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Spatial Peer Effect of Enterprises’ Digital Transformation: Empirical Evidence from Spatial Autoregressive Models

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  • Xiaozhen Pan

    (School of Accounting, Hangzhou Dianzi University, Hangzhou 310018, China)

  • Gengxi Xu

    (School of Accounting, Hangzhou Dianzi University, Hangzhou 310018, China)

  • Nina Zhu

    (School of Accounting, Hangzhou Dianzi University, Hangzhou 310018, China)

Abstract

This study uses the spatial autoregressive model for panel data to empirically test the spatial peer effect of enterprises’ digital transformation by using a sample of Chinese listed companies during 2012–2021. We find that there is a significant spatial peer effect in the digital transformation of Chinese companies, and the level of digital transformation of a company increase with the level of digital transformation of its spatial peer companies. Moreover, heterogeneity analysis shows that the spatial peer effect of digital transformation can be effectively played only under a higher digital environment, higher marketization environment, and state-owned equity nature of companies. The findings suggest that it should focus on building a benchmark company for digital transformation, vigorously enhance the digital and marketization environment in the region and provide more policy support for the digital transformation of non-state-owned enterprises.

Suggested Citation

  • Xiaozhen Pan & Gengxi Xu & Nina Zhu, 2022. "Spatial Peer Effect of Enterprises’ Digital Transformation: Empirical Evidence from Spatial Autoregressive Models," Sustainability, MDPI, vol. 14(19), pages 1-19, October.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:19:p:12576-:d:932464
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    1. 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.
    2. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    3. Frenken, Koen & Hardeman, Sjoerd & Hoekman, Jarno, 2009. "Spatial scientometrics: Towards a cumulative research program," Journal of Informetrics, Elsevier, vol. 3(3), pages 222-232.
    4. Wu, Keping & Fu, Yumei & Kong, Dongmin, 2022. "Does the digital transformation of enterprises affect stock price crash risk?," Finance Research Letters, Elsevier, vol. 48(C).
    5. Jin Sung Rha & Hong-Hee Lee, 2022. "Research trends in digital transformation in the service sector: a review based on network text analysis," Service Business, Springer;Pan-Pacific Business Association, vol. 16(1), pages 77-98, March.
    6. Tan, Xiujie & Yan, Yaxue & Dong, Yuyang, 2022. "Peer effect in green credit induced green innovation: An empirical study from China's Green Credit Guidelines," Resources Policy, Elsevier, vol. 76(C).
    7. Pan, Xiaozhen & Tang, Hongfei, 2021. "Are both managerial morality and talent important to firm performance? Evidence from Chinese public firms," International Review of Financial Analysis, Elsevier, vol. 73(C).
    8. Charles F. Manski, 2000. "Economic Analysis of Social Interactions," Journal of Economic Perspectives, American Economic Association, vol. 14(3), pages 115-136, Summer.
    9. Kapoor, Mudit & Kelejian, Harry H. & Prucha, Ingmar R., 2007. "Panel data models with spatially correlated error components," Journal of Econometrics, Elsevier, vol. 140(1), pages 97-130, September.
    10. Bai, Chong-En & Ma, Hong & Pan, Wenqing, 2012. "Spatial spillover and regional economic growth in China," China Economic Review, Elsevier, vol. 23(4), pages 982-990.
    11. Boeing, Philipp, 2016. "The allocation and effectiveness of China’s R&D subsidies - Evidence from listed firms," Research Policy, Elsevier, vol. 45(9), pages 1774-1789.
    12. Enrico Moretti, 2011. "Social Learning and Peer Effects in Consumption: Evidence from Movie Sales," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(1), pages 356-393.
    13. Shen, Jim Huangnan & Zhang, Jun & Lee, Chien-Chiang & Li, Weiping, 2020. "Toward an internal governance structure of China’s large SOEs," Journal of Asian Economics, Elsevier, vol. 70(C).
    14. Marcel Papert & Alexander Pflaum, 2017. "Development of an Ecosystem Model for the Realization of Internet of Things (IoT) Services in Supply Chain Management," Electronic Markets, Springer;IIM University of St. Gallen, vol. 27(2), pages 175-189, May.
    15. 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).
    16. Gupta, Paramita & He, Dan & Ma, Yulong & Yur-Austin, Jasmine, 2022. "Do investors listen? Exploring the effect of investor relationship management on firm-specific stock return variation," Research in International Business and Finance, Elsevier, vol. 60(C).
    17. Copiello, Sergio, 2019. "Peer and neighborhood effects: Citation analysis using a spatial autoregressive model and pseudo-spatial data," Journal of Informetrics, Elsevier, vol. 13(1), pages 238-254.
    18. Goedhuys, Micheline & Veugelers, Reinhilde, 2012. "Innovation strategies, process and product innovations and growth: Firm-level evidence from Brazil," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 516-529.
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    Cited by:

    1. Xiaoxu Zhang & Xinyu Du, 2023. "Industry and Regional Peer Effects in Corporate Digital Transformation: The Moderating Effects of TMT Characteristics," Sustainability, MDPI, vol. 15(7), pages 1-22, March.
    2. Yu Ma & Pan Tao, 2023. "A Perspective on Management Myopia: The Impact of Digital Transformation on Carbon Emission Intensity," Sustainability, MDPI, vol. 15(12), pages 1-22, June.
    3. Hui Zhao & Ao Lei & Yuhui Li & Dingjun Hong, 2023. "The Sectoral and Regional Peer Influences on Heavy-Pollution Corporate Environmental, Social, and Governance Performance," Sustainability, MDPI, vol. 15(17), pages 1-42, August.
    4. Na Li & Ziyang Liu & Xi Zhang, 2022. "A Study on the Impact of Dynamic Visitor Demand on the Digital Transformation of Enterprises—Considerations Based on the Regional Innovation Environment and the Level of Big Data," Sustainability, MDPI, vol. 15(1), pages 1-19, December.
    5. Zhang, Kesen & Pan, Zhen & Zhang, Keming & Ji, Feng, 2023. "The effect of digitalization transformation on greenwashing of Chinese listed companies: an analysis from the dual perspectives of resource-based view and legitimacy," LSE Research Online Documents on Economics 125707, London School of Economics and Political Science, LSE Library.

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