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Investor sentiment and evaporating liquidity during the financial crisis

Author

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  • Chiu, Junmao
  • Chung, Huimin
  • Ho, Keng-Yu
  • Wu, Chih-Chiang
Abstract
This study examines how investor sentiment affected equity liquidity and trading behavior during the financial crisis of 2007–2008. Using intraday data on equity index and financial ETFs, we show significant asymmetric response to investor sentiment on quoted spread, market depth, asymmetric depth, and net buying pressure. We also document that funding constraints can further increase the asymmetric impact of investor sentiment on liquidity and trading behavior. Our results can be explained by the psychological bias of negativity and help investors and risk management practitioners comprehensively understand why and how the evaporation of liquidity accelerates during the financial crisis.

Suggested Citation

  • Chiu, Junmao & Chung, Huimin & Ho, Keng-Yu & Wu, Chih-Chiang, 2018. "Investor sentiment and evaporating liquidity during the financial crisis," International Review of Economics & Finance, Elsevier, vol. 55(C), pages 21-36.
    • Handle: RePEc:eee:reveco:v:55:y:2018:i:c:p:21-36
    DOI: 10.1016/j.iref.2018.01.006
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    as
    1. Melvin, Michael & Taylor, Mark P., 2009. "The crisis in the foreign exchange market," Journal of International Money and Finance, Elsevier, vol. 28(8), pages 1317-1330, December.
    2. Baker, Malcolm & Stein, Jeremy C., 2004. "Market liquidity as a sentiment indicator," Journal of Financial Markets, Elsevier, vol. 7(3), pages 271-299, June.
    3. 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.
    4. Gromb, Denis & Vayanos, Dimitri, 2002. "Equilibrium and welfare in markets with financially constrained arbitrageurs," Journal of Financial Economics, Elsevier, vol. 66(2-3), pages 361-407.
    5. Huang, Roger D. & Stoll, Hans R., 1996. "Dealer versus auction markets: A paired comparison of execution costs on NASDAQ and the NYSE," Journal of Financial Economics, Elsevier, vol. 41(3), pages 313-357, July.
    6. Corredor, Pilar & Ferrer, Elena & Santamaria, Rafael, 2015. "Sentiment-prone investors and volatility dynamics between spot and futures markets," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 180-196.
    7. Siegel, Jeremy J, 1992. "Equity Risk Premia, Corporate Profit Forecasts, and Investor Sentiment around the Stock Crash of October 1987," The Journal of Business, University of Chicago Press, vol. 65(4), pages 557-570, October.
    8. Wansbeek, Tom & Kapteyn, Arie, 1989. "Estimation of the error-components model with incomplete panels," Journal of Econometrics, Elsevier, vol. 41(3), pages 341-361, July.
    9. Copeland, Thomas E & Galai, Dan, 1983. "Information Effects on the Bid-Ask Spread," Journal of Finance, American Finance Association, vol. 38(5), pages 1457-1469, December.
    10. repec:bla:jfinan:v:53:y:1998:i:6:p:1839-1885 is not listed on IDEAS
    11. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    12. Chordia, Tarun & Roll, Richard & Subrahmanyam, Avanidhar, 2002. "Order imbalance, liquidity, and market returns," Journal of Financial Economics, Elsevier, vol. 65(1), pages 111-130, July.
    13. Chiu, Junmao & Chung, Huimin & Ho, Keng-Yu & Wang, George H.K., 2012. "Funding liquidity and equity liquidity in the subprime crisis period: Evidence from the ETF market," Journal of Banking & Finance, Elsevier, vol. 36(9), pages 2660-2671.
    14. Markus K. Brunnermeier & Lasse Heje Pedersen, 2009. "Market Liquidity and Funding Liquidity," The Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2201-2238, June.
    15. Coval, Joshua & Stafford, Erik, 2007. "Asset fire sales (and purchases) in equity markets," Journal of Financial Economics, Elsevier, vol. 86(2), pages 479-512, November.
    16. Brown, Philip & Walsh, David & Yuen, Andrea, 1997. "The interaction between order imbalance and stock price," Pacific-Basin Finance Journal, Elsevier, vol. 5(5), pages 539-557, December.
    17. Mohamed Zouaoui & Geneviève Nouyrigat & Francisca Beer, 2011. "How does investor sentiment affect stock market crises?Evidence from panel data," Working Papers CREGO 1110304, Université de Bourgogne - CREGO EA7317 Centre de recherches en gestion des organisations.
    18. Lee, Charles M C & Ready, Mark J, 1991. "Inferring Trade Direction from Intraday Data," Journal of Finance, American Finance Association, vol. 46(2), pages 733-746, June.
    19. Hee‐Joon Ahn & Kee‐Hong Bae & Kalok Chan, 2001. "Limit Orders, Depth, and Volatility: Evidence from the Stock Exchange of Hong Kong," Journal of Finance, American Finance Association, vol. 56(2), pages 767-788, April.
    20. Antje Berndt & Iulian Obreja, 2010. "Decomposing European CDS Returns," Review of Finance, European Finance Association, vol. 14(2), pages 189-233.
    21. Amihud, Yakov & Hameed, Allaudeen & Kang, Wenjin & Zhang, Huiping, 2015. "The illiquidity premium: International evidence," Journal of Financial Economics, Elsevier, vol. 117(2), pages 350-368.
    22. Smales, Lee A., 2015. "Asymmetric volatility response to news sentiment in gold futures," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 34(C), pages 161-172.
    23. Allaudeen Hameed & Wenjin Kang & S. Viswanathan, 2010. "Stock Market Declines and Liquidity," Journal of Finance, American Finance Association, vol. 65(1), pages 257-293, February.
    24. Lee, Wayne Y. & Jiang, Christine X. & Indro, Daniel C., 2002. "Stock market volatility, excess returns, and the role of investor sentiment," Journal of Banking & Finance, Elsevier, vol. 26(12), pages 2277-2299.
    25. Robert J. Shiller, 1987. "Investor Behavior in the October 1987 Stock Market Crash: Survey Evidence," NBER Working Papers 2446, National Bureau of Economic Research, Inc.
    26. Agapova, Anna, 2011. "Conventional mutual index funds versus exchange-traded funds," Journal of Financial Markets, Elsevier, vol. 14(2), pages 323-343, May.
    27. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    28. Grossmann, Axel & Ozuna, Teofilo & Simpson, Marc W., 2007. "ADR mispricing: Do costly arbitrage and consumer sentiment explain the price deviation?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 17(4), pages 361-371, October.
    29. Yu Chuan Huang & Jian‐Hsin Chou, 2007. "Order Imbalance and Its Impact on Market Performance: Order‐driven vs. Quote‐driven Markets," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 34(9‐10), pages 1596-1614, November.
    30. Akhtar, Shumi & Faff, Robert & Oliver, Barry & Subrahmanyam, Avanidhar, 2011. "The power of bad: The negativity bias in Australian consumer sentiment announcements on stock returns," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1239-1249, May.
    31. Paul Brockman & Dennis Y. Chung, 2003. "Investor Protection and Firm Liquidity," Journal of Finance, American Finance Association, vol. 58(2), pages 921-937, April.
    32. Randi Næs & Johannes A. Skjeltorp & Bernt Arne Ødegaard, 2011. "Stock Market Liquidity and the Business Cycle," Journal of Finance, American Finance Association, vol. 66(1), pages 139-176, February.
    33. Shefrin, Hersh & Statman, Meir, 1985. "The Disposition to Sell Winners Too Early and Ride Losers Too Long: Theory and Evidence," Journal of Finance, American Finance Association, vol. 40(3), pages 777-790, July.
    34. Alexander Kurov, 2008. "Investor Sentiment, Trading Behavior and Informational Efficiency in Index Futures Markets," The Financial Review, Eastern Finance Association, vol. 43(1), pages 107-127, February.
    35. Mohamed Zouaoui & Geneviève Nouyrigat & Francisca Beer, 2011. "How Does Investor Sentiment Affect Stock Market Crises? Evidence from Panel Data," The Financial Review, Eastern Finance Association, vol. 46(4), pages 723-747, November.
    36. Ho, Chienwei & Hung, Chi-Hsiou, 2009. "Investor sentiment as conditioning information in asset pricing," Journal of Banking & Finance, Elsevier, vol. 33(5), pages 892-903, May.
    37. Corredor, Pilar & Ferrer, Elena & Santamaria, Rafael, 2013. "Investor sentiment effect in stock markets: Stock characteristics or country-specific factors?," International Review of Economics & Finance, Elsevier, vol. 27(C), pages 572-591.
    38. Amihud, Yakov & Mendelson, Haim, 1987. "Trading Mechanisms and Stock Returns: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 42(3), pages 533-553, July.
    39. Darrell Duffie, 2010. "Presidential Address: Asset Price Dynamics with Slow‐Moving Capital," Journal of Finance, American Finance Association, vol. 65(4), pages 1237-1267, August.
    40. Kaustia, Markku & Rantapuska, Elias, 2016. "Does mood affect trading behavior?," Journal of Financial Markets, Elsevier, vol. 29(C), pages 1-26.
    41. Chen, Shiu-Sheng, 2011. "Lack of consumer confidence and stock returns," Journal of Empirical Finance, Elsevier, vol. 18(2), pages 225-236, March.
    42. Bing Han, 2008. "Investor Sentiment and Option Prices," The Review of Financial Studies, Society for Financial Studies, vol. 21(1), pages 387-414, January.
    43. Eric Arentsen & David C. Mauer & Brian Rosenlund & Harold H. Zhang & Feng Zhao, 2015. "Subprime Mortgage Defaults and Credit Default Swaps," Journal of Finance, American Finance Association, vol. 70(2), pages 689-731, April.
    44. Yu Chuan Huang & Jian-Hsin Chou, 2007. "Order Imbalance and Its Impact on Market Performance: Order-driven vs. Quote-driven Markets," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 34(9-10), pages 1596-1614.
    45. Lee, Charles M C & Mucklow, Belinda & Ready, Mark J, 1993. "Spreads, Depths, and the Impact of Earnings Information: An Intraday Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 6(2), pages 345-374.
    46. Nyborg, Kjell G. & Östberg, Per, 2014. "Money and liquidity in financial markets," Journal of Financial Economics, Elsevier, vol. 112(1), pages 30-52.
    47. Smales, Lee A., 2014. "News sentiment in the gold futures market," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 275-286.
    48. Gao, Lin & Süss, Stephan, 2015. "Market sentiment in commodity futures returns," Journal of Empirical Finance, Elsevier, vol. 33(C), pages 84-103.
    49. Gregory W. Brown & Michael T. Cliff, 2005. "Investor Sentiment and Asset Valuation," The Journal of Business, University of Chicago Press, vol. 78(2), pages 405-440, March.
    50. Lepone, Andrew & Wong, Jin Boon, 2017. "Pseudo market-makers, market quality and the minimum tick size," International Review of Economics & Finance, Elsevier, vol. 47(C), pages 88-100.
    51. Schmeling, Maik, 2009. "Investor sentiment and stock returns: Some international evidence," Journal of Empirical Finance, Elsevier, vol. 16(3), pages 394-408, June.
    52. Kaplanski, Guy & Levy, Haim, 2010. "Sentiment and stock prices: The case of aviation disasters," Journal of Financial Economics, Elsevier, vol. 95(2), pages 174-201, February.
    53. Wang, Yaw-Huei & Keswani, Aneel & Taylor, Stephen J., 2006. "The relationships between sentiment, returns and volatility," International Journal of Forecasting, Elsevier, vol. 22(1), pages 109-123.
    54. Erkens, David H. & Hung, Mingyi & Matos, Pedro, 2012. "Corporate governance in the 2007–2008 financial crisis: Evidence from financial institutions worldwide," Journal of Corporate Finance, Elsevier, vol. 18(2), pages 389-411.
    55. Huang, Roger D & Stoll, Hans R, 1994. "Market Microstructure and Stock Return Predictions," The Review of Financial Studies, Society for Financial Studies, vol. 7(1), pages 179-213.
    56. Robert J. Shiller, 1987. "Investor Behavior in the 1987-10 Stock Market Crash: Survey Evidence," Cowles Foundation Discussion Papers 853, Cowles Foundation for Research in Economics, Yale University.
    57. Baker, Malcolm & Wurgler, Jeffrey & Yuan, Yu, 2012. "Global, local, and contagious investor sentiment," Journal of Financial Economics, Elsevier, vol. 104(2), pages 272-287.
    58. Akhtar, Shumi & Faff, Robert & Oliver, Barry & Subrahmanyam, Avanidhar, 2012. "Stock salience and the asymmetric market effect of consumer sentiment news," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3289-3301.
    59. Brockman, Paul & Chung, Dennis Y., 1999. "An analysis of depth behavior in an electronic, order-driven environment," Journal of Banking & Finance, Elsevier, vol. 23(12), pages 1861-1886, December.
    60. David C. Ling & Andy Naranjo & Benjamin Scheick, 2014. "Investor Sentiment, Limits to Arbitrage and Private Market Returns," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 42(3), pages 531-577, September.
    61. repec:bla:jfinan:v:58:y:2003:i:2:p:921-938 is not listed on IDEAS
    62. Mohamed Zouaoui & G. Nouyrigat & F. Beer, 2011. "How Does Investor Sentiment Affect StockMarket Crises? Evidence from Panel Data," Post-Print halshs-00785809, HAL.
    63. Goldstein, Michael A. & Kavajecz, Kenneth A., 2004. "Trading strategies during circuit breakers and extreme market movements," Journal of Financial Markets, Elsevier, vol. 7(3), pages 301-333, June.
    64. Brown, Gregory W. & Cliff, Michael T., 2004. "Investor sentiment and the near-term stock market," Journal of Empirical Finance, Elsevier, vol. 11(1), pages 1-27, January.
    65. Warren Bailey & Kalok Chan & Y. Peter Chung, 2000. "Depositary Receipts, Country Funds, and the Peso Crash: The Intraday Evidence," Journal of Finance, American Finance Association, vol. 55(6), pages 2693-2717, December.
    66. Chung, Huimin, 2006. "Investor protection and the liquidity of cross-listed securities: Evidence from the ADR market," Journal of Banking & Finance, Elsevier, vol. 30(5), pages 1485-1505, May.
    67. Albert S. Kyle & Wei Xiong, 2001. "Contagion as a Wealth Effect," Journal of Finance, American Finance Association, vol. 56(4), pages 1401-1440, August.
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    More about this item

    Keywords

    Investor sentiment; Equity liquidity; Net buying pressure; Financial crisis; Funding constraints;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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