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Customer-driven value creation in the digital economy: Determining the role of customer firms’ digital transformation on supplier performance in China

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  • Zhang, Chonghui
  • Chai, Binfeng
  • Mirza, Sultan Sikandar
  • Jin, Ying

Abstract

This study examines how customer firms’ digital transformation affects the performance and value creation of their suppliers in the Chinese context. We use text mining to construct digital transformation indicators for customer firms based on data from Chinese A-share-listed firms from 2011 to 2021. We find that customer firms’ digital transformation has a positive and significant impact on supplier performance, and this effect is robust to various sensitivity tests. We also find that customer firms’ digital transformation influences supplier performance through two mechanisms: demand push and innovation spillover. Moreover, the heterogeneity analysis reveals that the effect of customer firms’ digital transformation on supplier performance varies by different factors, such as geographic distance, customer concentration, ownership type, and industry type. This study contributes to the literature on supply chain value from a customer-driven perspective and provides practical implications for supply chain firms to leverage digital transformation to enhance their performance and competitive advantage.

Suggested Citation

  • Zhang, Chonghui & Chai, Binfeng & Mirza, Sultan Sikandar & Jin, Ying, 2024. "Customer-driven value creation in the digital economy: Determining the role of customer firms’ digital transformation on supplier performance in China," Omega, Elsevier, vol. 128(C).
    • Handle: RePEc:eee:jomega:v:128:y:2024:i:c:s0305048324000987
    DOI: 10.1016/j.omega.2024.103132
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    1. Wang, Gang & Gunasekaran, Angappa & Ngai, Eric W.T. & Papadopoulos, Thanos, 2016. "Big data analytics in logistics and supply chain management: Certain investigations for research and applications," International Journal of Production Economics, Elsevier, vol. 176(C), pages 98-110.
    2. Dongmin Kong & Boyang Liu, 2023. "Digital Technology and Corporate Social Responsibility: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(9), pages 2967-2993, July.
    3. Llopis-Albert, Carlos & Rubio, Francisco & Valero, Francisco, 2021. "Impact of digital transformation on the automotive industry," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    4. Sundarakani, Balan & Ajaykumar, Aneesh & Gunasekaran, Angappa, 2021. "Big data driven supply chain design and applications for blockchain: An action research using case study approach," Omega, Elsevier, vol. 102(C).
    5. Ruonan Cheng & Chun-Yu Ho & Shaoqing Huang, 2023. "Digitalization and firm performance: channels and heterogeneities," Applied Economics Letters, Taylor & Francis Journals, vol. 30(17), pages 2401-2406, October.
    6. Tanveer Ahsan & Sultan Sikandar Mirza & Ammar Ali Gull & Muhammad Ansar Majeed, 2023. "How to deal with customer and supplier concentration to attain sustainable financial growth? The role of business strategy," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4600-4619, November.
    7. Zhuo Cheng & Tajul Ariffin Masron, 2023. "Economic policy uncertainty and corporate digital transformation: evidence from China," Applied Economics, Taylor & Francis Journals, vol. 55(40), pages 4625-4641, August.
    8. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    9. Che, Tong & Cai, Jingxuan & Yang, Rui & Lai, Fujun, 2023. "Digital transformation drives product quality improvement: An organizational transparency perspective," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    10. Zhang, Mengdan & Zhang, Chonghui & Shi, Qiule & Zeng, Shouzhen & Balezentis, Tomas, 2022. "Operationalizing the telemedicine platforms through the social network knowledge: An MCDM model based on the CIPFOHW operator," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    11. Zhou, Xiaoyang & Liu, He & Li, Jialu & Zhang, Kai & Lev, Benjamin, 2023. "Channel strategies when digital platforms emerge: A systematic literature review," Omega, Elsevier, vol. 120(C).
    12. Jafari-Sadeghi, Vahid & Garcia-Perez, Alexeis & Candelo, Elena & Couturier, Jerome, 2021. "Exploring the impact of digital transformation on technology entrepreneurship and technological market expansion: The role of technology readiness, exploration and exploitation," Journal of Business Research, Elsevier, vol. 124(C), pages 100-111.
    13. Jones, J. & Genovese, A. & Tob-Ogu, A., 2020. "Hydrogen vehicles in urban logistics: A total cost of ownership analysis and some policy implications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    14. Derhami, Shahab & Montreuil, Benoit & Bau, Guilhem, 2021. "Assessing product availability in omnichannel retail networks in the presence of on-demand inventory transshipment and product substitution," Omega, Elsevier, vol. 102(C).
    15. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    16. Kolay, Madhuparna & Lemmon, Michael & Tashjian, Elizabeth, 2016. "Spreading the Misery? Sources of Bankruptcy Spillover in the Supply Chain," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(6), pages 1955-1990, December.
    17. Kohtamäki, Marko & Parida, Vinit & Patel, Pankaj C. & Gebauer, Heiko, 2020. "The relationship between digitalization and servitization: The role of servitization in capturing the financial potential of digitalization," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    18. Chai Bin Feng & Muhammad Usman Khurram & Raheel Safdar & Sultan Sikandar Mirza & Amjad Iqbal, 2023. "Corporate strategic responses, supplier concentration and sustainable growth of chinese listed firms," Operations Management Research, Springer, vol. 16(3), pages 1413-1427, September.
    19. Galindo-Martín, Miguel-Ángel & Castaño-Martínez, María-Soledad & Méndez-Picazo, María-Teresa, 2019. "Digital transformation, digital dividends and entrepreneurship: A quantitative analysis," Journal of Business Research, Elsevier, vol. 101(C), pages 522-527.
    20. Zhao, Jianyu & Yu, Lean & Xi, Xi & Li, Shengliang, 2023. "Knowledge percolation threshold and optimization strategies of the combinatorial network for complex innovation in the digital economy," Omega, Elsevier, vol. 120(C).
    21. 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).
    22. Riadh Manita & Najoua Elommal & Patricia Baudier & Lubica Hikkerova, 2020. "The digital transformation of external audit and its impact on corporate governance," Post-Print hal-04314467, HAL.
    23. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    24. André Hanelt & René Bohnsack & David Marz & Cláudia Antunes Marante, 2021. "A Systematic Review of the Literature on Digital Transformation: Insights and Implications for Strategy and Organizational Change," Journal of Management Studies, Wiley Blackwell, vol. 58(5), pages 1159-1197, July.
    25. 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.
    26. Tzu‐Ting Chiu & Jeong‐Bon Kim & Zheng Wang, 2019. "Customers’ Risk Factor Disclosures and Suppliers’ Investment Efficiency," Contemporary Accounting Research, John Wiley & Sons, vol. 36(2), pages 773-804, June.
    27. de Lucas Ancillo, Antonio & Gavrila Gavrila, Sorin, 2023. "The Impact of Research and Development on Entrepreneurship, Innovation, Digitization and Digital transformation," Journal of Business Research, Elsevier, vol. 157(C).
    28. 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).
    29. Sun, Zeyu & Yang, Ge & Bai, Haichen, 2023. "The spillover effect of customers' financial risk on suppliers' conservative reporting: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 87(C).
    30. Wang, Qingxi & Hu, An & Tian, Zhihua, 2022. "Digital transformation and electricity consumption: Evidence from the Broadband China pilot policy," Energy Economics, Elsevier, vol. 115(C).
    31. Wu, Bangzheng & Yang, Weiguo, 2022. "Empirical test of the impact of the digital economy on China's employment structure," Finance Research Letters, Elsevier, vol. 49(C).
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