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Cross-shareholding network and corporate bond financing cost in China

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  • Guo, Hongling
  • Sun, Yue
  • Qiu, Xuemei

Abstract

This study examines the effect of cross-shareholding network centrality on the cost of corporate bond financing. Based on a sample of Chinese A-share listed firms that issued general corporate bonds from 2007 to 2018, we adopt a social network analysis method and use three indicators (Degree, Betweenness, and Eigenvector) and the principal factor (Composite) extracted from them to measure the firms’ centrality in the cross-shareholding network. We find that bondholders’ demand lowers bond yield spreads for firms with higher cross-shareholding network centrality. In further analyses, we explore the impact mechanisms using mediator models and find that such centrality promotes resource accessing, information disclosure, and corporate governance, thus decreasing corporate bond financing cost. In addition, we incorporate the moderate effect of geographical location and find that the relationship between cross-shareholding network centrality and corporate bond financing cost is more significant in firms located in remote places.

Suggested Citation

  • Guo, Hongling & Sun, Yue & Qiu, Xuemei, 2021. "Cross-shareholding network and corporate bond financing cost in China," The North American Journal of Economics and Finance, Elsevier, vol. 57(C).
  • Handle: RePEc:eee:ecofin:v:57:y:2021:i:c:s1062940821000565
    DOI: 10.1016/j.najef.2021.101423
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    as
    1. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    2. Matthew J. Clayton & Bjorn N. Jorgensen, 2005. "Optimal Cross Holding with Externalities and Strategic Interactions," The Journal of Business, University of Chicago Press, vol. 78(4), pages 1505-1522, July.
    3. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    4. Bai, Chong-En & Liu, Qiao & Lu, Joe & Song, Frank M. & Zhang, Junxi, 2004. "Corporate governance and market valuation in China," Journal of Comparative Economics, Elsevier, vol. 32(4), pages 599-616, December.
    5. Lauren Cohen & Andrea Frazzini & Christopher Malloy, 2008. "The Small World of Investing: Board Connections and Mutual Fund Returns," Journal of Political Economy, University of Chicago Press, vol. 116(5), pages 951-979, October.
    6. Akbar Zaheer & Geoffrey G. Bell, 2005. "Benefiting from network position: firm capabilities, structural holes, and performance," Strategic Management Journal, Wiley Blackwell, vol. 26(9), pages 809-825, September.
    7. Li, Huajiao & An, Haizhong & Gao, Xiangyun & Huang, Jiachen & Xu, Qun, 2014. "On the topological properties of the cross-shareholding networks of listed companies in China: Taking shareholders’ cross-shareholding relationships into account," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 406(C), pages 80-88.
    8. Ortiz-Molina, Hernan, 2006. "Top Management Incentives and the Pricing of Corporate Public Debt," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(2), pages 317-340, June.
    9. Sattar A. Mansi & William F. Maxwell & Darius P. Miller, 2004. "Does Auditor Quality and Tenure Matter to Investors? Evidence from the Bond Market," Journal of Accounting Research, Wiley Blackwell, vol. 42(4), pages 755-793, September.
    10. Allen, Franklin & Qian, Jun & Qian, Meijun, 2005. "Law, finance, and economic growth in China," Journal of Financial Economics, Elsevier, vol. 77(1), pages 57-116, July.
    11. Stuart, Toby E. & Yim, Soojin, 2010. "Board interlocks and the propensity to be targeted in private equity transactions," Journal of Financial Economics, Elsevier, vol. 97(1), pages 174-189, July.
    12. Fogel, Kathy & Jandik, Tomas & McCumber, William R., 2018. "CFO social capital and private debt," Journal of Corporate Finance, Elsevier, vol. 52(C), pages 28-52.
    13. Ngoc T.B. Le & Thang V. Nguyen, 2009. "The Impact of Networking on Bank Financing: The Case of Small and Medium–Sized Enterprises in Vietnam," Entrepreneurship Theory and Practice, , vol. 33(4), pages 867-887, July.
    14. Øyvind Bøhren & Øyvind Norli, 1997. "Determinants of Intercorporate Shareholdings," Review of Finance, European Finance Association, vol. 1(2), pages 265-287.
    15. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    16. Ferrer, Elena & Santamaría, Rafael & Suárez, Nuria, 2019. "Does analyst information influence the cost of debt? Some international evidence," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 323-342.
    17. Engelberg, Joseph & Gao, Pengjie & Parsons, Christopher A., 2012. "Friends with money," Journal of Financial Economics, Elsevier, vol. 103(1), pages 169-188.
    18. Nyberg, Sten, 1995. "Reciprocal shareholding and takeover deterrence," International Journal of Industrial Organization, Elsevier, vol. 13(3), pages 355-372, September.
    19. Guangming Gong & Si Xu & Xun Gong, 2018. "On the Value of Corporate Social Responsibility Disclosure: An Empirical Investigation of Corporate Bond Issues in China," Journal of Business Ethics, Springer, vol. 150(1), pages 227-258, June.
    20. Tarun Khanna & Krishna Palepu, 2000. "Is Group Affiliation Profitable in Emerging Markets? An Analysis of Diversified Indian Business Groups," Journal of Finance, American Finance Association, vol. 55(2), pages 867-891, April.
    21. Bradley W. Benson & Subramanian Rama Iyer & Kristopher J. Kemper & Jing Zhao, 2018. "Director Networks and Credit Ratings," The Financial Review, Eastern Finance Association, vol. 53(2), pages 301-336, May.
    22. Edward B. Douthett, Jr. & Kooyul Jung & Wikil Kwak, 2004. "Japanese Corporate Groupings (Keiretsu) and the Characteristics of Analysts' Forecasts," Review of Quantitative Finance and Accounting, Springer, vol. 23(2), pages 79-98, September.
    23. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    24. Hiraki, Takato & Inoue, Hideaki & Ito, Akitoshi & Kuroki, Fumiaki & Masuda, Hiroyuki, 2003. "Corporate governance and firm value in Japan: Evidence from 1985 to 1998," Pacific-Basin Finance Journal, Elsevier, vol. 11(3), pages 239-265, July.
    25. Oleksandr Talavera & Lin Xiong & Xiong Xiong, 2012. "Social Capital and Access to Bank Financing: The Case of Chinese Entrepreneurs," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 48(1), pages 55-69, January.
    26. Saastamoinen, Jani & Reijonen, Helen & Tammi, Timo, 2018. "Should SMEs pursue public procurement to improve innovative performance?," Technovation, Elsevier, vol. 69(C), pages 2-14.
    27. Osano, Hiroshi, 1996. "Intercorporate shareholdings and corporate control in the Japanese firm," Journal of Banking & Finance, Elsevier, vol. 20(6), pages 1047-1068, July.
    28. Hasan, Iftekhar & Hoi, Chun Keung & Wu, Qiang & Zhang, Hao, 2017. "Social Capital and Debt Contracting: Evidence from Bank Loans and Public Bonds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(3), pages 1017-1047, June.
    29. Chenyan Liu & Zuoping Xiao & Hong Xie, 2020. "Customer concentration, institutions, and corporate bond contracts," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 25(1), pages 90-119, January.
    30. Paul Milgrom & John Roberts, 1986. "Relying on the Information of Interested Parties," RAND Journal of Economics, The RAND Corporation, vol. 17(1), pages 18-32, Spring.
    31. Douglas W. Diamond, 1996. "Financial intermediation as delegated monitoring: a simple example," Economic Quarterly, Federal Reserve Bank of Richmond, issue Sum, pages 51-66.
    32. Ghouma, Hatem, 2017. "How does managerial opportunism affect the cost of debt financing?," Research in International Business and Finance, Elsevier, vol. 39(PA), pages 13-29.
    33. Liu, Yixin & Jiraporn, Pornsit, 2010. "The effect of CEO power on bond ratings and yields," Journal of Empirical Finance, Elsevier, vol. 17(4), pages 744-762, September.
    34. Braun, Matías & Briones, Ignacio & Islas, Gonzalo, 2019. "Interlocking directorates, access to credit, and business performance in Chile during early industrialization," Journal of Business Research, Elsevier, vol. 105(C), pages 381-388.
    35. Shailer, Greg & Wang, Kun, 2015. "Government ownership and the cost of debt for Chinese listed corporations," Emerging Markets Review, Elsevier, vol. 22(C), pages 1-17.
    36. James E. Rauch & Alessandra Casella, 2003. "Overcoming Informational Barriers to International Resource Allocation: Prices and Ties," Economic Journal, Royal Economic Society, vol. 113(484), pages 21-42, January.
    37. Eirik S. Amundsen & Lars Bergman, 2002. "Will Cross-Ownership Re-Establish Market Power in the Nordic Power Market?," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2), pages 73-95.
    38. Sumit Agarwal, 2010. "Distance and Private Information in Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    39. Arora, Ashish & Fosfuri, Andrea & Gambardella, Alfonso, 2001. "Markets for Technology and Their Implications for Corporate Strategy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(2), pages 419-451, June.
    40. Jiang, Li & Kim, Jeong-Bon, 2000. "Cross-Corporate ownership, information asymmetry and the usefulness of accounting performance measures in Japan," The International Journal of Accounting, Elsevier, vol. 35(1), pages 85-98, March.
    41. Dasgupta, Sudipto & Gan, Jie & Gao, Ning, 2010. "Transparency, Price Informativeness, and Stock Return Synchronicity: Theory and Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(5), pages 1189-1220, October.
    42. Anderson, Ronald C. & Mansi, Sattar A. & Reeb, David M., 2004. "Board characteristics, accounting report integrity, and the cost of debt," Journal of Accounting and Economics, Elsevier, vol. 37(3), pages 315-342, September.
    43. Dan S. Dhaliwal & Inder K. Khurana & Raynolde Pereira, 2011. "Firm Disclosure Policy and the Choice Between Private and Public Debt," Contemporary Accounting Research, John Wiley & Sons, vol. 28(1), pages 293-330, March.
    44. Berglof, Erik & Perotti, Enrico, 1994. "The governance structure of the Japanese financial keiretsu," Journal of Financial Economics, Elsevier, vol. 36(2), pages 259-284, October.
    45. Ma, Yuan-yuan & Zhuang, Xin-tian & Li, Ling-xuan, 2011. "Research on the relationships of the domestic mutual investment of China based on the cross-shareholding networks of the listed companies," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 390(4), pages 749-759.
    46. Tuugi Chuluun & Andrew Prevost & John Puthenpurackal, 2014. "Board Ties and the Cost of Corporate Debt," Financial Management, Financial Management Association International, vol. 43(3), pages 533-568, September.
    47. López-Iturriaga, Félix J. & Santana Martín, Domingo Javier, 2019. "The payout policy of politically connected firms: Tunnelling or reputation?," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    48. Joshua D. Coval & Tobias J. Moskowitz, 1999. "Home Bias at Home: Local Equity Preference in Domestic Portfolios," Journal of Finance, American Finance Association, vol. 54(6), pages 2045-2073, December.
    49. Edwin J. Elton & Martin J. Gruber & Deepak Agrawal & Christopher Mann, 2001. "Explaining the Rate Spread on Corporate Bonds," Journal of Finance, American Finance Association, vol. 56(1), pages 247-277, February.
    50. Wang, Chih-Wei & Chiu, Wan-Chien & King, Tao-Hsien Dolly, 2020. "Debt maturity and the cost of bank loans," Journal of Banking & Finance, Elsevier, vol. 112(C).
    51. Sanjeev Bhojraj & Partha Sengupta, 2003. "Effect of Corporate Governance on Bond Ratings and Yields: The Role of Institutional Investors and Outside Directors," The Journal of Business, University of Chicago Press, vol. 76(3), pages 455-476, July.
    52. Yu, Fan, 2005. "Accounting transparency and the term structure of credit spreads," Journal of Financial Economics, Elsevier, vol. 75(1), pages 53-84, January.
    53. Kevan Jensen & Jin-Mo Kim & Han Yi, 2015. "The geography of US auditors: information quality and monitoring costs by local versus non-local auditors," Review of Quantitative Finance and Accounting, Springer, vol. 44(3), pages 513-549, April.
    54. El-Khatib, Rwan & Fogel, Kathy & Jandik, Tomas, 2015. "CEO network centrality and merger performance," Journal of Financial Economics, Elsevier, vol. 116(2), pages 349-382.
    55. Tanaka, Takanori, 2016. "How do managerial incentives affect the maturity structure of corporate public debt?," Pacific-Basin Finance Journal, Elsevier, vol. 40(PA), pages 130-146.
    56. Peng, Zixuan & Sha, Haowei & Lan, Hongxing & Chen, Xudong, 2019. "Cross-shareholding and financing constraints of private firms: Based on the perspective of social network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 520(C), pages 381-389.
    57. Ferris, Stephen P. & Kumar, Raman & Sarin, Atulya, 1995. "The role of corporate groupings in controlling agency conflicts: The case of keiretsu," Pacific-Basin Finance Journal, Elsevier, vol. 3(2-3), pages 319-335, July.
    58. Singh, Deeksha & Delios, Andrew, 2017. "Corporate governance, board networks and growth in domestic and international markets: Evidence from India," Journal of World Business, Elsevier, vol. 52(5), pages 615-627.
    59. Jan Ericsson & Joel Reneby, 2005. "Estimating Structural Bond Pricing Models," The Journal of Business, University of Chicago Press, vol. 78(2), pages 707-735, March.
    60. Erik Dietzenbacher & Umed Temurshoev, 2008. "Ownership relations in the presence of cross-shareholding," Journal of Economics, Springer, vol. 95(3), pages 189-212, December.
    61. Joanne Horton & Yuval Millo & George Serafeim, 2012. "Resources or Power? Implications of Social Networks on Compensation and Firm Performance," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 39(3-4), pages 399-426, April.
    62. Han, Seung Hun & Pagano, Michael S. & Shin, Yoon S., 2019. "The evolving nature of Japanese corporate governance: Guaranteed bonds vs. rated bonds," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 58(C), pages 162-183.
    63. Yu, Zhuangxiong & Li, Jie & Yang, Jian, 2017. "Does corporate governance matter in competitive industries? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 43(C), pages 238-255.
    64. Bygrave, William D., 1987. "Syndicated investments by venture capital firms: A networking perspective," Journal of Business Venturing, Elsevier, vol. 2(2), pages 139-154.
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    More about this item

    Keywords

    Cross-shareholding network centrality; Corporate bond financing cost; Bond yield spreads;
    All these keywords.

    JEL classification:

    • H63 - Public Economics - - National Budget, Deficit, and Debt - - - Debt; Debt Management; Sovereign Debt
    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance

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