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Fat-finger event and risk-taking behavior

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  • Jin, Miao
  • Liu, Yu-Jane
  • Meng, Juanjuan

Abstract

Studies of the effect of market shocks on individuals’ risk-taking behavior often cannot determine whether the effect arose due to a change in an individual’s preferences or beliefs. This paper investigates the effect of a specific fat-finger shock – an external algorithmic trading error – that generated no information about market fundamentals and thus should not have induced a change in beliefs. Using both OLS and propensity-score matching DID methods, we find that investors who traded during the shock significantly reduced risk taking, while those who did not trade did not change their behavior. The significant effect was short-lived, mainly driven by the experience of small realized losses, and found only among small individual investors but not among large individual investors. The evidence suggests that the change in risk taking is likely attributable to a change in preferences.

Suggested Citation

  • Jin, Miao & Liu, Yu-Jane & Meng, Juanjuan, 2019. "Fat-finger event and risk-taking behavior," Journal of Empirical Finance, Elsevier, vol. 53(C), pages 126-143.
  • Handle: RePEc:eee:empfin:v:53:y:2019:i:c:p:126-143
    DOI: 10.1016/j.jempfin.2019.06.004
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    as
    1. Lisa Cameron & Manisha Shah, 2015. "Risk-Taking Behavior in the Wake of Natural Disasters," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 484-515.
    2. Ole E. Barndorff-Nielsen & Neil Shephard, 2002. "Estimating quadratic variation using realized variance," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 17(5), pages 457-477.
    3. Necker, Sarah & Ziegelmeyer, Michael, 2016. "Household risk taking after the financial crisis," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 141-160.
    4. Yu-Jane Liu & Chih-Ling Tsai & Ming-Chun Wang & Ning Zhu, 2010. "Prior Consequences and Subsequent Risk Taking: New Field Evidence from the Taiwan Futures Exchange," Management Science, INFORMS, vol. 56(4), pages 606-620, April.
    5. Milo Bianchi, 2018. "Financial Literacy and Portfolio Dynamics," Journal of Finance, American Finance Association, vol. 73(2), pages 831-859, April.
    6. Markku Kaustia & Samuli Knüpfer, 2008. "Do Investors Overweight Personal Experience? Evidence from IPO Subscriptions," Journal of Finance, American Finance Association, vol. 63(6), pages 2679-2702, December.
    7. 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.
    8. Thierry Post & Martijn J. van den Assem & Guido Baltussen & Richard H. Thaler, 2008. "Deal or No Deal? Decision Making under Risk in a Large-Payoff Game Show," American Economic Review, American Economic Association, vol. 98(1), pages 38-71, March.
    9. Joshua D. Coval & Tyler Shumway, 2005. "Do Behavioral Biases Affect Prices?," Journal of Finance, American Finance Association, vol. 60(1), pages 1-34, February.
    10. Botond Kőszegi & Matthew Rabin, 2006. "A Model of Reference-Dependent Preferences," The Quarterly Journal of Economics, Oxford University Press, vol. 121(4), pages 1133-1165.
    11. Guiso, Luigi & Sapienza, Paola & Zingales, Luigi, 2018. "Time varying risk aversion," Journal of Financial Economics, Elsevier, vol. 128(3), pages 403-421.
    12. Callen, Mike & Isaqzadeh, Mohammad & Long, James D. & Sprenger, Charles, 2014. "Violence and risk preference: experimental evidence from Afghanistan," LSE Research Online Documents on Economics 102932, London School of Economics and Political Science, LSE Library.
    13. David Gill & Victoria Prowse, 2012. "A Structural Analysis of Disappointment Aversion in a Real Effort Competition," American Economic Review, American Economic Association, vol. 102(1), pages 469-503, February.
    14. Markus Glaser & Martin Weber, 2005. "September 11 and Stock Return Expectations of Individual Investors," Review of Finance, Springer, vol. 9(2), pages 243-279, June.
    15. Richard H. Thaler & Eric J. Johnson, 1990. "Gambling with the House Money and Trying to Break Even: The Effects of Prior Outcomes on Risky Choice," Management Science, INFORMS, vol. 36(6), pages 643-660, June.
    16. Mark Grinblatt & Matti Keloharju, 2001. "What Makes Investors Trade?," Journal of Finance, American Finance Association, vol. 56(2), pages 589-616, April.
    17. Itzhak Ben-David & David Hirshleifer, 2012. "Are Investors Really Reluctant to Realize Their Losses? Trading Responses to Past Returns and the Disposition Effect," Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2485-2532.
    18. David Card & Gordon B. Dahl, 2011. "Family Violence and Football: The Effect of Unexpected Emotional Cues on Violent Behavior," The Quarterly Journal of Economics, Oxford University Press, vol. 126(1), pages 103-143.
    19. Michael Callen & Mohammad Isaqzadeh & James D. Long & Charles Sprenger, 2014. "Violence and Risk Preference: Experimental Evidence from Afghanistan," American Economic Review, American Economic Association, vol. 104(1), pages 123-148, January.
    20. Terrance Odean, 1998. "Are Investors Reluctant to Realize Their Losses?," Journal of Finance, American Finance Association, vol. 53(5), pages 1775-1798, October.
    21. Andrei Kirilenko & Albert S. Kyle & Mehrdad Samadi & Tugkan Tuzun, 2017. "The Flash Crash: High-Frequency Trading in an Electronic Market," Journal of Finance, American Finance Association, vol. 72(3), pages 967-998, June.
    22. Ming Gao & Yu‐Jane Liu & Weili Wu, 2016. "Fat‐Finger Trade and Market Quality: The First Evidence From China," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 36(10), pages 1014-1025, October.
    23. Ulrike Malmendier & Stefan Nagel, 2011. "Depression Babies: Do Macroeconomic Experiences Affect Risk Taking?," The Quarterly Journal of Economics, Oxford University Press, vol. 126(1), pages 373-416.
    24. Weber, Martin & Camerer, Colin F., 1998. "The disposition effect in securities trading: an experimental analysis," Journal of Economic Behavior & Organization, Elsevier, vol. 33(2), pages 167-184, January.
    25. Barberis, Nicholas & Xiong, Wei, 2012. "Realization utility," Journal of Financial Economics, Elsevier, vol. 104(2), pages 251-271.
    26. Yao-Min Chiang & David Hirshleifer & Yiming Qian & Ann E. Sherman, 2011. "Do Investors Learn from Experience? Evidence from Frequent IPO Investors," Review of Financial Studies, Society for Financial Studies, vol. 24(5), pages 1560-1589.
    27. Nicholas Barberis & Wei Xiong, 2009. "What Drives the Disposition Effect? An Analysis of a Long‐Standing Preference‐Based Explanation," Journal of Finance, American Finance Association, vol. 64(2), pages 751-784, April.
    28. Locke, Peter R. & Mann, Steven C., 2005. "Professional trader discipline and trade disposition," Journal of Financial Economics, Elsevier, vol. 76(2), pages 401-444, May.
    29. Cassar, Alessandra & Healy, Andrew & von Kessler, Carl, 2017. "Trust, Risk, and Time Preferences After a Natural Disaster: Experimental Evidence from Thailand," World Development, Elsevier, vol. 94(C), pages 90-105.
    30. Hoffmann, Arvid O.I. & Post, Thomas & Pennings, Joost M.E., 2013. "Individual investor perceptions and behavior during the financial crisis," Journal of Banking & Finance, Elsevier, vol. 37(1), pages 60-74.
    31. Boulton, Thomas J. & Braga-Alves, Marcus V. & Kulchania, Manoj, 2014. "The flash crash: An examination of shareholder wealth and market quality," Journal of Financial Intermediation, Elsevier, vol. 23(1), pages 140-156.
    32. Andersen, Steffen & Hanspal, Tobin & Nielsen, Kasper Meisner, 2019. "Once bitten, twice shy: The power of personal experiences in risk taking," Journal of Financial Economics, Elsevier, vol. 132(3), pages 97-117.
    33. Alex Imas, 2016. "The Realization Effect: Risk-Taking after Realized versus Paper Losses," American Economic Review, American Economic Association, vol. 106(8), pages 2086-2109, August.
    34. Kim, Young-Il & Lee, Jungmin, 2014. "The long-run impact of a traumatic experience on risk aversion," Journal of Economic Behavior & Organization, Elsevier, vol. 108(C), pages 174-186.
    35. Botond Koszegi & Matthew Rabin, 2007. "Reference-Dependent Risk Attitudes," American Economic Review, American Economic Association, vol. 97(4), pages 1047-1073, September.
    36. Stefano DellaVigna & Attila Lindner & Balázs Reizer & Johannes F. Schmieder, 2017. "Reference-Dependent Job Search: Evidence from Hungary," The Quarterly Journal of Economics, Oxford University Press, vol. 132(4), pages 1969-2018.
    37. Cary Frydman & Nicholas Barberis & Colin Camerer & Peter Bossaerts & Antonio Rangel, 2014. "Using Neural Data to Test a Theory of Investor Behavior: An Application to Realization Utility," Journal of Finance, American Finance Association, vol. 69(2), pages 907-946, April.
    38. John R. Nofsinger & Richard W. Sias, 1999. "Herding and Feedback Trading by Institutional and Individual Investors," Journal of Finance, American Finance Association, vol. 54(6), pages 2263-2295, December.
    39. Maarten J. Voors & Eleonora E. M. Nillesen & Philip Verwimp & Erwin H. Bulte & Robert Lensink & Daan P. Van Soest, 2012. "Violent Conflict and Behavior: A Field Experiment in Burundi," American Economic Review, American Economic Association, vol. 102(2), pages 941-964, April.
    40. Alok Kumar, 2009. "Who Gambles in the Stock Market?," Journal of Finance, American Finance Association, vol. 64(4), pages 1889-1933, August.
    41. 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.
    42. Nicholas Barberis & Ming Huang & Tano Santos, 2001. "Prospect Theory and Asset Prices," The Quarterly Journal of Economics, Oxford University Press, vol. 116(1), pages 1-53.
    43. Ole E. Barndorff-Nielsen & Neil Shephard, 2002. "Estimating quadratic variation using realized variance," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 17(5), pages 457-477.
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    More about this item

    Keywords

    Risk taking; Risk preference; Fat-finger; Belief; Loss aversion;
    All these keywords.

    JEL classification:

    • D01 - Microeconomics - - General - - - Microeconomic Behavior: Underlying Principles
    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions

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