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Left‐digit biases: Individual and institutional investors

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  • Jinyoung Yu
  • Young‐Chul Kim
  • Doojin Ryu

Abstract

This study examines the left‐digit bias of individual and institutional investors using the microstructural data set from a highly liquid index futures market. Both investor groups exhibit excess buying after the ask falls with a tens‐digit decrement, whereas excess selling (buying) is observed only for institutions (individuals) after the bid rises with a tens‐digit increment. Such excess buying is generally pronounced when price uncertainty is high. Institutional excess selling is evident when uncertainty is low and immediately after the market opens. While both investor groups focus on cognitive reference points, our findings imply that investors heterogeneously respond to the bias and that individuals experience investment losses as they trade on the bias.

Suggested Citation

  • Jinyoung Yu & Young‐Chul Kim & Doojin Ryu, 2024. "Left‐digit biases: Individual and institutional investors," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 44(3), pages 518-532, March.
  • Handle: RePEc:wly:jfutmk:v:44:y:2024:i:3:p:518-532
    DOI: 10.1002/fut.22479
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    as
    1. Wei-Yu Kuo & Tse-Chun Lin & Jing Zhao, 2015. "Cognitive Limitation and Investment Performance: Evidence from Limit Order Clustering," Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 838-875.
    2. Victor Niederhoffer, 1965. "A New Look at Clustering of Stock Prices," The Journal of Business, University of Chicago Press, vol. 39, pages 309-309.
    3. Nicolas Huck & Régis Y. Chenavaz & Stanko Dimitrov, 2021. "Psychological prices at retail gasoline stations: the policies of 0-, 5-, and 9-ending prices," Applied Economics, Taylor & Francis Journals, vol. 53(48), pages 5584-5598, October.
    4. Richard C. Green & Dan Li & Norman Schürhoff, 2010. "Price Discovery in Illiquid Markets: Do Financial Asset Prices Rise Faster Than They Fall?," Journal of Finance, American Finance Association, vol. 65(5), pages 1669-1702, October.
    5. Carlo Da Dalt & David Feldman & Gerald Garvey & Peter Joakim Westerholm, 2019. "Contrarians or momentum chasers? Individual investors’ behavior when trading exchange‐traded funds," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 39(5), pages 553-578, May.
    6. Gao, Lei & Han, Yufeng & Zhengzi Li, Sophia & Zhou, Guofu, 2018. "Market intraday momentum," Journal of Financial Economics, Elsevier, vol. 129(2), pages 394-414.
    7. Shleifer, Andrei & Summers, Lawrence H, 1990. "The Noise Trader Approach to Finance," Journal of Economic Perspectives, American Economic Association, vol. 4(2), pages 19-33, Spring.
    8. Doojin Ryu & Jinyoung Yu, 2021. "Informed options trading around holidays," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 41(5), pages 658-685, May.
    9. Ryu, Doojin, 2016. "Considering all microstructure effects: The extension of a trade indicator model," Economics Letters, Elsevier, vol. 146(C), pages 107-110.
    10. 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.
    11. Jun Pan & Allen M. Poteshman, 2006. "The Information in Option Volume for Future Stock Prices," Review of Financial Studies, Society for Financial Studies, vol. 19(3), pages 871-908.
    12. Ham, Hyuna & Ryu, Doojin & Webb, Robert I. & Yu, Jinyoung, 2023. "How do investors react to overnight returns? Evidence from Korea," Finance Research Letters, Elsevier, vol. 54(C).
    13. Sobhesh Kumar Agarwalla & Ajay Pandey, 2013. "Expiration‐Day Effects and the Impact of Short Trading Breaks on Intraday Volatility: Evidence from the Indian Market," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 33(11), pages 1046-1070, November.
    14. Chaoshin Chiao & Zi‐May Wang, 2009. "Price Clustering: Evidence Using Comprehensive Limit‐Order Data," The Financial Review, Eastern Finance Association, vol. 44(1), pages 1-29, February.
    15. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    16. Doojin Ryu & Heejin Yang, 2020. "Noise traders, mispricing, and price adjustments in derivatives markets," The European Journal of Finance, Taylor & Francis Journals, vol. 26(6), pages 480-499, April.
    17. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W, 1994. "Contrarian Investment, Extrapolation, and Risk," Journal of Finance, American Finance Association, vol. 49(5), pages 1541-1578, December.
    18. Schindler, Robert M & Kirby, Patrick N, 1997. "Patterns of Rightmost Digits Used in Advertised Prices: Implications for Nine-Ending Effects," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 24(2), pages 192-201, September.
    19. Doojin Ryu & Robert I. Webb & Jinyoung Yu, 2023. "Who pays the liquidity cost? Central bank announcements and adverse selection," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 43(7), pages 904-924, July.
    20. Aitken, Michael & Brown, Philip & Buckland, Christine & Izan, H. Y. & Walter, Terry, 1996. "Price clustering on the Australian Stock Exchange," Pacific-Basin Finance Journal, Elsevier, vol. 4(2-3), pages 297-314, July.
    21. Nicola Lacetera & Devin G. Pope & Justin R. Sydnor, 2012. "Heuristic Thinking and Limited Attention in the Car Market," American Economic Review, American Economic Association, vol. 102(5), pages 2206-2236, August.
    22. Hee‐Joon Ahn & Jangkoo Kang & Doojin Ryu, 2008. "Informed trading in the index option market: The case of KOSPI 200 options," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 28(12), pages 1118-1146, December.
    23. Doojin Ryu & Jinyoung Yu, 2022. "Sentiment‐dependent impact of funding liquidity shocks on futures market liquidity," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(1), pages 61-76, January.
    24. Doojin Ryu, 2015. "The Information Content of Trades: An Analysis of KOSPI 200 Index Derivatives," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 35(3), pages 201-221, March.
    25. Eric Anderson & Duncan Simester, 2003. "Effects of $9 Price Endings on Retail Sales: Evidence from Field Experiments," Quantitative Marketing and Economics (QME), Springer, vol. 1(1), pages 93-110, March.
    26. Brenner, Gabrielle A & Brenner, Reuven, 1982. "Memory and Markets, or Why Are You Paying $2.99 for a Widget?," The Journal of Business, University of Chicago Press, vol. 55(1), pages 147-158, January.
    27. Harris, Lawrence, 1991. "Stock Price Clustering and Discreteness," Review of Financial Studies, Society for Financial Studies, vol. 4(3), pages 389-415.
    28. Óscar Carchano & Ángel Pardo, 2009. "Rolling over stock index futures contracts," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 29(7), pages 684-694, July.
    29. Ryu, Doojin & Yang, Heejin, 2019. "Who has volatility information in the index options market?," Finance Research Letters, Elsevier, vol. 30(C), pages 266-270.
    30. Huang, Hong-Gia & Tsai, Wei-Che & Weng, Pei-Shih & Yang, J. Jimmy, 2023. "Intraday momentum in the VIX futures market," Journal of Banking & Finance, Elsevier, vol. 148(C).
    31. Yang, Heejin & Kutan, Ali M. & Ryu, Doojin, 2019. "Volatility information trading in the index options market: An intraday analysis," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 412-426.
    32. Ryu, Doojin & Ryu, Doowon & Yang, Heejin, 2023. "Whose sentiment explains implied volatility change and smile?," Finance Research Letters, Elsevier, vol. 55(PA).
    33. Victor Niederhoffer, 1965. "Clustering of Stock Prices," Operations Research, INFORMS, vol. 13(2), pages 258-265, April.
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