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Deregulation of short-selling constraints and cost of bank loans: Evidence from a quasi-natural experiment

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  • Chen, Shenglan
  • Chou, Robin K.
  • Liu, Xiaoling
  • Wu, Yuhui

Abstract

Investors can sell short on designated stocks on China stock market since March 2010 when the CSRC relieved the short-selling constraints, which provides a quasi-natural experiment to examine how short selling affects the bank loan contracts. Using the 13,755 bank loan contracts from Chinese listed firms during 2007–2014, our results show that bank loan spreads decline significantly for treated firms compared to control firms after removing the short-selling constraints. Further, we find that the results are driven mainly by firms far from bank geographically, firms haven't relationship with bank in the prior 3 years, and firms with high default risk. Our findings provide further insight into the relationship between stock market and debt market, and are helpful to understand economic effect of short selling on the decision-making of other market participants.

Suggested Citation

  • Chen, Shenglan & Chou, Robin K. & Liu, Xiaoling & Wu, Yuhui, 2020. "Deregulation of short-selling constraints and cost of bank loans: Evidence from a quasi-natural experiment," Pacific-Basin Finance Journal, Elsevier, vol. 64(C).
  • Handle: RePEc:eee:pacfin:v:64:y:2020:i:c:s0927538x20306727
    DOI: 10.1016/j.pacfin.2020.101460
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    as
    1. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    2. Jonathan M. Karpoff & Xiaoxia Lou, 2010. "Short Sellers and Financial Misconduct," Journal of Finance, American Finance Association, vol. 65(5), pages 1879-1913, October.
    3. Graham, John R. & Li, Si & Qiu, Jiaping, 2008. "Corporate misreporting and bank loan contracting," Journal of Financial Economics, Elsevier, vol. 89(1), pages 44-61, July.
    4. Roberts, Michael R., 2015. "The role of dynamic renegotiation and asymmetric information in financial contracting," Journal of Financial Economics, Elsevier, vol. 116(1), pages 61-81.
    5. repec:zbw:bofrdp:2015_003 is not listed on IDEAS
    6. Art Durnev & Kan Li & Randall Mørck & Bernard Yeung, 2004. "Capital markets and capital allocation: Implications for economies in transition," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 12(4), pages 593-634, December.
    7. Francis A. Longstaff & Sanjay Mithal & Eric Neis, 2005. "Corporate Yield Spreads: Default Risk or Liquidity? New Evidence from the Credit Default Swap Market," Journal of Finance, American Finance Association, vol. 60(5), pages 2213-2253, October.
    8. 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.
    9. Matthew Serfling, 2016. "Firing Costs and Capital Structure Decisions," Journal of Finance, American Finance Association, vol. 71(5), pages 2239-2286, October.
    10. Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, April.
    11. Erik P. Gilje & Elena Loutskina & Philip E. Strahan, 2016. "Exporting Liquidity: Branch Banking and Financial Integration," Journal of Finance, American Finance Association, vol. 71(3), pages 1159-1184, June.
    12. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    13. Peter M. DeMarzo & Michael J. Fishman, 2007. "Optimal Long-Term Financial Contracting," Review of Financial Studies, Society for Financial Studies, vol. 20(6), pages 2079-2128, November.
    14. Comerton-Forde, Carole & Jones, Charles M. & Putniņš, Tālis J., 2016. "Shorting at close range: A tale of two types," Journal of Financial Economics, Elsevier, vol. 121(3), pages 546-568.
    15. Allen F. & Morris S. & Postlewaite A., 1993. "Finite Bubbles with Short Sale Constraints and Asymmetric Information," Journal of Economic Theory, Elsevier, vol. 61(2), pages 206-229, December.
    16. Nicolae Garleanu & Jeffrey Zwiebel, 2009. "Design and Renegotiation of Debt Covenants," Review of Financial Studies, Society for Financial Studies, vol. 22(2), pages 749-781, February.
    17. Campello, Murillo & Gao, Janet, 2017. "Customer concentration and loan contract terms," Journal of Financial Economics, Elsevier, vol. 123(1), pages 108-136.
    18. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    19. Armstrong, Christopher S. & Core, John E. & Guay, Wayne R., 2014. "Do independent directors cause improvements in firm transparency?," Journal of Financial Economics, Elsevier, vol. 113(3), pages 383-403.
    20. Joel F. Houston & Liangliang Jiang & Chen Lin & Yue Ma, 2014. "Political Connections and the Cost of Bank Loans," Journal of Accounting Research, Wiley Blackwell, vol. 52(1), pages 193-243, March.
    21. Sudheer Chava & Michael R. Roberts, 2008. "How Does Financing Impact Investment? The Role of Debt Covenants," Journal of Finance, American Finance Association, vol. 63(5), pages 2085-2121, October.
    22. Hasan, Iftekhar & Hoi, Chun Keung (Stan) & Wu, Qiang & Zhang, Hao, 2014. "Beauty is in the eye of the beholder: The effect of corporate tax avoidance on the cost of bank loans," Journal of Financial Economics, Elsevier, vol. 113(1), pages 109-130.
    23. Christophe, Stephen E. & Ferri, Michael G. & Hsieh, Jim, 2010. "Informed trading before analyst downgrades: Evidence from short sellers," Journal of Financial Economics, Elsevier, vol. 95(1), pages 85-106, January.
    24. Armstrong, Christopher S. & Guay, Wayne R. & Weber, Joseph P., 2010. "The role of information and financial reporting in corporate governance and debt contracting," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 179-234, December.
    25. Bellucci, Andrea & Borisov, Alexander & Zazzaro, Alberto, 2013. "Do banks price discriminate spatially? Evidence from small business lending in local credit markets," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4183-4197.
    26. Bill Francis & Iftekhar Hasan & Michael Koetter & Qiang Wu, 2012. "Corporate Boards And Bank Loan Contracting," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 35(4), pages 521-552, December.
    27. Chang, Eric C. & Luo, Yan & Ren, Jinjuan, 2014. "Short-selling, margin-trading, and price efficiency: Evidence from the Chinese market," Journal of Banking & Finance, Elsevier, vol. 48(C), pages 411-424.
    28. Vivian W. Fang & Allen H. Huang & Jonathan M. Karpoff, 2016. "Short Selling and Earnings Management: A Controlled Experiment," Journal of Finance, American Finance Association, vol. 71(3), pages 1251-1294, June.
    29. Eric C. Chang & Joseph W. Cheng & Yinghui Yu, 2007. "Short‐Sales Constraints and Price Discovery: Evidence from the Hong Kong Market," Journal of Finance, American Finance Association, vol. 62(5), pages 2097-2121, October.
    30. Arturo Bris & William N. Goetzmann & Ning Zhu, 2007. "Efficiency and the Bear: Short Sales and Markets Around the World," Journal of Finance, American Finance Association, vol. 62(3), pages 1029-1079, June.
    31. Jones, Charles M. & Lamont, Owen A., 2002. "Short-sale constraints and stock returns," Journal of Financial Economics, Elsevier, vol. 66(2-3), pages 207-239.
    32. Ivashina, Victoria & Sun, Zheng, 2011. "Institutional stock trading on loan market information," Journal of Financial Economics, Elsevier, vol. 100(2), pages 284-303, May.
    33. von Beschwitz, Bastian & Chuprinin, Oleg & Massa, Massimo, 2017. "Why Do Short Sellers Like Qualitative News?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(2), pages 645-675, April.
    34. Diamond, Douglas W. & Verrecchia, Robert E., 1987. "Constraints on short-selling and asset price adjustment to private information," Journal of Financial Economics, Elsevier, vol. 18(2), pages 277-311, June.
    35. Ling Cen & Sudipto Dasgupta & Redouane Elkamhi & Raunaq S. Pungaliya, 2016. "Reputation and Loan Contract Terms: The Role of Principal Customers," Review of Finance, European Finance Association, vol. 20(2), pages 501-533.
    36. Marianne Bertrand & Sendhil Mullainathan, 2003. "Enjoying the Quiet Life? Corporate Governance and Managerial Preferences," Journal of Political Economy, University of Chicago Press, vol. 111(5), pages 1043-1075, October.
    37. Hasan, Iftekhar & Massoud, Nadia & Saunders, Anthony & Song, Keke, 2015. "Which financial stocks did short sellers target in the subprime crisis?," Journal of Banking & Finance, Elsevier, vol. 54(C), pages 87-103.
    38. repec:zbw:bofrdp:2014_003 is not listed on IDEAS
    39. Chang, Eric C. & Lin, Tse-Chun & Ma, Xiaorong, 2019. "Does short-selling threat discipline managers in mergers and acquisitions decisions?," Journal of Accounting and Economics, Elsevier, vol. 68(1).
    40. Engelberg, Joseph E. & Reed, Adam V. & Ringgenberg, Matthew C., 2012. "How are shorts informed?," Journal of Financial Economics, Elsevier, vol. 105(2), pages 260-278.
    41. Lin, Chen & Ma, Yue & Malatesta, Paul & Xuan, Yuhai, 2011. "Ownership structure and the cost of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 100(1), pages 1-23, April.
    42. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    43. Dutordoir, Marie & Strong, Norman & Sun, Ping, 2019. "Shelf versus Traditional Seasoned Equity Offerings: The Impact of Potential Short Selling," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 54(3), pages 1285-1311, June.
    44. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    45. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    46. Purnanandam, Amiyatosh & Seyhun, H. Nejat, 2018. "Do Short Sellers Trade on Private Information or False Information?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(3), pages 997-1023, June.
    47. Chen, Shenglan & Lin, Bingxuan & Lu, Rui & Ma, Hui, 2018. "The disciplinary effects of short sales on controlling shareholders," Journal of Empirical Finance, Elsevier, vol. 46(C), pages 56-76.
    48. Ekkehart Boehmer & Juan (Julie) Wu, 2013. "Short Selling and the Price Discovery Process," Review of Financial Studies, Society for Financial Studies, vol. 26(2), pages 287-322.
    49. Hollander, Stephan & Verriest, Arnt, 2016. "Bridging the gap: the design of bank loan contracts and distance," Journal of Financial Economics, Elsevier, vol. 119(2), pages 399-419.
    50. Miller, Edward M, 1977. "Risk, Uncertainty, and Divergence of Opinion," Journal of Finance, American Finance Association, vol. 32(4), pages 1151-1168, September.
    51. Jose A. Scheinkman & Wei Xiong, 2003. "Overconfidence and Speculative Bubbles," Journal of Political Economy, University of Chicago Press, vol. 111(6), pages 1183-1219, December.
    52. Ekkehart Boehmer & Charles M Jones & Juan (Julie) Wu & Xiaoyan Zhang, 2020. "What Do Short Sellers Know?," Review of Finance, European Finance Association, vol. 24(6), pages 1203-1235.
    53. Edith S. Hotchkiss & Tavy Ronen, 2002. "The Informational Efficiency of the Corporate Bond Market: An Intraday Analysis," Review of Financial Studies, Society for Financial Studies, vol. 15(5), pages 1325-1354.
    54. Gustavo Grullon & Sébastien Michenaud & James P. Weston, 2015. "The Real Effects of Short-Selling Constraints," Review of Financial Studies, Society for Financial Studies, vol. 28(6), pages 1737-1767.
    55. repec:zbw:bofrdp:2012_014 is not listed on IDEAS
    56. Pedro A. C. Saffi & Kari Sigurdsson, 2011. "Price Efficiency and Short Selling," Review of Financial Studies, Society for Financial Studies, vol. 24(3), pages 821-852.
    57. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    58. Ekkehart Boehmer & Charles M Jones & Juan (Julie) Wu & Xiaoyan Zhang, 0. "What Do Short Sellers Know?," Review of Finance, European Finance Association, vol. 24(6), pages 1203-1235.
    59. Rajan, Raghuram & Winton, Andrew, 1995. "Covenants and Collateral as Incentives to Monitor," Journal of Finance, American Finance Association, vol. 50(4), pages 1113-1146, September.
    60. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    61. Hendershott, Terrence & Kozhan, Roman & Raman, Vikas, 2020. "Short Selling and Price Discovery in Corporate Bonds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 55(1), pages 77-115, February.
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    More about this item

    Keywords

    Financial market; Deregulation of short-selling constraints; Bank loan market; Quasi-natural experiment;
    All these keywords.

    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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