IDEAS home Printed from https://ideas.repec.org/a/eee/ecofin/v79y2025ics1062940825000981.html

Ambiguity and stock price crash risk: Evidence from China

Author

Listed:
  • Li, Yinan
  • Liu, Qiang
  • Guo, Shuxin

Abstract

We are the first to investigate the role of ambiguity in explaining stock price crash risk in China. By employing a newly developed measure of ambiguity, we find there is a positive relationship between ambiguity and stock price crash risk, and this result is robust to a battery of tests, even after addressing potential endogeneity issues. Furthermore, we explore the potential impact of the COVID-19 pandemic on our findings by employing a difference-in-difference approach and find an amplification effect of the predictive power of ambiguity on crash risk in the group of stocks with a higher level of ambiguity. Finally, we identify two channels through which ambiguity contributes to stock price crash risk: bad news formation induced by aggressive strategies and bad news hoarding induced by speculative accounting practices.

Suggested Citation

  • Li, Yinan & Liu, Qiang & Guo, Shuxin, 2025. "Ambiguity and stock price crash risk: Evidence from China," The North American Journal of Economics and Finance, Elsevier, vol. 79(C).
  • Handle: RePEc:eee:ecofin:v:79:y:2025:i:c:s1062940825000981
    DOI: 10.1016/j.najef.2025.102458
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1062940825000981
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.najef.2025.102458?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Anderson, Evan W. & Ghysels, Eric & Juergens, Jennifer L., 2009. "The impact of risk and uncertainty on expected returns," Journal of Financial Economics, Elsevier, vol. 94(2), pages 233-263, November.
    2. 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.
    3. Miller, Edward M, 1977. "Risk, Uncertainty, and Divergence of Opinion," Journal of Finance, American Finance Association, vol. 32(4), pages 1151-1168, September.
    4. Chakrabarty, Bidisha & Pascual, Roberto, 2023. "Stock liquidity and algorithmic market making during the COVID-19 crisis," Journal of Banking & Finance, Elsevier, vol. 147(C).
    5. Campbell, John Y. & Hentschel, Ludger, 1992. "No news is good news *1: An asymmetric model of changing volatility in stock returns," Journal of Financial Economics, Elsevier, vol. 31(3), pages 281-318, June.
    6. Andreou, Christoforos K. & Andreou, Panayiotis C. & Lambertides, Neophytos, 2021. "Financial distress risk and stock price crashes," Journal of Corporate Finance, Elsevier, vol. 67(C).
    7. Bryan Routledge & Stanley Zin, 2009. "Model Uncertainty and Liquidity," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 12(4), pages 543-566, October.
    8. Dow, James & Werlang, Sergio Ribeiro da Costa, 1992. "Uncertainty Aversion, Risk Aversion, and the Optimal Choice of Portfolio," Econometrica, Econometric Society, vol. 60(1), pages 197-204, January.
    9. 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.
    10. Leippold, Markus & Wang, Qian & Zhou, Wenyu, 2022. "Machine learning in the Chinese stock market," Journal of Financial Economics, Elsevier, vol. 145(2), pages 64-82.
    11. Kewei Hou & Chen Xue & Lu Zhang, 2015. "Editor's Choice Digesting Anomalies: An Investment Approach," The Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 650-705.
    12. Patrick Augustin & Yehuda Izhakian & Stijn Van Nieuwerburgh, 2020. "Ambiguity, Volatility, and Credit Risk," Review of Finance, European Finance Association, vol. 33(4), pages 1618-1672.
    13. Panayiotis C. Andreou & Christodoulos Louca & Andreas P. Petrou, 2017. "CEO Age and Stock Price Crash Risk," Review of Finance, European Finance Association, vol. 21(3), pages 1287-1325.
    14. Aman, Hiroyuki, 2013. "An analysis of the impact of media coverage on stock price crashes and jumps: Evidence from Japan," Pacific-Basin Finance Journal, Elsevier, vol. 24(C), pages 22-38.
    15. Harrison Hong & Jeremy C. Stein, 2003. "Differences of Opinion, Short-Sales Constraints, and Market Crashes," The Review of Financial Studies, Society for Financial Studies, vol. 16(2), pages 487-525.
    16. Li, Xiaorong & Chan, Kam C., 2016. "Communist party control and stock price crash risk: Evidence from China," Economics Letters, Elsevier, vol. 141(C), pages 5-7.
    17. Anwer S. Ahmed & Andrew S. McMartin & Irfan Safdar, 2020. "Earnings volatility, ambiguity, and crisis‐period stock returns," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(3), pages 2939-2963, September.
    18. Kewei Hou & Chen Xue & Lu Zhang, 2020. "Replicating Anomalies," The Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2019-2133.
    19. 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.
    20. Lee, Deok-Hyeon & Min, Byoung-Kyu & Kim, Tong Suk, 2019. "Dispersion of beliefs, ambiguity, and the cross-section of stock returns," Journal of Empirical Finance, Elsevier, vol. 50(C), pages 43-56.
    21. Kostopoulos, Dimitrios & Meyer, Steffen & Uhr, Charline, 2022. "Ambiguity about volatility and investor behavior," Journal of Financial Economics, Elsevier, vol. 145(1), pages 277-296.
    22. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    23. Chi, Jianxin (Daniel) & Gupta, Manu, 2009. "Overvaluation and earnings management," Journal of Banking & Finance, Elsevier, vol. 33(9), pages 1652-1663, September.
    24. Khan, Mozaffar & Watts, Ross L., 2009. "Estimation and empirical properties of a firm-year measure of accounting conservatism," Journal of Accounting and Economics, Elsevier, vol. 48(2-3), pages 132-150, December.
    25. Liu, Jianan & Stambaugh, Robert F. & Yuan, Yu, 2019. "Size and value in China," Journal of Financial Economics, Elsevier, vol. 134(1), pages 48-69.
    26. H. Henry Cao & Tan Wang & Harold H. Zhang, 2005. "Model Uncertainty, Limited Market Participation, and Asset Prices," The Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1219-1251.
    27. Kathleen A. Bentley & Thomas C. Omer & Nathan Y. Sharp, 2013. "Business Strategy, Financial Reporting Irregularities, and Audit Effort," Contemporary Accounting Research, John Wiley & Sons, vol. 30(2), pages 780-817, June.
    28. Izhakian, Yehuda, 2020. "A theoretical foundation of ambiguity measurement," Journal of Economic Theory, Elsevier, vol. 187(C).
    29. Kim, Jeong-Bon & Li, Yinghua & Zhang, Liandong, 2011. "CFOs versus CEOs: Equity incentives and crashes," Journal of Financial Economics, Elsevier, vol. 101(3), pages 713-730, September.
    30. Harrison Hong & Jeremy C. Stein, 1999. "Differences of Opinion, Rational Arbitrage and Market Crashes," NBER Working Papers 7376, National Bureau of Economic Research, Inc.
    31. Altig, Dave & Baker, Scott & Barrero, Jose Maria & Bloom, Nicholas & Bunn, Philip & Chen, Scarlet & Davis, Steven J. & Leather, Julia & Meyer, Brent & Mihaylov, Emil & Mizen, Paul & Parker, Nicholas &, 2020. "Economic uncertainty before and during the COVID-19 pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    32. 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.
    33. Kewei Hou & Haitao Mo & Chen Xue & Lu Zhang, 2021. "An Augmented q-Factor Model with Expected Growth [Abnormal returns to a fundamental analysis strategy]," Review of Finance, European Finance Association, vol. 25(1), pages 1-41.
    34. Antoniou, Constantinos & Harris, Richard D.F. & Zhang, Ruogu, 2015. "Ambiguity aversion and stock market participation: An empirical analysis," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 57-70.
    35. David Easley & Maureen O'Hara, 2009. "Ambiguity and Nonparticipation: The Role of Regulation," The Review of Financial Studies, Society for Financial Studies, vol. 22(5), pages 1817-1843, May.
    36. French, Kenneth R. & Schwert, G. William & Stambaugh, Robert F., 1987. "Expected stock returns and volatility," Journal of Financial Economics, Elsevier, vol. 19(1), pages 3-29, September.
    37. Engle, Robert F & Ng, Victor K, 1993. "Measuring and Testing the Impact of News on Volatility," Journal of Finance, American Finance Association, vol. 48(5), pages 1749-1778, December.
    38. Yehuda Izhakian & David Yermack & Jaime F. Zender, 2022. "Ambiguity and the Tradeoff Theory of Capital Structure," Management Science, INFORMS, vol. 68(6), pages 4090-4111, June.
    39. Han, Xun & Hsu, Sara & Li, Jianjun & An, Ran, 2023. "Economic policy uncertainty, non-financial enterprises' shadow banking activities and stock price crash risk," Emerging Markets Review, Elsevier, vol. 54(C).
    40. Jeong†Bon Kim & Liandong Zhang, 2016. "Accounting Conservatism and Stock Price Crash Risk: Firm†level Evidence," Contemporary Accounting Research, John Wiley & Sons, vol. 33(1), pages 412-441, March.
    41. Ren, Xiaohang & Zhong, Yan & Cheng, Xu & Yan, Cheng & Gozgor, Giray, 2023. "Does carbon price uncertainty affect stock price crash risk? Evidence from China," Energy Economics, Elsevier, vol. 122(C).
    42. Jun Chen & Kam C. Chan & Wang Dong & Feida (Frank) Zhang, 2017. "Internal Control and Stock Price Crash Risk: Evidence from China," European Accounting Review, Taylor & Francis Journals, vol. 26(1), pages 125-152, January.
    43. Xu, Nianhang & Li, Xiaorong & Yuan, Qingbo & Chan, Kam C., 2014. "Excess perks and stock price crash risk: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 25(C), pages 419-434.
    44. Patrick Augustin & Yehuda Izhakian & Stijn Van Nieuwerburgh, 2020. "Ambiguity, Volatility, and Credit Risk," The Review of Financial Studies, Society for Financial Studies, vol. 33(4), pages 1618-1672.
    45. Cheng, Feiyang & Wang, Chunfeng & Chiao, Chaoshin & Yao, Shouyu & Fang, Zhenming, 2021. "Retail attention, retail trades, and stock price crash risk," Emerging Markets Review, Elsevier, vol. 49(C).
    46. Brenner, Menachem & Izhakian, Yehuda, 2018. "Asset pricing and ambiguity: Empirical evidence⁎," Journal of Financial Economics, Elsevier, vol. 130(3), pages 503-531.
    47. 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.
    48. Izhakian, Yehuda & Yermack, David, 2017. "Risk, ambiguity, and the exercise of employee stock options," Journal of Financial Economics, Elsevier, vol. 124(1), pages 65-85.
    49. 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).
    50. Xin Cui & Shouyu Yao & Zhenming Fang & Hua Wang, 2021. "Economic policy uncertainty exposure and earnings management: evidence from China," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(3), pages 3937-3976, September.
    51. Bali, Turan G. & Brown, Stephen J. & Tang, Yi, 2017. "Is economic uncertainty priced in the cross-section of stock returns?," Journal of Financial Economics, Elsevier, vol. 126(3), pages 471-489.
    52. Chen, Yangyang & Fan, Qingliang & Yang, Xin & Zolotoy, Leon, 2021. "CEO early-life disaster experience and stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 68(C).
    53. Callen, Jeffrey L. & Fang, Xiaohua, 2013. "Institutional investor stability and crash risk: Monitoring versus short-termism?," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 3047-3063.
    54. Jeong†Bon Kim & Zheng Wang & Liandong Zhang, 2016. "CEO Overconfidence and Stock Price Crash Risk," Contemporary Accounting Research, John Wiley & Sons, vol. 33(4), pages 1720-1749, December.
    55. Cao, Chunfang & Xia, Changyuan & Chan, Kam C., 2016. "Social trust and stock price crash risk: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 46(C), pages 148-165.
    56. An, Heng & Zhang, Ting, 2013. "Stock price synchronicity, crash risk, and institutional investors," Journal of Corporate Finance, Elsevier, vol. 21(C), pages 1-15.
    57. Agliardi, Elettra & Agliardi, Rossella & Spanjers, Willem, 2016. "Corporate financing decisions under ambiguity: Pecking order and liquidity policy implications," Journal of Business Research, Elsevier, vol. 69(12), pages 6012-6020.
    58. Callen, Jeffrey L. & Fang, Xiaohua, 2015. "Short interest and stock price crash risk," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 181-194.
    59. 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.
    60. Xiao, Jihong & Chen, Xian & Li, Yang & Wen, Fenghua, 2022. "Oil price uncertainty and stock price crash risk: Evidence from China," Energy Economics, Elsevier, vol. 112(C).
    61. Tarik Driouchi & Lenos Trigeorgis & Raymond H. Y. So, 2018. "Option implied ambiguity and its information content: Evidence from the subprime crisis," Annals of Operations Research, Springer, vol. 262(2), pages 463-491, March.
    62. 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.
    63. Daniel Ellsberg, 1961. "Risk, Ambiguity, and the Savage Axioms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 75(4), pages 643-669.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Xiaoling Chu & Yongheng Deng & Desmond Tsang, 2025. "Firm Leverage and Stock Price Crash Risk: The Chinese Real Estate Market and Three-Red-Lines Policy," The Journal of Real Estate Finance and Economics, Springer, vol. 70(3), pages 544-582, April.
    2. Long, Wenbin & Tian, Gary Gang & Hu, Jun & Yao, Daifei (Troy), 2020. "Bearing an imprint: CEOs' early-life experience of the Great Chinese Famine and stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 70(C).
    3. Meng, Yongqiang & Shen, Dehua & Xiong, Xiong, 2023. "When stock price crash risk meets fundamentals," Research in International Business and Finance, Elsevier, vol. 65(C).
    4. Zuo, Jingjing & Qiu, Baoyin & Zhu, Guoyiming & Lei, Guangyong, 2023. "Local speculative culture and stock price crash risk," Research in International Business and Finance, Elsevier, vol. 64(C).
    5. Liao, Lin & Sharma, Divesh & Yang, Yitang (Jenny) & Zhao, Rui, 2023. "Adoption and content of key audit matters and stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 88(C).
    6. Choi, Young Mok & Park, Kunsu, 2022. "Zero-leverage policy and stock price crash risk: Evidence from Korea," International Review of Financial Analysis, Elsevier, vol. 81(C).
    7. San, Ziyao & Wang, Shuai & Xiu, Zongfeng & Zhou, Ling & Zhou, Zejiang, 2025. "Political control, corporate governance and stock-price crash risk: Evidence from China," Emerging Markets Review, Elsevier, vol. 65(C).
    8. Liu, Xianda & Wei, Zi & Zhao, Sheng, 2024. "Do managers have more incentives to hoard bad news during panic? A study of terrorist attacks and stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    9. Kim, Jeong-Bon & Liao, Shushu & Liu, Yangke, 2021. "Married CEOs and Stock Price Crash Risk," QBS Working Paper Series 2021/09, Queen's University Belfast, Queen's Business School.
    10. Ni, Xiaoran & Peng, Yuchao & Shen, Ji & Vigne, Samuel A. & Wang, Nanxuan, 2025. "Available-for-sale is available for hoarding: When nonfinancial firms hold financial assets," Journal of Banking & Finance, Elsevier, vol. 171(C).
    11. Jiang, Kangqi & Du, Xinyi & Chen, Zhongfei, 2022. "Firms' digitalization and stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 82(C).
    12. Sun, Sophia Li & Habib, Ahsan & Huang, Hedy Jiaying, 2019. "Tournament incentives and stock price crash risk: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 54(C), pages 93-117.
    13. Xu, Lin & Rao, Yulei & Cheng, Yingmei & Wang, Jianxin, 2020. "Internal coalition and stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 64(C).
    14. Wang, Xiaoxiao & Liu, Haiming, 2022. "The impact of rollover restriction on stock price crash risk," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    15. Leilei Gu & Jinyu Liu & Yuchao Peng, 2022. "Locality Stereotype, CEO Trustworthiness and Stock Price Crash Risk: Evidence from China," Journal of Business Ethics, Springer, vol. 175(4), pages 773-797, February.
    16. Zhao, Xin & Guo, Yanhong & Liu, Chuanren, 2024. "Leveraging corporate governance characteristics for stock crash risk assessment," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    17. Khalil Jebran & Shihua Chen & Ruibin Zhang, 2022. "Board social capital and stock price crash risk," Review of Quantitative Finance and Accounting, Springer, vol. 58(2), pages 499-540, February.
    18. Li, Tao & Xiang, Cheng & Liu, Zhuo & Cai, Wenwu, 2020. "Annual report disclosure timing and stock price crash risk," Pacific-Basin Finance Journal, Elsevier, vol. 62(C).
    19. Lu, Xian-wei & Fung, Hung-Gay & Su, Zhong-qin, 2018. "Information leakage, site visits, and crash risk: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 58(C), pages 487-507.
    20. Cui, Xin & Sun, Mengyue & Sensoy, Ahmet & Wang, Panpan & Wang, Yaqi, 2022. "Top executives’ great famine experience and stock price crash risk," Research in International Business and Finance, Elsevier, vol. 59(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecofin:v:79:y:2025:i:c:s1062940825000981. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/620163 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.