: An effectuation perspective," Journal of World Business, Elsevier, vol. 56(3).
    24. Hsihui Chang & Sheng Liu & Raj Mashruwala, 2022. "Customer Bargaining Power, Strategic Fit, and Supplier Performance," Production and Operations Management, Production and Operations Management Society, vol. 31(4), pages 1492-1509, April.
    25. Cragg, John G. & Donald, Stephen G., 1993. "Testing Identifiability and Specification in Instrumental Variable Models," Econometric Theory, Cambridge University Press, vol. 9(2), pages 222-240, April.
    26. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    27. Ibrahim Bostan & G. Mujtaba Mian, 2019. "Inventor Chief Executive Officers and Firm Innovation," International Review of Finance, International Review of Finance Ltd., vol. 19(2), pages 247-286, June.
    28. Kim, Jeong-Bon & Song, Byron Y. & Zhang, Yue, 2015. "Earnings performance of major customers and bank loan contracting with suppliers," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 384-398.
    29. Ferreira, João J.M. & Fernandes, Cristina I. & Ferreira, Fernando A.F., 2019. "To be or not to be digital, that is the question: Firm innovation and performance," Journal of Business Research, Elsevier, vol. 101(C), pages 583-590.
    30. Kaustia, Markku & Rantala, Ville, 2015. "Social learning and corporate peer effects," Journal of Financial Economics, Elsevier, vol. 117(3), pages 653-669.
    31. Zhang, Yanlei & García Lara, Juan Manuel & Tribó, Josep A., 2020. "Unpacking the black box of trade credit to socially responsible customers," Journal of Banking & Finance, Elsevier, vol. 119(C).
    32. Matray, Adrien, 2021. "The local innovation spillovers of listed firms," Journal of Financial Economics, Elsevier, vol. 141(2), pages 395-412.
    33. Zheng, Gaoping & Wang, Shuxun & Xu, Yongxin, 2018. "Monetary stimulation, bank relationship and innovation: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 89(C), pages 237-248.
    34. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    35. Nile W. Hatch & Jeffrey H. Dyer, 2004. "Human capital and learning as a source of sustainable competitive advantage," Strategic Management Journal, Wiley Blackwell, vol. 25(12), pages 1155-1178, December.
    36. Oliveira, Mauro & Kadapakkam, Palani-Rajan & Beyhaghi, Mehdi, 2017. "Effects of customer financial distress on supplier capital structure," Journal of Corporate Finance, Elsevier, vol. 42(C), pages 131-149.
    37. Xia, Yanchun & Qiao, Zhilin & Xie, Guanghua, 2022. "Corporate resilience to the COVID-19 pandemic: The role of digital finance," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    38. Mark T. Leary & Michael R. Roberts, 2014. "Do Peer Firms Affect Corporate Financial Policy?," Journal of Finance, American Finance Association, vol. 69(1), pages 139-178, February.
    39. Lorin M. Hitt, 1999. "Information Technology and Firm Boundaries: Evidence from Panel Data," Information Systems Research, INFORMS, vol. 10(2), pages 134-149, June.
    40. Christensen, Jens Froslev & Olesen, Michael Holm & Kjaer, Jonas Sorth, 2005. "The industrial dynamics of Open Innovation--Evidence from the transformation of consumer electronics," Research Policy, Elsevier, vol. 34(10), pages 1533-1549, December.
    41. Yongqiang Chu & Xuan Tian & Wenyu Wang, 2019. "Corporate Innovation Along the Supply Chain," Management Science, INFORMS, vol. 67(6), pages 2445-2466, June.
    42. Chod, Jiri & Lyandres, Evgeny & Yang, S. Alex, 2019. "Trade credit and supplier competition," Journal of Financial Economics, Elsevier, vol. 131(2), pages 484-505.
    43. Blanka, Christine & Krumay, Barbara & Rueckel, David, 2022. "The interplay of digital transformation and employee competency: A design science approach," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    44. Zhai, Huayun & Yang, Min & Chan, Kam C., 2022. "Does digital transformation enhance a firm's performance? Evidence from China," Technology in Society, Elsevier, vol. 68(C).
    45. Jesse A. Ellis & C. Edward Fee & Shawn E. Thomas, 2012. "Proprietary Costs and the Disclosure of Information About Customers," Journal of Accounting Research, Wiley Blackwell, vol. 50(3), pages 685-727, June.
    46. Si Luo & Miaochao Chen, 2022. "Digital Finance Development and the Digital Transformation of Enterprises: Based on the Perspective of Financing Constraint and Innovation Drive," Journal of Mathematics, Hindawi, vol. 2022, pages 1-10, March.
    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. Chang Huang & Xiao Chang & Yang Wang & Nicolas Li, 2023. "Do major customers encourage innovative sustainable development? Empirical evidence from corporate green innovation in China," Business Strategy and the Environment, Wiley Blackwell, vol. 32(1), pages 163-184, January.
    49. Aija Leiponen & Constance E. Helfat, 2010. "Innovation objectives, knowledge sources, and the benefits of breadth," Strategic Management Journal, Wiley Blackwell, vol. 31(2), pages 224-236, February.
    50. Wen, Huwei & Zhong, Qiming & Lee, Chien-Chiang, 2022. "Digitalization, competition strategy and corporate innovation: Evidence from Chinese manufacturing listed companies," International Review of Financial Analysis, Elsevier, vol. 82(C).
    51. Gaglio, Cyrielle & Kraemer-Mbula, Erika & Lorenz, Edward, 2022. "The effects of digital transformation on innovation and productivity: Firm-level evidence of South African manufacturing micro and small enterprises," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    52. Manita, Riadh & Elommal, Najoua & Baudier, Patricia & Hikkerova, Lubica, 2020. "The digital transformation of external audit and its impact on corporate governance," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    53. 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.
    54. Erik Brynjolfsson & Lorin Hitt, 1996. "Paradox Lost? Firm-Level Evidence on the Returns to Information Systems Spending," Management Science, INFORMS, vol. 42(4), pages 541-558, April.
    55. Cai, Kelly & Zhu, Hui, 2020. "Customer-Supplier relationships and the cost of debt," Journal of Banking & Finance, Elsevier, vol. 110(C).
    56. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
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