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Using abnormal analyst coverage to unlock new evidence on stock price crash risk

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  • Hasibul Chowdhury
  • Robert Faff
  • Khoa Hoang

Abstract

We employ a characteristic‐based model to decompose total analyst coverage into abnormal and expected components and show that abnormal coverage contains valuable information about firm‐level ex ante crash risk (proxied by implied volatility smirk from options data). Specifically, one standard deviation increase in unexpected or abnormal coverage is associated with a 5.5 percent decrease in the ex ante crash risk. The abnormal coverage signal is more useful for firms with a more transparent information environment, proxied by lower probability of informed trading, lower financial opacity, and more comparable financial statements. Moreover, the abnormal coverage effect is stronger for firms followed by analysts who issue more accurate and less dispersed forecasts. Collectively, these results suggest that options market investors utilise abnormal coverage to identify and assess crash risk of mispriced firms.

Suggested Citation

  • Hasibul Chowdhury & Robert Faff & Khoa Hoang, 2021. "Using abnormal analyst coverage to unlock new evidence on stock price crash risk," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(S1), pages 1557-1588, April.
  • Handle: RePEc:bla:acctfi:v:61:y:2021:i:s1:p:1557-1588
    DOI: 10.1111/acfi.12637
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    as
    1. Gus De Franco & S.P. Kothari & Rodrigo S. Verdi, 2011. "The Benefits of Financial Statement Comparability," Journal of Accounting Research, Wiley Blackwell, vol. 49(4), pages 895-931, September.
    2. Nerissa C. Brown & Kelsey D. Wei & Russ Wermers, 2014. "Analyst Recommendations, Mutual Fund Herding, and Overreaction in Stock Prices," Management Science, INFORMS, vol. 60(1), pages 1-20, January.
    3. Toft, Klaus Bjerre & Prucyk, Brian, 1997. "Options on Leveraged Equity: Theory and Empirical Tests," Journal of Finance, American Finance Association, vol. 52(3), pages 1151-1180, July.
    4. Jin, Li & Myers, Stewart C., 2006. "R2 around the world: New theory and new tests," Journal of Financial Economics, Elsevier, vol. 79(2), pages 257-292, February.
    5. Ľuboš Pástor & Veronesi Pietro, 2003. "Stock Valuation and Learning about Profitability," Journal of Finance, American Finance Association, vol. 58(5), pages 1749-1789, October.
    6. Jennifer Conrad & Robert F. Dittmar & Eric Ghysels, 2013. "Ex Ante Skewness and Expected Stock Returns," Journal of Finance, American Finance Association, vol. 68(1), pages 85-124, February.
    7. Ahsan Habib & Mostafa Monzur Hasan & Haiyan Jiang, 2018. "Stock price crash risk: review of the empirical literature," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(S1), pages 211-251, November.
    8. Bryan Kelly & Alexander Ljungqvist, 2012. "Testing Asymmetric-Information Asset Pricing Models," The Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1366-1413.
    9. Novia X. Chen & Peng‐Chia Chiu & Terry Shevlin, 2018. "Do Analysts Matter for Corporate Tax Planning? Evidence from a Natural Experiment," Contemporary Accounting Research, John Wiley & Sons, vol. 35(2), pages 794-829, June.
    10. Guojin Chen & Runze Zhang & Xiangqin Zhao, 2019. "Economic Policy Uncertainty and Stock Risk Features," Frontiers of Economics in China-Selected Publications from Chinese Universities, Higher Education Press, vol. 14(3), pages 461-495, September.
    11. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    12. Song, Zhaogang & Xiu, Dacheng, 2016. "A tale of two option markets: Pricing kernels and volatility risk," Journal of Econometrics, Elsevier, vol. 190(1), pages 176-196.
    13. repec:bla:jfinan:v:59:y:2004:i:2:p:711-753 is not listed on IDEAS
    14. Rob Brown & Howard W. H. Chan & Yew Kee Ho, 2007. "Initiating coverage, broker reputation and management earnings forecasts in Australia," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 47(3), pages 401-421, September.
    15. Hutton, Amy P. & Marcus, Alan J. & Tehranian, Hassan, 2009. "Opaque financial reports, R2, and crash risk," Journal of Financial Economics, Elsevier, vol. 94(1), pages 67-86, October.
    16. Harrison Hong & Marcin Kacperczyk, 2010. "Competition and Bias," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1683-1725.
    17. Ian Martin, 2017. "What is the Expected Return on the Market?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(1), pages 367-433.
    18. Xuejun Jin & Ziqing Chen & Xiaolan Yang, 2019. "Economic policy uncertainty and stock price crash risk," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(5), pages 1291-1318, March.
    19. Cristi A. Gleason & W. Bruce Johnson & Haidan Li, 2013. "Valuation Model Use and the Price Target Performance of Sell†Side Equity Analysts," Contemporary Accounting Research, John Wiley & Sons, vol. 30(1), pages 80-115, March.
    20. S. P. Kothari & Susan Shu & Peter D. Wysocki, 2009. "Do Managers Withhold Bad News?," Journal of Accounting Research, Wiley Blackwell, vol. 47(1), pages 241-276, March.
    21. Chang, Xin & Chen, Yangyang & Zolotoy, Leon, 2017. "Stock Liquidity and Stock Price Crash Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(4), pages 1605-1637, August.
    22. Jin-Chuan Duan & Jason Wei, 2009. "Systematic Risk and the Price Structure of Individual Equity Options," The Review of Financial Studies, Society for Financial Studies, vol. 22(5), pages 1981-2006, May.
    23. Bates, David S., 2008. "The market for crash risk," Journal of Economic Dynamics and Control, Elsevier, vol. 32(7), pages 2291-2321, July.
    24. Pedro Santa-Clara & Shu Yan, 2010. "Crashes, Volatility, and the Equity Premium: Lessons from S&P 500 Options," The Review of Economics and Statistics, MIT Press, vol. 92(2), pages 435-451, May.
    25. Kim, Jeong-Bon & Li, Leye & Lu, Louise Yi & Yu, Yangxin, 2016. "Financial statement comparability and expected crash risk," Journal of Accounting and Economics, Elsevier, vol. 61(2), pages 294-312.
    26. Xing, Yuhang & Zhang, Xiaoyan & Zhao, Rui, 2010. "What Does the Individual Option Volatility Smirk Tell Us About Future Equity Returns?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(3), pages 641-662, June.
    27. Chen, Tao & Xie, Lingmin & Zhang, Yuanyuan, 2017. "How does analysts' forecast quality relate to corporate investment efficiency?," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 217-240.
    28. Joseph Engelberg & R. David Mclean & Jeffrey Pontiff, 2018. "Anomalies and News," Journal of Finance, American Finance Association, vol. 73(5), pages 1971-2001, October.
    29. Zhe An & Zhian Chen & Donghui Li & Lu Xing, 2018. "Individualism and stock price crash risk," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(9), pages 1208-1236, December.
    30. Callen, Jeffrey L. & Fang, Xiaohua, 2015. "Short interest and stock price crash risk," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 181-194.
    31. Jia, Ning, 2018. "Corporate innovation strategy and stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 53(C), pages 155-173.
    32. Somnath Das & Re‐Jin Guo & Huai Zhang, 2006. "Analysts' Selective Coverage and Subsequent Performance of Newly Public Firms," Journal of Finance, American Finance Association, vol. 61(3), pages 1159-1185, June.
    33. Jeffrey L. Callen & Xiaohua Fang, 2017. "Crash Risk and the Auditor–Client Relationship," Contemporary Accounting Research, John Wiley & Sons, vol. 34(3), pages 1715-1750, September.
    34. Kenneth Merkley & Roni Michaely & Joseph Pacelli, 2017. "Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports," Journal of Finance, American Finance Association, vol. 72(3), pages 1285-1334, June.
    35. Lee, Charles M.C. & So, Eric C., 2017. "Uncovering expected returns: Information in analyst coverage proxies," Journal of Financial Economics, Elsevier, vol. 124(2), pages 331-348.
    36. Jeong†Bon Kim & Liandong Zhang, 2014. "Financial Reporting Opacity and Expected Crash Risk: Evidence from Implied Volatility Smirks," Contemporary Accounting Research, John Wiley & Sons, vol. 31(3), pages 851-875, September.
    37. Wen Jin & Joshua Livnat & Yuan Zhang, 2012. "Option Prices Leading Equity Prices: Do Option Traders Have an Information Advantage?," Journal of Accounting Research, Wiley Blackwell, vol. 50(2), pages 401-432, May.
    38. Jong‐Hag Choi & Sunhwa Choi & Linda A. Myers & David Ziebart, 2019. "Financial Statement Comparability and the Informativeness of Stock Prices About Future Earnings," Contemporary Accounting Research, John Wiley & Sons, vol. 36(1), pages 389-417, March.
    39. Bates, David S., 2000. "Post-'87 crash fears in the S&P 500 futures option market," Journal of Econometrics, Elsevier, vol. 94(1-2), pages 181-238.
    40. Xiaobo Dong & Kuan-Chen Lin & Roger Graham & Anne Wyatt, 2016. "Why do analysts issue forecast revisions inconsistent with prior stock returns? Determinants and consequences," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 56(2), pages 363-391, June.
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