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Epidemic experience, analyst sentiment, and earnings forecasts: Evidence from SARS exposure

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  • Liu, Lihua
  • Kong, Dongmin

Abstract

This study examines whether exposure to dangerous infectious diseases affects how analysts assess risks. We use the outbreaks of the severe acute respiratory syndrome (SARS) at analysts' previous office locations across China as a plausibly exogenous shock in the analysts' life experience. We show that compared to their less-affected counterparts, analysts in provinces with more SARS cases issue more optimistic forecasts for firms. This effect is stronger for affected analysts in provinces perceived as more salient during the SARS epidemic period. Mechanism tests show a high level of unexpected economic growth and positive media reports can motivate optimistic forecast bias induced by SARS exposure. Further heterogeneity tests indicate that our findings are particularly pronounced among busier analysts, those with less industry specialization, and female analysts. Overall, these findings suggest that exposure to the SARS epidemic influences the information intermediaries’ judgment.

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  • Liu, Lihua & Kong, Dongmin, 2024. "Epidemic experience, analyst sentiment, and earnings forecasts: Evidence from SARS exposure," The British Accounting Review, Elsevier, vol. 56(6).
    • Handle: RePEc:eee:bracre:v:56:y:2024:i:6:s0890838924002166
    DOI: 10.1016/j.bar.2024.101452
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    1. Thanh D. Huynh & Ying Xia, 2023. "Panic Selling When Disaster Strikes: Evidence in the Bond and Stock Markets," Management Science, INFORMS, vol. 69(12), pages 7448-7467, December.
    2. Cheng, Zhiming & Guo, Wei & Hayward, Mathew & Smyth, Russell & Wang, Haining, 2021. "Childhood adversity and the propensity for entrepreneurship: A quasi-experimental study of the Great Chinese Famine," Journal of Business Venturing, Elsevier, vol. 36(1).
    3. Jong-Wha Lee & Warwick J. McKibbin, 2004. "Globalization and Disease: The Case of SARS," Asian Economic Papers, MIT Press, vol. 3(1), pages 113-131.
    4. Donald Hanna & Yiping Huang, 2004. "The Impact of SARS on Asian Economies," Asian Economic Papers, MIT Press, vol. 3(1), pages 102-112.
    5. Eckel, Catherine C. & El-Gamal, Mahmoud A. & Wilson, Rick K., 2009. "Risk loving after the storm: A Bayesian-Network study of Hurricane Katrina evacuees," Journal of Economic Behavior & Organization, Elsevier, vol. 69(2), pages 110-124, February.
    6. Zhang, Jinjin & Wu, Jinyu & Luo, Yalin & Huang, Ziyan & He, Ruzhen, 2022. "COVID-19 pandemic, limited attention, and analyst forecast dispersion," Finance Research Letters, Elsevier, vol. 50(C).
    7. Wong, Grace, 2008. "Has SARS infected the property market Evidence from Hong Kong," Journal of Urban Economics, Elsevier, vol. 63(1), pages 74-95, January.
    8. Clement, Michael B., 1999. "Analyst forecast accuracy: Do ability, resources, and portfolio complexity matter?," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 285-303, July.
    9. Yanhui Jiang & Yun Hong, 2021. "State Media, Institutional Environment, and Analyst Forecast Quality: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 57(14), pages 3929-3943, November.
    10. Cowen, Amanda & Groysberg, Boris & Healy, Paul, 2006. "Which types of analyst firms are more optimistic?," Journal of Accounting and Economics, Elsevier, vol. 41(1-2), pages 119-146, April.
    11. De Backer, Bruno & Dewachter, Hans & Iania, Leonardo, 2021. "Macrofinancial information on the post-COVID-19 economic recovery: Will it be V, U or L-shaped?," Finance Research Letters, Elsevier, vol. 43(C).
    12. Harrison Hong & Jeffrey D. Kubik, 2003. "Analyzing the Analysts: Career Concerns and Biased Earnings Forecasts," Journal of Finance, American Finance Association, vol. 58(1), pages 313-351, February.
    13. Alan Siu & Y. C. Richard Wong, 2004. "Economic Impact of SARS: The Case of Hong Kong," Asian Economic Papers, MIT Press, vol. 3(1), pages 62-83.
    14. Guiso, Luigi & Sapienza, Paola & Zingales, Luigi, 2018. "Time varying risk aversion," Journal of Financial Economics, Elsevier, vol. 128(3), pages 403-421.
    15. John C. Easterwood & Stacey R. Nutt, 1999. "Inefficiency in Analysts' Earnings Forecasts: Systematic Misreaction or Systematic Optimism?," Journal of Finance, American Finance Association, vol. 54(5), pages 1777-1797, October.
    16. Michael Siegrist & Heinz Gutscher, 2006. "Flooding Risks: A Comparison of Lay People's Perceptions and Expert's Assessments in Switzerland," Risk Analysis, John Wiley & Sons, vol. 26(4), pages 971-979, August.
    17. Keogh-Brown, Marcus Richard & Smith, Richard David, 2008. "The economic impact of SARS: How does the reality match the predictions?," Health Policy, Elsevier, vol. 88(1), pages 110-120, October.
    18. Chun-Da Chen & Chin-Chun Chen & Wan-Wei Tang & Bor-Yi Huang, 2009. "The positive and negative impacts of the sars outbreak:a case of the Taiwan industries," Journal of Developing Areas, Tennessee State University, College of Business, vol. 43(1), pages 281-293, September.
    19. Clark Liu & Johan Sulaeman & Tao Shu & P Eric Yeung, 2023. "Life is Too Short? Bereaved Managers and Investment Decisions," Review of Finance, European Finance Association, vol. 27(4), pages 1373-1421.
    20. Gisela Wachinger & Ortwin Renn & Chloe Begg & Christian Kuhlicke, 2013. "The Risk Perception Paradox—Implications for Governance and Communication of Natural Hazards," Risk Analysis, John Wiley & Sons, vol. 33(6), pages 1049-1065, June.
    21. Hong Ru & Endong Yang & Kunru Zou, 2021. "Combating the COVID-19 Pandemic: The Role of the SARS Imprint," Management Science, INFORMS, vol. 67(9), pages 5606-5615, September.
    22. Dessaint, Olivier & Matray, Adrien, 2017. "Do managers overreact to salient risks? Evidence from hurricane strikes," Journal of Financial Economics, Elsevier, vol. 126(1), pages 97-121.
    23. Krieger, Kevin & Mauck, Nathan & Pruitt, Stephen W., 2021. "The impact of the COVID-19 pandemic on dividends," Finance Research Letters, Elsevier, vol. 42(C).
    24. Ruishen Zhang, 2022. "Language Commonality and Sell-Side Information Production," Management Science, INFORMS, vol. 68(6), pages 4435-4453, June.
    25. Du, Qianqian & Yu, Frank & Yu, Xiaoyun, 2017. "Cultural Proximity and the Processing of Financial Information," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(6), pages 2703-2726, December.
    26. Dong, Rui & Fisman, Raymond & Wang, Yongxiang & Xu, Nianhang, 2021. "Air pollution, affect, and forecasting bias: Evidence from Chinese financial analysts," Journal of Financial Economics, Elsevier, vol. 139(3), pages 971-984.
    27. Fehr-Duda, Helga & Epper, Thomas & Bruhin, Adrian & Schubert, Renate, 2011. "Risk and rationality: The effects of mood and decision rules on probability weighting," Journal of Economic Behavior & Organization, Elsevier, vol. 78(1-2), pages 14-24, April.
    28. Uri Benzion & Shosh Shahrabani & Tal Shavit, 2009. "Emotions and perceived risks after the 2006 Israel–Lebanon war," Mind & Society: Cognitive Studies in Economics and Social Sciences, Springer;Fondazione Rosselli, vol. 8(1), pages 21-41, June.
    29. Jess N. Cornaggia & Kimberly J. Cornaggia & Ryan D. Israelsen, 2020. "Where the Heart Is: Information Production and the Home Bias," Management Science, INFORMS, vol. 66(12), pages 5532-5557, December.
    30. Gao, Ming & Liu, Yu-Jane & Shi, Yushui, 2020. "Do people feel less at risk? Evidence from disaster experience," Journal of Financial Economics, Elsevier, vol. 138(3), pages 866-888.
    31. Platikanova, Petya & Mattei, Marco Maria, 2016. "Firm geographic dispersion and financial analysts’ forecasts," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 71-89.
    32. Lihua Liu & Dongmin Kong & Wei Yang, 2022. "Brain gain of analysts in China: foreign experiences and forecast accuracy," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(2), pages 2089-2129, June.
    33. Jin, Xin & Zhang, Min & Sun, Guanghua & Cui, Lixin, 2022. "The impact of COVID-19 on firm innovation: Evidence from Chinese listed companies," Finance Research Letters, Elsevier, vol. 45(C).
    34. Wen Hai & Zhong Zhao & Jian Wang & Zhen-Gang Hou, 2004. "The Short-Term Impact of SARS on the Chinese Economy," Asian Economic Papers, MIT Press, vol. 3(1), pages 57-61.
    35. repec:eme:maj000:maj-12-2021-3406 is not listed on IDEAS
    36. Wen, Sha & Zou, Hong & Xu, Hongwei, 2021. "What doesn't kill you makes you “smarter”: The long-term association between exposure to epidemic and cognition," Social Science & Medicine, Elsevier, vol. 291(C).
    37. Kong, Dongmin & Lin, Zhiyang & Wang, Yanan & Xiang, Junyi, 2021. "Natural disasters and analysts' earnings forecasts," Journal of Corporate Finance, Elsevier, vol. 66(C).
    38. Frijns, Bart & Huynh, Thanh D., 2018. "Herding in analysts’ recommendations: The role of media," Journal of Banking & Finance, Elsevier, vol. 91(C), pages 1-18.
    39. Haoyu Gao & Huiyu Wen & Shujiaming Yu, 2021. "Pandemic Effect on Analyst Forecast Dispersion: Earnings Uncertainty or Information Lockdown?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 57(6), pages 1699-1715, May.
    40. Bennett, Daniel & Chiang, Chun-Fang & Malani, Anup, 2015. "Learning during a crisis: The SARS epidemic in Taiwan," Journal of Development Economics, Elsevier, vol. 112(C), pages 1-18.
    41. Lily Hua Fang & Sterling Huang, 2017. "Gender and Connections among Wall Street Analysts," The Review of Financial Studies, Society for Financial Studies, vol. 30(9), pages 3305-3335.
    42. Yang, Xiaohui & Chen, Wei, 2021. "The joint effects of macroeconomic uncertainty and cyclicality on management and analyst earnings forecasts," Journal of Economics and Business, Elsevier, vol. 116(C).
    43. Shashwat Alok & Nitin Kumar & Russ Wermers & Harrison Hong, 2020. "Do Fund Managers Misestimate Climatic Disaster Risk," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1146-1183.
    44. Ed Dehaan & Joshua Madsen & Joseph D. Piotroski, 2017. "Do Weather‐Induced Moods Affect the Processing of Earnings News?," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 55(3), pages 509-550, June.
    45. Pawel Bilinski, 2023. "Analyst Research Activity During the COVID‐19 Pandemic," Abacus, Accounting Foundation, University of Sydney, vol. 59(4), pages 1041-1073, December.
    46. 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.
    47. Elizabeth Demers, 2002. "Discussion of High‐Technology Intangibles and Analysts’ Forecasts," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 40(2), pages 313-319, May.
    48. Choi, Sun-Yong, 2020. "Industry volatility and economic uncertainty due to the COVID-19 pandemic: Evidence from wavelet coherence analysis," Finance Research Letters, Elsevier, vol. 37(C).
    49. Li, Chao Kevin & Luo, Jin-hui & Soderstrom, Naomi S., 2020. "Air pollution and analyst information production," Journal of Corporate Finance, Elsevier, vol. 60(C).
    50. He, Ke & Wang, Yujie & Zhang, Junbiao & Wang, Qingbin, 2022. "Out of the shadows: Impact of SARS experience on Chinese netizens' willingness to donate for COVID-19 pandemic prevention and control," China Economic Review, Elsevier, vol. 73(C).
    51. Zhiyang Lin & Danglun Luo & Feida (Frank) Zhang, 2022. "Regional GDP Distortion and Analyst Forecast Accuracy: Evidence from China," The European Journal of Finance, Taylor & Francis Journals, vol. 28(4-5), pages 437-460, March.
    52. Rubin Hao & Jing Xue & Ling Na Belinda Yau & Chunqiu Zhang, 2022. "Analyst forecasting during COVID-19 pandemic," Managerial Auditing Journal, Emerald Group Publishing Limited, vol. 37(3), pages 380-405, February.
    53. Chie Hanaoka & Hitoshi Shigeoka & Yasutora Watanabe, 2018. "Do Risk Preferences Change? Evidence from the Great East Japan Earthquake," American Economic Journal: Applied Economics, American Economic Association, vol. 10(2), pages 298-330, April.
    54. Wang, Yanan & Liang, Shangkun & Kong, Dongmin & Wang, Qin, 2019. "High-speed rail, small city, and cost of debt: Firm-level evidence," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    55. Sun, Yunpeng & Bao, Qun & Lu, Zhou, 2021. "Coronavirus (Covid-19) outbreak, investor sentiment, and medical portfolio: Evidence from China, Hong Kong, Korea, Japan, and U.S," Pacific-Basin Finance Journal, Elsevier, vol. 65(C).
    56. Stuart C. Gilson & Paul M. Healy & Christopher F. Noe & Krishna G. Palepu, 2001. "Analyst Specialization and Conglomerate Stock Breakups," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 39(3), pages 565-582, December.
    57. Fang, Guanfu & Feng, Jin, 2021. "Is the 2003 SARS epidemic over? Long-term effects of epidemic exposure on mortality among older adults," China Economic Review, Elsevier, vol. 67(C).
    58. Boni, Leslie & Womack, Kent L., 2006. "Analysts, Industries, and Price Momentum," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(1), pages 85-109, March.
    59. Bosquet, Katrien & de Goeij, Peter & Smedts, Kristien, 2014. "Gender heterogeneity in the sell-side analyst recommendation issuing process," Finance Research Letters, Elsevier, vol. 11(2), pages 104-111.
    60. Jacob, John & Lys, Thomas Z. & Neale, Margaret A., 1999. "Expertise in forecasting performance of security analysts," Journal of Accounting and Economics, Elsevier, vol. 28(1), pages 51-82, November.
    61. Slovic, Paul & Finucane, Melissa L. & Peters, Ellen & MacGregor, Donald G., 2007. "The affect heuristic," European Journal of Operational Research, Elsevier, vol. 177(3), pages 1333-1352, March.
    62. Olga-Chara Pavlopoulou-Lelaki, 2023. "The macroeconomic content of analyst news during economic crises and bailouts," The European Journal of Finance, Taylor & Francis Journals, vol. 29(3), pages 307-328, February.
    63. Nicholas Barberis & Ming Huang & Tano Santos, 2001. "Prospect Theory and Asset Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 1-53.
    64. Gennaro Bernile & Vineet Bhagwat & P. Raghavendra Rau, 2017. "What Doesn't Kill You Will Only Make You More Risk-Loving: Early-Life Disasters and CEO Behavior," Journal of Finance, American Finance Association, vol. 72(1), pages 167-206, February.
    65. Congcong Li & An-Ping Lin & Hai Lu & Kevin Veenstra, 2020. "Gender and beauty in the financial analyst profession: evidence from the United States and China," Review of Accounting Studies, Springer, vol. 25(4), pages 1230-1262, December.
    66. Gennaro Bernile & Vineet Bhagwat & Ambrus Kecskés & Phuong‐Anh Nguyen, 2021. "Are the risk attitudes of professional investors affected by personal catastrophic experiences?," Financial Management, Financial Management Association International, vol. 50(2), pages 455-486, June.
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    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

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