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Firm-level short selling and the local COVID-19 pandemic: Evidence from China

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  • He, Jingbin
  • Ma, Xinru
  • Wei, Qu

Abstract

Short seller trading behavior attracts much attention, especially when negative shocks occur. Recent literature has focused on the impact of the COVID-19 pandemic, an unprecedented shock, but evidence on short sellers' reactions is quite scarce. This paper investigates how short sellers responded to the local COVID-19 pandemic in China. Empirical results show that greater numbers of newly confirmed COVID-19 cases in listed firms’ headquarters locations are associated with more subsequent short selling of those firms. The results hold after addressing other potential concerns. In addition, the impact of the local COVID-19 pandemic on short selling is stronger for firms with weaker financial conditions, in more vulnerable industries, and with higher risks of a stock price crash. The impact is alleviated after lifting the lockdown restrictions in Wuhan and becomes insignificant in later outbreaks. Overall, our findings support the informational role of short sellers within the context of the COVID-19 pandemic.

Suggested Citation

  • He, Jingbin & Ma, Xinru & Wei, Qu, 2022. "Firm-level short selling and the local COVID-19 pandemic: Evidence from China," Economic Modelling, Elsevier, vol. 113(C).
  • Handle: RePEc:eee:ecmode:v:113:y:2022:i:c:s0264999322001420
    DOI: 10.1016/j.econmod.2022.105896
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    as
    1. Zoran Ivković & Scott Weisbenner, 2005. "Local Does as Local Is: Information Content of the Geography of Individual Investors' Common Stock Investments," Journal of Finance, American Finance Association, vol. 60(1), pages 267-306, 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. Honghui Chen & Vijay Singal, 2003. "Role of Speculative Short Sales in Price Formation: The Case of the Weekend Effect," Journal of Finance, American Finance Association, vol. 58(2), pages 685-705, April.
    4. Xu, Libo, 2021. "Stock Return and the COVID-19 pandemic: Evidence from Canada and the US," Finance Research Letters, Elsevier, vol. 38(C).
    5. Bouri, Elie & Cepni, Oguzhan & Gabauer, David & Gupta, Rangan, 2021. "Return connectedness across asset classes around the COVID-19 outbreak," International Review of Financial Analysis, Elsevier, vol. 73(C).
    6. Karl B. Diether & Kuan-Hui Lee & Ingrid M. Werner, 2009. "Short-Sale Strategies and Return Predictability," Review of Financial Studies, Society for Financial Studies, vol. 22(2), pages 575-607, February.
    7. Xavier Giroud & Holger M. Mueller, 2017. "Firm Leverage, Consumer Demand, and Employment Losses during the Great Recession," Working Papers 17-01, Center for Economic Studies, U.S. Census Bureau.
    8. Rubinstein, Ariel, 1993. "On Price Recognition and Computational Complexity in a Monopolistic Model," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 473-484, June.
    9. Alexander Bleck & Xuewen Liu, 2007. "Market Transparency and the Accounting Regime," Journal of Accounting Research, Wiley Blackwell, vol. 45(2), pages 229-256, May.
    10. Harrison Hong & Jeremy C. Stein, 2003. "Differences of Opinion, Short-Sales Constraints, and Market Crashes," Review of Financial Studies, Society for Financial Studies, vol. 16(2), pages 487-525.
    11. Hu, Ting & Chi, Yanzhe, 2019. "Can short selling activity predict the future returns of non-shortable peer firms?," Pacific-Basin Finance Journal, Elsevier, vol. 53(C), pages 165-185.
    12. Alessandro Beber & Marco Pagano, 2013. "Short-Selling Bans Around the World: Evidence from the 2007–09 Crisis," Journal of Finance, American Finance Association, vol. 68(1), pages 343-381, February.
    13. Xavier Giroud & Holger M. Mueller, 2017. "Firm Leverage, Consumer Demand, and Employment Losses During the Great Recession," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(1), pages 271-316.
    14. Honghui Chen & Vijay Singal, 2003. "Role of Speculative Short Sales in Price Formation: The Case of the Weekend Effect," Journal of Finance, American Finance Association, vol. 58(2), pages 685-706, April.
    15. Zhang, Dayong & Hu, Min & Ji, Qiang, 2020. "Financial markets under the global pandemic of COVID-19," Finance Research Letters, Elsevier, vol. 36(C).
    16. Michael Firth & Chen Lin & Ping Liu & Yuhai Xuan, 2013. "The Client Is King: Do Mutual Fund Relationships Bias Analyst Recommendations?," Journal of Accounting Research, Wiley Blackwell, vol. 51(1), pages 165-200, March.
    17. Richardson, Scott A. & Sloan, Richard G. & Soliman, Mark T. & Tuna, Irem, 2005. "Accrual reliability, earnings persistence and stock prices," Journal of Accounting and Economics, Elsevier, vol. 39(3), pages 437-485, September.
    18. George Allayannis & Gregory W. Brown & Leora F. Klapper, 2003. "Capital Structure and Financial Risk: Evidence from Foreign Debt Use in East Asia," Journal of Finance, American Finance Association, vol. 58(6), pages 2667-2710, December.
    19. Chen, Joseph & Hong, Harrison & Stein, Jeremy C., 2001. "Forecasting crashes: trading volume, past returns, and conditional skewness in stock prices," Journal of Financial Economics, Elsevier, vol. 61(3), pages 345-381, September.
    20. Feng, Xunan & Chan, Kam C., 2016. "Information advantage, short sales, and stock returns: Evidence from short selling reform in China," Economic Modelling, Elsevier, vol. 59(C), pages 131-142.
    21. Stephen E. Christophe & Michael G. Ferri & James J. Angel, 2004. "Short-Selling Prior to Earnings Announcements," Journal of Finance, American Finance Association, vol. 59(4), pages 1845-1876, August.
    22. Kizys, Renatas & Tzouvanas, Panagiotis & Donadelli, Michael, 2021. "From COVID-19 herd immunity to investor herding in international stock markets: The role of government and regulatory restrictions," International Review of Financial Analysis, Elsevier, vol. 74(C).
    23. Conlon, Thomas & McGee, Richard, 2020. "Safe haven or risky hazard? Bitcoin during the Covid-19 bear market," Finance Research Letters, Elsevier, vol. 35(C).
    24. Lynch, Andrew & Nikolic, Biljana & Yan, Xuemin (Sterling) & Yu, Han, 2014. "Aggregate short selling, commonality, and stock market returns," Journal of Financial Markets, Elsevier, vol. 17(C), pages 199-229.
    25. French, Kenneth R & Poterba, James M, 1991. "Investor Diversification and International Equity Markets," American Economic Review, American Economic Association, vol. 81(2), pages 222-226, May.
    26. 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.
    27. Bhandari, Laxmi Chand, 1988. " Debt/Equity Ratio and Expected Common Stock Returns: Empirical Evidence," Journal of Finance, American Finance Association, vol. 43(2), pages 507-528, June.
    28. French, Kenneth R., 1980. "Stock returns and the weekend effect," Journal of Financial Economics, Elsevier, vol. 8(1), pages 55-69, March.
    29. Paul, Sanjoy Kumar & Chowdhury, Priyabrata & Moktadir, Md. Abdul & Lau, Kwok Hung, 2021. "Supply chain recovery challenges in the wake of COVID-19 pandemic," Journal of Business Research, Elsevier, vol. 136(C), pages 316-329.
    30. Hurley, James & Walker, Daniel, 2021. "Did the Covid-19 local lockdowns reduce business activity? Evidence from UK SMEs," Bank of England working papers 943, Bank of England.
    31. Ding, Wenzhi & Levine, Ross & Lin, Chen & Xie, Wensi, 2021. "Corporate immunity to the COVID-19 pandemic," Journal of Financial Economics, Elsevier, vol. 141(2), pages 802-830.
    32. Senchack, A. J. & Starks, Laura T., 1993. "Short-Sale Restrictions and Market Reaction to Short-Interest Announcements," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 28(2), pages 177-194, June.
    33. Hao Xiong & Zuofeng Wu & Fei Hou & Jun Zhang, 2020. "Which Firm-specific Characteristics Affect the Market Reaction of Chinese Listed Companies to the COVID-19 Pandemic?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2231-2242, August.
    34. Itay Goldstein & Alexander Guembel, 2008. "Manipulation and the Allocational Role of Prices," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(1), pages 133-164.
    35. Callen, Jeffrey L. & Fang, Xiaohua, 2015. "Short interest and stock price crash risk," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 181-194.
    36. 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.
    37. Ma, Xiaofang & Wang, Wenming & Wu, Jiangang & Zhang, Wenlan, 2020. "Corporate customer concentration and stock price crash risk," Journal of Banking & Finance, Elsevier, vol. 119(C).
    38. Kim, Jeong-Bon & Li, Yinghua & Zhang, Liandong, 2011. "Corporate tax avoidance and stock price crash risk: Firm-level analysis," Journal of Financial Economics, Elsevier, vol. 100(3), pages 639-662, June.
    39. Salisu, Afees A. & Vo, Xuan Vinh, 2020. "Predicting stock returns in the presence of COVID-19 pandemic: The role of health news," International Review of Financial Analysis, Elsevier, vol. 71(C).
    40. Longstaff, Francis A., 2010. "The subprime credit crisis and contagion in financial markets," Journal of Financial Economics, Elsevier, vol. 97(3), pages 436-450, September.
    41. Miller, Edward M, 1977. "Risk, Uncertainty, and Divergence of Opinion," Journal of Finance, American Finance Association, vol. 32(4), pages 1151-1168, September.
    42. Akhtaruzzaman, Md & Boubaker, Sabri & Lucey, Brian M. & Sensoy, Ahmet, 2021. "Is gold a hedge or a safe-haven asset in the COVID–19 crisis?," Economic Modelling, Elsevier, vol. 102(C).
    43. 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.
    44. Wu, Qinqin & Hao, Ying & Lu, Jing, 2018. "Air pollution, stock returns, and trading activities in China," Pacific-Basin Finance Journal, Elsevier, vol. 51(C), pages 342-365.
    45. 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.
    46. Blau, Benjamin M. & Wade, Chip, 2012. "Informed or speculative: Short selling analyst recommendations," Journal of Banking & Finance, Elsevier, vol. 36(1), pages 14-25.
    47. Klose Jens & Tillmann Peter, 2021. "COVID-19 and Financial Markets: A Panel Analysis for European Countries," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 241(3), pages 297-347, June.
    48. Eric K. Kelley & Paul C. Tetlock, 2017. "Retail Short Selling and Stock Prices," Review of Financial Studies, Society for Financial Studies, vol. 30(3), pages 801-834.
    49. Bohl, Martin T. & Reher, Gerrit & Wilfling, Bernd, 2016. "Short selling constraints and stock returns volatility: Empirical evidence from the German stock market," Economic Modelling, Elsevier, vol. 58(C), pages 159-166.
    50. 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.
    51. Sanjay Deshmukh & Keith Jacks Gamble & Keith M. Howe, 2015. "Short Selling and Firm Operating Performance," Financial Management, Financial Management Association International, vol. 44(1), pages 217-236, March.
    52. Eli Ofek & Matthew Richardson, 2003. "DotCom Mania: The Rise and Fall of Internet Stock Prices," Journal of Finance, American Finance Association, vol. 58(3), pages 1113-1137, June.
    53. An, Zhe & Li, Donghui & Yu, Jin, 2015. "Firm crash risk, information environment, and speed of leverage adjustment," Journal of Corporate Finance, Elsevier, vol. 31(C), pages 132-151.
    54. Bowman, Rg, 1980. "The Importance Of A Market-Value Measurement Of Debt In Assessing Leverage," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 242-254.
    55. Blau, Benjamin M. & Pinegar, J. Michael, 2013. "Are short sellers incrementally informed prior to earnings announcements?," Journal of Empirical Finance, Elsevier, vol. 21(C), pages 142-155.
    56. Sarwar, Ghulam, 2012. "Is VIX an investor fear gauge in BRIC equity markets?," Journal of Multinational Financial Management, Elsevier, vol. 22(3), pages 55-65.
    57. Ekkehart Boehmer & Charles M. Jones & Xiaoyan Zhang, 2008. "Which Shorts Are Informed?," Journal of Finance, American Finance Association, vol. 63(2), pages 491-527, April.
    58. Ji, Qiang & Zhang, Dayong & Zhao, Yuqian, 2020. "Searching for safe-haven assets during the COVID-19 pandemic," International Review of Financial Analysis, Elsevier, vol. 71(C).
    59. Ji, Qiong & Quan, Xiaofeng & Yin, Hongying & Yuan, Qingbo, 2021. "Gambling preferences and stock price crash risk: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 128(C).
    60. Wang, Yi-Hsien & Lee, Jun-De, 2012. "Estimating the import demand function for China," Economic Modelling, Elsevier, vol. 29(6), pages 2591-2596.
    61. Ftiti, Zied & Ben Ameur, Hachmi & Louhichi, Waël, 2021. "Does non-fundamental news related to COVID-19 matter for stock returns? Evidence from Shanghai stock market," Economic Modelling, Elsevier, vol. 99(C).
    62. Fotiadis, Anestis & Polyzos, Stathis & Huan, Tzung-Cheng T.C., 2021. "The good, the bad and the ugly on COVID-19 tourism recovery," Annals of Tourism Research, Elsevier, vol. 87(C).
    63. Dmitry Ivanov & Alexandre Dolgui, 2020. "Viability of intertwined supply networks: extending the supply chain resilience angles towards survivability. A position paper motivated by COVID-19 outbreak," International Journal of Production Research, Taylor & Francis Journals, vol. 58(10), pages 2904-2915, May.
    64. Tyler R. Henry & Jennifer L. Koski, 2010. "Short Selling Around Seasoned Equity Offerings," Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4389-4418, December.
    65. Eli Ofek & Matthew Richardson, 2003. "DotCom Mania: The Rise and Fall of Internet Stock Prices," Journal of Finance, American Finance Association, vol. 58(3), pages 1113-1138, June.
    66. Li, Xiaorong & Wang, Steven Shuye & Wang, Xue, 2017. "Trust and stock price crash risk: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 76(C), pages 74-91.
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    Cited by:

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    4. Chen, Lihong & Xiao, Tingting & Zhou, Jia, 2023. "Do auditor changes affect the disclosure of critical audit matters? Evidence from China," Economic Modelling, Elsevier, vol. 122(C).

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    More about this item

    Keywords

    COVID-19 pandemic; Financial condition; Short selling; Stock price crash risk; Vulnerable industry;
    All these keywords.

    JEL classification:

    • G00 - Financial Economics - - General - - - General
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • I10 - Health, Education, and Welfare - - Health - - - General

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