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Left-tail momentum: Underreaction to bad news, costly arbitrage and equity returns

Citations

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Cited by:

  1. José Renato Haas Ornelas & Pablo José Campos de Carvalho, 2021. "Short‐selling costs and asymmetric price response to economic shocks: A transaction cost explanation to price overshooting," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 1745-1772, April.
  2. Wang, Jying-Nan & Lee, Yen-Hsien & Liu, Hung-Chun & Lee, Ming-Chih, 2022. "The determinants of positive feedback trading behaviors in Bitcoin markets," Finance Research Letters, Elsevier, vol. 45(C).
  3. Wen, Danyan & Zhang, Zihao & Nie, Jing & Cao, Yang, 2024. "Investor attention and anomalies: Evidence from the Chinese stock market," International Review of Financial Analysis, Elsevier, vol. 96(PB).
  4. Sanjay Sehgal & Tarunika Jain Agrawal & Florent Deisting, 2025. "The tale of two tails and stock returns for two major emerging markets," Review of Quantitative Finance and Accounting, Springer, vol. 64(1), pages 163-189, January.
  5. Shi, Huai-Long & Zhou, Wei-Xing, 2021. "Horse race of weekly idiosyncratic momentum strategies with respect to various risk metrics: Evidence from the Chinese stock market," The North American Journal of Economics and Finance, Elsevier, vol. 58(C).
  6. Sun, Kaisi & Wang, Hui & Zhu, Yifeng, 2022. "How is the change in left-tail risk priced in China?," Pacific-Basin Finance Journal, Elsevier, vol. 71(C).
  7. Shen, Yiran & Liu, Chang & Sun, Xiaolei & Guo, Kun, 2023. "Investor sentiment and the Chinese new energy stock market: A risk–return perspective," International Review of Economics & Finance, Elsevier, vol. 84(C), pages 395-408.
  8. Qiao, Tongshuai & Zhao, Yang & Han, Liyan & Li, Donghui, 2025. "Multivariate crash risk in China," Journal of Banking & Finance, Elsevier, vol. 171(C).
  9. Cao, Hung & Phan, Hieu V. & Silveri, Sabatino, 2024. "Data breach disclosures and stock price crash risk: Evidence from data breach notification laws," International Review of Financial Analysis, Elsevier, vol. 93(C).
  10. Li, Zhuo & Wen, Fenghua & Huang, Zhijian James, 2023. "Asymmetric response to earnings news across different sentiment states: The role of cognitive dissonance," Journal of Corporate Finance, Elsevier, vol. 78(C).
  11. Chen, Binxia & Jiang, Yuanying & Zhou, Donghai, 2025. "Risk contagion network and characteristic measurement among international financial markets," Pacific-Basin Finance Journal, Elsevier, vol. 92(C).
  12. Zhang, Manqing & Ma, Yao & Yang, Baochen & Fan, Ying, 2024. "The change in salience and the cross-section of stock returns: Empirical evidence from China A-shares," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
  13. Ling, Aifan & Li, Jinlong & Zhang, Yugui, 2023. "Can firms with higher ESG ratings bear higher bank systemic tail risk spillover?—Evidence from Chinese A-share market," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
  14. Atilgan, Yigit & Bali, Turan G. & Demirtas, K. Ozgur & Gunaydin, A. Doruk, 2019. "Global downside risk and equity returns," Journal of International Money and Finance, Elsevier, vol. 98(C), pages 1-1.
  15. Bali, Turan G. & Gunaydin, A. Doruk & Jansson, Thomas & Karabulut, Yigitcan, 2023. "Do the rich gamble in the stock market? Low risk anomalies and wealthy households," Journal of Financial Economics, Elsevier, vol. 150(2).
  16. 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).
  17. Ali, Sara & Badshah, Ihsan & Demirer, Riza, 2022. "Value-at-risk and the cross section of emerging market hedge fund returns," Global Finance Journal, Elsevier, vol. 52(C).
  18. Liang, Qi & Sun, Wenjia & Li, Wenyu & Yu, Fengyan, 2021. "Media effects matter: Macroeconomic announcements in the gold futures market," Economic Modelling, Elsevier, vol. 96(C), pages 1-12.
  19. Yuxiang Huang & Zhuo Wang & Zhengyan Xiao, 2025. "Option Return Predictability via Machine Learning: New Evidence From China," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 45(9), pages 1232-1252, September.
  20. Liu, Yakun & Chen, Yan & Zhang, Lei & Deng, Xi, 2026. "Forecasting stock return: The role of idiosyncratic asymmetry risk," Journal of International Money and Finance, Elsevier, vol. 160(C).
  21. Milian Bachem & Lerby Ergun & Casper de Vries, 2021. "Covariates Hiding in the Tails," Staff Working Papers 21-45, Bank of Canada.
  22. Malik, Ali K. & Colak, Gonul & Löflund, Anders, 2024. "Gold, platinum, and mutual fund flows," Journal of Empirical Finance, Elsevier, vol. 79(C).
  23. Karim, Sitara & Shafiullah, Muhammad & Naeem, Muhammad Abubakr, 2024. "When one domino falls, others follow: A machine learning analysis of extreme risk spillovers in developed stock markets," International Review of Financial Analysis, Elsevier, vol. 93(C).
  24. Zhou, Donghai & Liu, Xiaoxing & Tang, Chun, 2024. "Does the international oil market interact with China’s financial market? New evidence from time-varying higher moments," The North American Journal of Economics and Finance, Elsevier, vol. 74(C).
  25. Wright, Calvin & Swidler, Steve, 2023. "Abnormal trading volume, news and market efficiency: Evidence from the Jamaica Stock Exchange," Research in International Business and Finance, Elsevier, vol. 64(C).
  26. Chen, Zilin & Da, Zhi & Huang, Dashan & Wang, Liyao, 2023. "Presidential economic approval rating and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 147(1), pages 106-131.
  27. Berggrun, Luis & Cardona, Emilio & Lizarzaburu, Edmundo, 2024. "Evaluating asset pricing anomalies: Evidence from Latin America," Research in International Business and Finance, Elsevier, vol. 70(PB).
  28. Božović, Miloš, 2024. "VIX-managed portfolios," International Review of Financial Analysis, Elsevier, vol. 95(PA).
  29. Foguesatto, Cristian Rogério & Righi, Marcelo Brutti & Müller, Fernanda Maria, 2024. "Is there a dark side to financial inclusion? Understanding the relationship between financial inclusion and market risk," The North American Journal of Economics and Finance, Elsevier, vol. 72(C).
  30. Collin Gilstrap & Alex Petkevich & Pavel Teterin & Kainan Wang, 2024. "Lever up! An analysis of options trading in leveraged ETFs," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(6), pages 986-1002, June.
  31. Gong, Xiao-Li & Li, Ye & Xiong, Xiong, 2025. "Tail risk interconnectedness between cryptocurrency and clean energy markets under geopolitical conflicts," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 668(C).
  32. Fan, Zhenzhen & Londono, Juan M. & Xiao, Xiao, 2022. "Equity tail risk and currency risk premiums," Journal of Financial Economics, Elsevier, vol. 143(1), pages 484-503.
  33. Sharif Mozumder & Mohammad Zoynul Abedin & Raad Lalon & Amjad Hossain, 2024. "Which User-Friendly Model is the Best for BASEL-III? An Emerging Market Study," Computational Economics, Springer;Society for Computational Economics, vol. 64(5), pages 3049-3086, November.
  34. Chai, Daniel & Chiah, Mardy & Zhong, Angel & Li, Bob, 2022. "Another look at sources of momentum profits," International Review of Economics & Finance, Elsevier, vol. 79(C), pages 310-323.
  35. Li, Si & He, Fangyi & Shi, Fangquan, 2023. "Cognitive biases, downside risk shocks, and stock expected returns," The North American Journal of Economics and Finance, Elsevier, vol. 68(C).
  36. Xie, Jun & Fang, Yuying & Gao, Bin & Tan, Chunzhi, 2023. "Availability heuristic and expected returns," Finance Research Letters, Elsevier, vol. 51(C).
  37. Zhang, Wei & Li, Yi & Xiong, Xiong & Wang, Pengfei, 2021. "Downside risk and the cross-section of cryptocurrency returns," Journal of Banking & Finance, Elsevier, vol. 133(C).
  38. DeLisle, R. Jared & Ferguson, Michael F. & Kassa, Haimanot & Zaynutdinova, Gulnara R., 2021. "Hazard stocks and expected returns," Journal of Banking & Finance, Elsevier, vol. 125(C).
  39. Pablo Cristini Guedes & Fernanda Maria Müller & Marcelo Brutti Righi, 2023. "Risk measures-based cluster methods for finance," Risk Management, Palgrave Macmillan, vol. 25(1), pages 1-56, March.
  40. Chen, Xi & Wang, Junbo & Wu, Chunchi & Wu, Di, 2024. "Extreme illiquidity and cross-sectional corporate bond returns," Journal of Financial Markets, Elsevier, vol. 68(C).
  41. Li, Zhibing & Liu, Jia & Liu, Jie & Liu, Xiaoyu & Wu, Chonglin, 2025. "Investor attention and stock price manipulation: Evidence from daily quasi-natural experiments," Journal of Banking & Finance, Elsevier, vol. 179(C).
  42. Qingyuan Han, 2025. "Understanding price momentum, market fluctuations, and crashes: insights from the extended Samuelson model," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-37, December.
  43. Zhi Da & Jian Hua & Tim Chih-Ching Hung & Lin Peng, 2025. "Market Returns and a Tale of Two Types of Attention," Management Science, INFORMS, vol. 71(12), pages 10505-10537, December.
  44. Chen, Chuanglian & Yuting, Lin & Bowei, Su & Shujie, Yao, 2025. "Peer effect of fund trading and the risk of individual stock," Journal of Asian Economics, Elsevier, vol. 97(C).
  45. Zheng, Yan & Wen, Fenghua & Deng, Hanshi & Zeng, Aiqing, 2022. "The relationship between carbon market attention and the EU CET market: Evidence from different market conditions," Finance Research Letters, Elsevier, vol. 50(C).
  46. Khasawneh, Maher & McMillan, David G. & Kambouroudis, Dimos, 2024. "Left-tail risk and UK stock return predictability: Underreaction, overreaction, and arbitrage difficulties," International Review of Financial Analysis, Elsevier, vol. 95(PA).
  47. Białkowski, Jędrzej & Dang, Huong Dieu & Wei, Xiaopeng, 2022. "High policy uncertainty and low implied market volatility: An academic puzzle?," Journal of Financial Economics, Elsevier, vol. 143(3), pages 1185-1208.
  48. Xu, Xiangyun & Li, Xing & Meng, Jie & Hu, Xueqi & Ge, Yingfan, 2024. "The impact of the tail risk of demand on corporate investment: Evidence from Chinese manufacturing firms," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
  49. Liu, Jie & Zhang, Jingru & Chen, Zhenshan, 2025. "The effect of stock market manipulation on investor behavioral bias," Journal of Behavioral and Experimental Finance, Elsevier, vol. 47(C).
  50. Zhen, Fang & Ruan, Xinfeng & Zhang, Jin E., 2020. "Left-tail risk in China," Pacific-Basin Finance Journal, Elsevier, vol. 63(C).
  51. Chen, Bei & Gan, Quan & Vasquez, Aurelio, 2023. "Anticipating jumps: Decomposition of straddle price," Journal of Banking & Finance, Elsevier, vol. 149(C).
  52. Beat Reber & Agnes Gold & Stefan Gold, 2022. "ESG Disclosure and Idiosyncratic Risk in Initial Public Offerings," Journal of Business Ethics, Springer, vol. 179(3), pages 867-886, September.
  53. Li, Jinchuan & Zhu, Yifeng, 2026. "Taming crypto anomalies: A Lasso-type factor model," Research in International Business and Finance, Elsevier, vol. 83(C).
  54. Bi, Jia & Zhu, Yifeng, 2020. "Value at risk, cross-sectional returns and the role of investor sentiment," Journal of Empirical Finance, Elsevier, vol. 56(C), pages 1-18.
  55. Yukun Liu & Aleh Tsyvinski & Xi Wu, 2022. "Common Risk Factors in Cryptocurrency," Journal of Finance, American Finance Association, vol. 77(2), pages 1133-1177, April.
  56. Cai, Qiuye & Yung, Kenneth, 2024. "Retail attention on earnings announcement days: Evidence from social media," Journal of Behavioral and Experimental Finance, Elsevier, vol. 43(C).
  57. Wenxi Jiang, 2024. "Leveraged speculators and asset prices†," Review of Finance, European Finance Association, vol. 28(3), pages 769-804.
  58. Shi, Huai-Long & Chen, Huayi, 2024. "Understanding co-movements based on heterogeneous information associations," International Review of Financial Analysis, Elsevier, vol. 94(C).
  59. Asgar Ali & K. N. Badhani, 2023. "Tail risk, beta anomaly, and demand for lottery: what explains cross-sectional variations in equity returns?," Empirical Economics, Springer, vol. 65(2), pages 775-804, August.
  60. Fracasso, Laís Martins & Müller, Fernanda Maria & Ramos, Henrique Pinto & Righi, Marcelo Brutti, 2023. "Is there a risk premium? Evidence from thirteen measures," The Quarterly Review of Economics and Finance, Elsevier, vol. 92(C), pages 182-199.
  61. Sun, Kaisi & Wang, Hui & Zhu, Yifeng, 2024. "What drives the tail risk effect in the Chinese stock market?," Economic Modelling, Elsevier, vol. 132(C).
  62. Rahman, Oriana & Semenov, Andrei, 2025. "Subjective probabilities under behavioral heuristics," International Review of Economics & Finance, Elsevier, vol. 98(C).
  63. Nicolas, Maxime L.D., 2026. "Tail risk exposure and the cross section of expected stock returns," Journal of Banking & Finance, Elsevier, vol. 184(C).
  64. Gui, Pingshu & Zhu, Yifeng, 2021. "Value at risk and the cross-section of expected returns: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 66(C).
  65. Yang, Liu & Lee, Eunmi Tatum, 2025. "Why does good news increase stock price crash risk: An explanation based on the gambling channel," Journal of Behavioral and Experimental Finance, Elsevier, vol. 47(C).
  66. Wang, Jiazhen & Fang, Yvonne & Hu, Xiaolu & Zhong, Angel, 2024. "War discourse and global equity returns," Finance Research Letters, Elsevier, vol. 69(PA).
  67. Naeem, Muhammad Abubakr & Yousaf, Imran & Karim, Sitara & Yarovaya, Larisa & Ali, Shoaib, 2023. "Tail-event driven NETwork dependence in emerging markets," Emerging Markets Review, Elsevier, vol. 55(C).
  68. Robert W. Faff, 2019. "Adopting a Structured Abstract Design to More Effectively Catch Reader Attention: An Application of the Pitching Research® Framework," Capital Markets Review, Malaysian Finance Association, vol. 27(2), pages 1-13.
  69. Li, Yi & Urquhart, Andrew & Wang, Pengfei & Zhang, Wei, 2021. "MAX momentum in cryptocurrency markets," International Review of Financial Analysis, Elsevier, vol. 77(C).
  70. Song, Ziyu & Yu, Changrui, 2022. "Investor sentiment indices based on k-step PLS algorithm: A group of powerful predictors of stock market returns," International Review of Financial Analysis, Elsevier, vol. 83(C).
  71. Chabi-Yo, Fousseni & Huggenberger, Markus & Weigert, Florian, 2022. "Multivariate crash risk," Journal of Financial Economics, Elsevier, vol. 145(1), pages 129-153.
  72. Sumit Saurav & Sobhesh Kumar Agarwalla & Jayanth R. Varma, 2024. "Role of derivatives market in attenuating underreaction to left‐tail risk," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(3), pages 484-517, March.
  73. Li, Guowen & Jing, Zhongbo & Li, Jingyu & Feng, Yuyao, 2023. "Drivers of risk correlation among financial institutions: A study based on a textual risk disclosure perspective," Economic Modelling, Elsevier, vol. 128(C).
  74. Wang, Jun & Song, Xiuna, 2022. "The effect of limited attention and risk attitude on left-tail reversal: Empirical results from a-share data in China," Finance Research Letters, Elsevier, vol. 46(PA).
  75. Yang, Baochen & Duan, Xianli & Ma, Yao, 2023. "Web search volume acceleration and cross-sectional returns," Research in International Business and Finance, Elsevier, vol. 66(C).
  76. Chen, Zhenshan & Li, Zhibing & Liu, Jie & Liu, Xiaoyu, 2026. "Information salience, investor attention, and stock price crash risk," Journal of Empirical Finance, Elsevier, vol. 85(C).
  77. Gui, Pingshu & Zhu, Yifeng, 2021. "Margin trading and stock idiosyncratic volatility: Evidence from the Chinese stock market," International Review of Economics & Finance, Elsevier, vol. 71(C), pages 484-496.
  78. Hertrich, Daniel, 2023. "Carry and conditional value at risk trend: Capturing the short-, intermediate-, and long-term trends of left-tail risk forecasts," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 82(C).
  79. Yang, Baochen & Ma, Yao, 2021. "Value at risk, mispricing and expected returns," International Review of Financial Analysis, Elsevier, vol. 78(C).
  80. Chen, Lili & Liu, Jianxiang, 2024. "Mutual fund illiquidity, selling pressure, and left-tail risk in stocks," Economics Letters, Elsevier, vol. 242(C).
  81. Zhao, Shuchen, 2026. "Pricing skewed assets in multi-asset experimental markets," Games and Economic Behavior, Elsevier, vol. 155(C), pages 107-148.
  82. Caglayan, Mustafa O. & Lawrence, Edward & Reyes-Peña, Robinson, 2023. "Hot potatoes: Underpricing of stocks following extreme negative returns," Journal of Banking & Finance, Elsevier, vol. 149(C).
  83. Ma, Yao & Yang, Baochen & Ye, Tao, 2024. "Quality acceleration and cross-sectional returns: Empirical evidence," Research in International Business and Finance, Elsevier, vol. 69(C).
  84. Wang, Hailong & Hu, Duni, 2025. "Heterogeneous beliefs with information processing constraints and asset pricing in presence of non-tradable goods," The North American Journal of Economics and Finance, Elsevier, vol. 80(C).
  85. Cornaggia, Kimberly & Hund, John & Nguyen, Giang, 2022. "Investor attention and municipal bond returns," Journal of Financial Markets, Elsevier, vol. 60(C).
  86. Eom, Cheoljun & Eom, Yunsung & Park, Jong Won, 2023. "Left-tail momentum and tail properties of return distributions: A case of Korea," International Review of Financial Analysis, Elsevier, vol. 87(C).
  87. Huang, Rui & Wu, Chongfeng, 2025. "Tell less, get more? News topic concentration and stock market reaction," Finance Research Letters, Elsevier, vol. 84(C).
  88. Liu, Yakun & Chen, Yan, 2024. "Skewness risk and the cross-section of cryptocurrency returns," International Review of Financial Analysis, Elsevier, vol. 96(PA).
  89. Yang, Baochen & Ye, Tao & Ma, Yao, 2022. "Financing anomaly, mispricing and cross-sectional return predictability," International Review of Economics & Finance, Elsevier, vol. 79(C), pages 579-598.
  90. Wang, Chen & Xiong, Xiong & Shen, Dehua, 2022. "Tail risks, firm characteristics, and stock returns," Pacific-Basin Finance Journal, Elsevier, vol. 75(C).
  91. Xie, Jun & Xia, Wenqian & Gao, Bin, 2025. "Overnight information and anomalies," Research in International Business and Finance, Elsevier, vol. 78(C).
  92. Qiao, Tongshuai & Ding, Wenjie & Han, Liyan & Li, Donghui, 2024. "RMB exchange rate volatility and the cross-section of Chinese A-share returns," Journal of International Money and Finance, Elsevier, vol. 142(C).
  93. Lei Jiang & Jinyu Liu & Lin Peng & Baolian Wang, 2022. "Investor Attention and Asset Pricing Anomalies [Synchronization risk and delayed arbitrage]," Review of Finance, European Finance Association, vol. 26(3), pages 563-593.
  94. Xie, Jun & Shi, Shuoyue & Gao, Bin, 2026. "Irrational cognition in the stock market," Pacific-Basin Finance Journal, Elsevier, vol. 96(C).
  95. Tang, Chia-Hsien & Liu, Hung-Chun & Lee, Yen-Hsien & Hsu, Yuan-Teng, 2025. "ESG risk, economic policy uncertainty, and the downside risk: Evidence from US firms," The North American Journal of Economics and Finance, Elsevier, vol. 75(PA).
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