IDEAS home Printed from https://ideas.repec.org/a/eee/finlet/v88y2026ics1544612325024110.html

Investor sentiment and the crash risk of anomalies

Author

Listed:
  • Chue, Timothy K.
  • Hu, Yunke Katelyn

Abstract

We find that the return skewness of major stock market anomalies varies with investor sentiment. Following periods of low sentiment, these strategies exhibit significantly more negative skewness and greater crash risk, as evidenced by a more negative Conditional Value-at-Risk (CVaR). In contrast, these strategies display positive skewness following high investor sentiment. These findings contribute to the debate of whether it is risk or mispricing that explains anomaly returns. Our results suggest that left-tail risks cannot account for the higher returns earned by anomalies in high-sentiment states—taking tail risks into account in fact makes it more challenging to explain the state dependence of anomaly returns from a risk-based perspective. In contrast, our results are consistent with the mispricing perspective. If the extent of overpricing of the short side to an anomaly portfolio is indeed greater than the long side following high sentiment (as suggested by Stambaugh et al. 2012) and that crash risks are higher when investor sentiment and the degree of overpricing is high (as suggested by Baker and Wurgler 2006, 2007), the crash risk of the short side would also be greater than that of the long side—reducing the crash risks of the long-short portfolio during these times. Although diversification across anomalies enhances their Sharpe ratios, it fails to reduce their crash risks.

Suggested Citation

  • Chue, Timothy K. & Hu, Yunke Katelyn, 2026. "Investor sentiment and the crash risk of anomalies," Finance Research Letters, Elsevier, vol. 88(C).
  • Handle: RePEc:eee:finlet:v:88:y:2026:i:c:s1544612325024110
    DOI: 10.1016/j.frl.2025.109162
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1544612325024110
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.frl.2025.109162?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. Loughran, Tim & Ritter, Jay R, 1995. "The New Issues Puzzle," Journal of Finance, American Finance Association, vol. 50(1), pages 23-51, March.
    2. Cassella, Stefano & Chen, Te-Feng & Gulen, Huseyin & Liu, Yan, 2025. "Extracting extrapolative beliefs from market prices: An augmented present-value approach," Journal of Financial Economics, Elsevier, vol. 164(C).
    3. Novy-Marx, Robert, 2013. "The other side of value: The gross profitability premium," Journal of Financial Economics, Elsevier, vol. 108(1), pages 1-28.
    4. John Y. Campbell & Jens Hilscher & Jan Szilagyi, 2008. "In Search of Distress Risk," Journal of Finance, American Finance Association, vol. 63(6), pages 2899-2939, December.
    5. Dashan Huang & Fuwei Jiang & Jun Tu & Guofu Zhou, 2015. "Investor Sentiment Aligned: A Powerful Predictor of Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 791-837.
    6. Chue, Timothy K. & Gul, Ferdinand A. & Mian, G. Mujtaba, 2019. "Aggregate investor sentiment and stock return synchronicity," Journal of Banking & Finance, Elsevier, vol. 108(C).
    7. Yang, Xuebing & Zhang, Huilan, 2019. "Extreme absolute strength of stocks and performance of momentum strategies," Journal of Financial Markets, Elsevier, vol. 44(C), pages 71-90.
    8. 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.
    9. Bryan Kelly & Hao Jiang, 2014. "Editor's Choice Tail Risk and Asset Prices," The Review of Financial Studies, Society for Financial Studies, vol. 27(10), pages 2841-2871.
    10. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    11. Stefano Cassella & Huseyin Gulen, 2018. "Extrapolation Bias and the Predictability of Stock Returns by Price-Scaled Variables," The Review of Financial Studies, Society for Financial Studies, vol. 31(11), pages 4345-4397.
    12. Robin Greenwood & Andrei Shleifer, 2014. "Expectations of Returns and Expected Returns," The Review of Financial Studies, Society for Financial Studies, vol. 27(3), pages 714-746.
    13. John H. Cochrane, 2011. "Presidential Address: Discount Rates," Journal of Finance, American Finance Association, vol. 66(4), pages 1047-1108, August.
    14. Titman, Sheridan & Wei, K. C. John & Xie, Feixue, 2004. "Capital Investments and Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(4), pages 677-700, December.
    15. Eugene F. Fama & Kenneth R. French, 2008. "Dissecting Anomalies," Journal of Finance, American Finance Association, vol. 63(4), pages 1653-1678, August.
    16. Cassella, Stefano & Chen, Te-Feng & Gulen, Huseyin & Liu, Yan, 2025. "Extracting extrapolative beliefs from market prices : An augmented present-value approac," Other publications TiSEM a19ca154-f344-4cd5-b2e5-c, Tilburg University, School of Economics and Management.
    17. Pedro Bordalo & Nicola Gennaioli & Rafael La Porta & Andrei Shleifer, 2019. "Diagnostic Expectations and Stock Returns," Journal of Finance, American Finance Association, vol. 74(6), pages 2839-2874, December.
    18. Hirshleifer, David & Kewei Hou & Teoh, Siew Hong & Yinglei Zhang, 2004. "Do investors overvalue firms with bloated balance sheets?," Journal of Accounting and Economics, Elsevier, vol. 38(1), pages 297-331, December.
    19. Zhuo Chen & Bibo Liu & Huijun Wang & Zhengwei Wang & Jianfeng Yu, 2025. "Investor Sentiment and the Pricing of Characteristics-Based Factors," The Review of Financial Studies, Society for Financial Studies, vol. 38(12), pages 3580-3625.
    20. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    21. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    22. De Long, J Bradford & Andrei Shleifer & Lawrence H. Summers & Robert J. Waldmann, 1990. "Noise Trader Risk in Financial Markets," Journal of Political Economy, University of Chicago Press, vol. 98(4), pages 703-738, August.
    23. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2012. "The short of it: Investor sentiment and anomalies," Journal of Financial Economics, Elsevier, vol. 104(2), pages 288-302.
    24. Ritter, Jay R, 1991. "The Long-run Performance of Initial Public Offerings," Journal of Finance, American Finance Association, vol. 46(1), pages 3-27, March.
    25. Michael J. Cooper & Huseyin Gulen & Michael J. Schill, 2008. "Asset Growth and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1609-1651, August.
    26. Theis Ingerslev Jensen & Bryan Kelly & Lasse Heje Pedersen, 2023. "Is There a Replication Crisis in Finance?," Journal of Finance, American Finance Association, vol. 78(5), pages 2465-2518, October.
    27. Fama, Eugene F. & French, Kenneth R., 2006. "Profitability, investment and average returns," Journal of Financial Economics, Elsevier, vol. 82(3), pages 491-518, December.
    28. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 18(1), pages 109-131.
    29. Y. Lempérière & C. Deremble & T. T. Nguyen & P. Seager & M. Potters & J. P. Bouchaud, 2017. "Risk premia: asymmetric tail risks and excess returns," Quantitative Finance, Taylor & Francis Journals, vol. 17(1), pages 1-14, January.
    30. Yuhang Xing, 2008. "Interpreting the Value Effect Through the Q-Theory: An Empirical Investigation," The Review of Financial Studies, Society for Financial Studies, vol. 21(4), pages 1767-1795, July.
    31. Valery Polkovnichenko & Kelsey D. Wei & Feng Zhao, 2019. "Cautious Risk Takers: Investor Preferences and Demand for Active Management," Journal of Finance, American Finance Association, vol. 74(2), pages 1025-1075, April.
    32. Shen, Junyan & Yu, Jianfeng & Zhao, Shen, 2017. "Investor sentiment and economic forces," Journal of Monetary Economics, Elsevier, vol. 86(C), pages 1-21.
    33. Kadan, Ohad & Liu, Fang, 2014. "Performance evaluation with high moments and disaster risk," Journal of Financial Economics, Elsevier, vol. 113(1), pages 131-155.
    34. Kent Daniel & Sheridan Titman, 2006. "Market Reactions to Tangible and Intangible Information," Journal of Finance, American Finance Association, vol. 61(4), pages 1605-1643, August.
    35. Timothy K. Chue & Yong Wang & Jin Xu, 2015. "The Crash Risks of Style Investing: Can They Be Internationally Diversified?," Financial Analysts Journal, Taylor & Francis Journals, vol. 71(3), pages 34-46, May.
    36. Pedro Bordalo & Nicola Gennaioli & Rafael La Porta & Andrei Shleifer, 2024. "Belief Overreaction and Stock Market Puzzles," Journal of Political Economy, University of Chicago Press, vol. 132(5), pages 1450-1484.
    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. Robert F. Stambaugh & Yu Yuan, 2017. "Mispricing Factors," The Review of Financial Studies, Society for Financial Studies, vol. 30(4), pages 1270-1315.
    2. Guo, Li & Li, Frank Weikai & John Wei, K.C., 2020. "Security analysts and capital market anomalies," Journal of Financial Economics, Elsevier, vol. 137(1), pages 204-230.
    3. Jang, Jeewon & Kang, Jangkoo, 2019. "Probability of price crashes, rational speculative bubbles, and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 132(1), pages 222-247.
    4. Alok Kumar & Mehrshad Motahari & Richard J. Taffler, 2024. "Skewness Sentiment and Market Anomalies," Management Science, INFORMS, vol. 70(7), pages 4328-4356, July.
    5. Turan G. Bali & Florian Weigert, 2018. "Have Hedge Funds Solved the Idiosyncratic Volatility Puzzle?," Working Papers on Finance 1827, University of St. Gallen, School of Finance.
    6. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2014. "The long of it: Odds that investor sentiment spuriously predicts anomaly returns," Journal of Financial Economics, Elsevier, vol. 114(3), pages 613-619.
    7. Jacobs, Heiko, 2015. "What explains the dynamics of 100 anomalies?," Journal of Banking & Finance, Elsevier, vol. 57(C), pages 65-85.
    8. Doron Avramov & Si Cheng & Allaudeen Hameed, 2020. "Mutual Funds and Mispriced Stocks," Management Science, INFORMS, vol. 66(6), pages 2372-2395, June.
    9. Xiaomeng Lu & Robert F. Stambaugh & Yu Yuan, 2017. "Anomalies Abroad: Beyond Data Mining," NBER Working Papers 23809, National Bureau of Economic Research, Inc.
    10. Kim, Dongcheol & Lee, Inro & Na, Haejung, 2019. "Financial distress, short sale constraints, and mispricing," Pacific-Basin Finance Journal, Elsevier, vol. 53(C), pages 94-111.
    11. Kwon, Kyung Yoon & Min, Byoung-Kyu & Sun, Chenfei, 2022. "Enhancing the profitability of lottery strategies," Journal of Empirical Finance, Elsevier, vol. 69(C), pages 166-184.
    12. Jacobs, Heiko, 2016. "Market maturity and mispricing," Journal of Financial Economics, Elsevier, vol. 122(2), pages 270-287.
    13. Nguyen, Hung T. & Pham, Mia Hang, 2021. "Air pollution and behavioral biases: Evidence from stock market anomalies," Journal of Behavioral and Experimental Finance, Elsevier, vol. 29(C).
    14. Barroso, Pedro & Detzel, Andrew & Maio, Paulo, 2025. "The volatility puzzle of the beta anomaly," Journal of Financial Economics, Elsevier, vol. 165(C).
    15. Zhou, Yi, 2022. "Option trading volume by moneyness, firm fundamentals, and expected stock returns," Journal of Financial Markets, Elsevier, vol. 58(C).
    16. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2012. "The short of it: Investor sentiment and anomalies," Journal of Financial Economics, Elsevier, vol. 104(2), pages 288-302.
    17. Bali, Turan G. & Weigert, Florian, 2021. "Hedge funds and the positive idiosyncratic volatility effect," CFR Working Papers 21-01, University of Cologne, Centre for Financial Research (CFR).
    18. Chung, San-Lin & Hung, Chi-Hsiou & Yeh, Chung-Ying, 2012. "When does investor sentiment predict stock returns?," Journal of Empirical Finance, Elsevier, vol. 19(2), pages 217-240.
    19. Andreou, Christoforos K. & Lambertides, Neophytos & Panayides, Photis M., 2021. "Distress risk anomaly and misvaluation," The British Accounting Review, Elsevier, vol. 53(5).
    20. Kewei Hou & Haitao Mo & Chen Xue & Lu Zhang, 2019. "Which Factors?," Review of Finance, European Finance Association, vol. 23(1), pages 1-35.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    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:finlet:v:88:y:2026:i:c:s1544612325024110. 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/frl .

    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.