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Equity diversification as a catalyst for Artificial Intelligence innovation: Evidence from Chinese state-owned enterprises

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  • Su, Zhi
  • Zhao, Chen
  • Li, Ying
  • Sun, Zhimeng

Abstract

China’s newly revised Company Law (2024) expands the regulatory scope in Chapter 7 from solely state-owned to all state-funded enterprises and aims to optimize their governance through various measures. This shapes the reform trajectory of equity structures in State-Owned Enterprises (SOEs), offering SOEs—typically viewed as weaker innovators—an opportunity to keep pace in the era of Artificial Intelligence (AI). Against this backdrop, we investigate the role of equity diversification in shaping SOEs’ AI innovation performance. Using the patent and equity structure data of Chinese listed SOEs during 2007–2023, we find that a 1% increase in equity diversification is associated with a 0.05% boost in AI patent applications filed by SOEs in the next year. This positive effect is achieved through: (i) reducing managerial short-termism and encouraging long-term strategic investments, (ii) directing managerial attention to emerging technologies like AI, and (iii) facilitating external learning and improving innovation efficiency. SOEs in the growth or maturity stage, operating in high-tech or competitive industries, and characterized by financial adequacy and commercial orientations benefit more from equity diversification. Additionally, this benefit is limited to AI innovation output, without affecting its quality or traditional innovation.

Suggested Citation

  • Su, Zhi & Zhao, Chen & Li, Ying & Sun, Zhimeng, 2025. "Equity diversification as a catalyst for Artificial Intelligence innovation: Evidence from Chinese state-owned enterprises," China Economic Review, Elsevier, vol. 94(PA).
  • Handle: RePEc:eee:chieco:v:94:y:2025:i:pa:s1043951x25001774
    DOI: 10.1016/j.chieco.2025.102519
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    1. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2021. "The Productivity J-Curve: How Intangibles Complement General Purpose Technologies," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 333-372, January.
    2. Stein, Jeremy C, 1988. "Takeover Threats and Managerial Myopia," Journal of Political Economy, University of Chicago Press, vol. 96(1), pages 61-80, February.
    3. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    4. Megginson, William L. & Ullah, Barkat & Wei, Zuobao, 2014. "State ownership, soft-budget constraints, and cash holdings: Evidence from China’s privatized firms," Journal of Banking & Finance, Elsevier, vol. 48(C), pages 276-291.
    5. Steven M. Fazzari & Bruce C. Petersen, 1993. "Working Capital and Fixed Investment: New Evidence on Financing Constraints," RAND Journal of Economics, The RAND Corporation, vol. 24(3), pages 328-342, Autumn.
    6. David Marginson & Laurie McAulay, 2008. "Exploring the debate on short‐termism: a theoretical and empirical analysis," Strategic Management Journal, Wiley Blackwell, vol. 29(3), pages 273-292, March.
    7. Claessens, Stijn & Yurtoglu, B. Burcin, 2013. "Corporate governance in emerging markets: A survey," Emerging Markets Review, Elsevier, vol. 15(C), pages 1-33.
    8. Lin, Justin Yifu & Cai, Fang & Li, Zhou, 1998. "Competition, Policy Burdens, and State-Owned Enterprise Reform," American Economic Review, American Economic Association, vol. 88(2), pages 422-427, May.
    9. Allen, Robert C., 2009. "Engels' pause: Technical change, capital accumulation, and inequality in the british industrial revolution," Explorations in Economic History, Elsevier, vol. 46(4), pages 418-435, October.
    10. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 54(4), pages 1187-1230, September.
    11. Lo, Dic & Gao, Ling & Lin, Yuchen, 2022. "State ownership and innovations: Lessons from the mixed-ownership reforms of China's listed companies," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 302-314.
    12. Nicola Lacetera, 2001. "Corporate Governance and the Governance of Innovation: The Case of Pharmaceutical Industry," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 5(1), pages 29-59, March.
    13. Shleifer, Andrei & Vishny, Robert W, 1997. "A Survey of Corporate Governance," Journal of Finance, American Finance Association, vol. 52(2), pages 737-783, June.
    14. Graham, John R. & Harvey, Campbell R. & Rajgopal, Shiva, 2005. "The economic implications of corporate financial reporting," Journal of Accounting and Economics, Elsevier, vol. 40(1-3), pages 3-73, December.
    15. Igna, Ioana & Venturini, Francesco, 2023. "The determinants of AI innovation across European firms," Research Policy, Elsevier, vol. 52(2).
    16. Shleifer, Andrei & Vishny, Robert W, 1986. "Large Shareholders and Corporate Control," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 461-488, June.
    17. David S. Evans & Richard Schmalensee, 2002. "Some Economic Aspects of Antitrust Analysis in Dynamically Competitive Industries," NBER Chapters, in: Innovation Policy and the Economy, Volume 2, pages 1-50, National Bureau of Economic Research, Inc.
    18. Bessen, James & Impink, Stephen Michael & Reichensperger, Lydia & Seamans, Robert, 2022. "The role of data for AI startup growth," Research Policy, Elsevier, vol. 51(5).
    19. Venturini, Francesco, 2022. "Intelligent technologies and productivity spillovers: Evidence from the Fourth Industrial Revolution," Journal of Economic Behavior & Organization, Elsevier, vol. 194(C), pages 220-243.
    20. Sutton, John, 1996. "Technology and market structure," European Economic Review, Elsevier, vol. 40(3-5), pages 511-530, April.
    21. Ioannis Bournakis & Sotiris Papaioannou & Marina Papanastassiou, 2022. "Multinationals and domestic total factor productivity: Competition effects, knowledge spillovers and foreign ownership," The World Economy, Wiley Blackwell, vol. 45(12), pages 3715-3750, December.
    22. Cao, Xiaping & Cumming, Douglas & Zhou, Sili, 2020. "State ownership and corporate innovative efficiency," Emerging Markets Review, Elsevier, vol. 44(C).
    23. Zhang, Xiaoqian & Yu, Mingqiang & Chen, Gaoquan, 2020. "Does mixed-ownership reform improve SOEs' innovation? Evidence from state ownership," China Economic Review, Elsevier, vol. 61(C).
    24. Caroline Flammer & Pratima Bansal, 2017. "Does a long-term orientation create value? Evidence from a regression discontinuity," Strategic Management Journal, Wiley Blackwell, vol. 38(9), pages 1827-1847, September.
    25. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    26. Erik Brynjolfsson & Tom Mitchell & Daniel Rock, 2018. "What Can Machines Learn, and What Does It Mean for Occupations and the Economy?," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 43-47, May.
    27. Michael N. Young & Mike W. Peng & David Ahlstrom & Garry D. Bruton & Yi Jiang, 2008. "Corporate Governance in Emerging Economies: A Review of the Principal–Principal Perspective," Journal of Management Studies, Wiley Blackwell, vol. 45(1), pages 196-220, January.
    28. Alessandra Guariglia, 1999. "The Effects of Financial Constraints on Inventory Investment: Evidence from a Panel of UK Firms," Economica, London School of Economics and Political Science, vol. 66(261), pages 43-62, February.
    29. Virany, Beverly & Tushman, Michael L., 1986. "Top management teams and corporate success in an emerging industry," Journal of Business Venturing, Elsevier, vol. 1(3), pages 261-274.
    30. 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.
    31. Helene Dernis & Petros Gkotsis & Nicola Grassano & Shohei Nakazato & Mariagrazia Squicciarini & Brigitte van Beuzekom & Antonio Vezzani, 2019. "World Corporate Top R&D investors: Shaping the Future of Technologies and of AI," JRC Research Reports JRC117068, Joint Research Centre.
    32. Ross, Stephen A, 1973. "The Economic Theory of Agency: The Principal's Problem," American Economic Review, American Economic Association, vol. 63(2), pages 134-139, May.
    33. Karlsson, Charlie & Nystrom, Kristina, 2003. "Exit and Entry over the Product Life Cycle: Evidence from the Swedish Manufacturing Industry," Small Business Economics, Springer, vol. 21(2), pages 135-144, September.
    34. Li, Xiao-Lin & Xia, Xiaolong & Ge, Xinyu & Si, Deng-Kui, 2025. "Common institutional ownership and the spillover effect of corporate innovation," Pacific-Basin Finance Journal, Elsevier, vol. 90(C).
    35. Zoltan J. Acs & David B. Audretsch, 2008. "Innovation, Market Structure, and Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 2, pages 16-23, Edward Elgar Publishing.
    36. Munari, Federico & Oriani, Raffaele & Sobrero, Maurizio, 2010. "The effects of owner identity and external governance systems on R&D investments: A study of Western European firms," Research Policy, Elsevier, vol. 39(8), pages 1093-1104, October.
    37. Erik Brynjolfsson & Kristina McElheran, 2016. "The Rapid Adoption of Data-Driven Decision-Making," American Economic Review, American Economic Association, vol. 106(5), pages 133-139, May.
    38. Ruiqi, Wang & Wang, Fangjun & Xu, Luying & Yuan, Changhong, 2017. "R&D expenditures, ultimate ownership and future performance: Evidence from China," Journal of Business Research, Elsevier, vol. 71(C), pages 47-54.
    39. Francis, Jennifer & Smith, Abbie, 1995. "Agency costs and innovation some empirical evidence," Journal of Accounting and Economics, Elsevier, vol. 19(2-3), pages 383-409, April.
    40. Sanghoon Ahn, 2002. "Competition, Innovation and Productivity Growth: A Review of Theory and Evidence," OECD Economics Department Working Papers 317, OECD Publishing.
    41. Li, Feng, 2008. "Annual report readability, current earnings, and earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 221-247, August.
    42. Feng Li, 2010. "The Information Content of Forward‐Looking Statements in Corporate Filings—A Naïve Bayesian Machine Learning Approach," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 48(5), pages 1049-1102, December.
    43. Wang, Cassandra C. & Wu, Aiqi, 2016. "Geographical FDI knowledge spillover and innovation of indigenous firms in China," International Business Review, Elsevier, vol. 25(4), pages 895-906.
    44. William Ocasio, 1997. "Towards An Attention‐Based View Of The Firm," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 187-206, July.
    45. Tavassoli, Sam, 2015. "Innovation determinants over industry life cycle," Technological Forecasting and Social Change, Elsevier, vol. 91(C), pages 18-32.
    46. Xu, Xiaonian & Wang, Yan, 1999. "Ownership structure and corporate governance in Chinese stock companies," China Economic Review, Elsevier, vol. 10(1), pages 75-98.
    47. Filippo Belloc, 2012. "Corporate Governance And Innovation: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 26(5), pages 835-864, December.
    48. 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.
    49. Patrick Bajari & Victor Chernozhukov & Ali Hortaçsu & Junichi Suzuki, 2019. "The Impact of Big Data on Firm Performance: An Empirical Investigation," AEA Papers and Proceedings, American Economic Association, vol. 109, pages 33-37, May.
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    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • K22 - Law and Economics - - Regulation and Business Law - - - Business and Securities Law
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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