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Probability of information-based trading and the January effect

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  • Kang, Moonsoo

Abstract

We investigate the seasonality in the probability of information-based trading (PIN)-return relationship, the 'January PIN effect'. We find that on average stock returns decrease with PIN in January, in contrast to other calendar months. This pattern is more apparent for small stocks. We argue that this seasonality is related to the January effect. According to the analysis, the December selling pressure associated with the January effect decreases in PIN, especially for small stocks. This suggests that when the price bounces back in January, low-PIN stocks will exhibit a larger return within a small stock group, leading to the negative PIN-return pattern. Furthermore, this seasonality is not the same as other January anomalies associated with momentum and idiosyncratic risk.

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  • Kang, Moonsoo, 2010. "Probability of information-based trading and the January effect," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 2985-2994, December.
  • Handle: RePEc:eee:jbfina:v:34:y:2010:i:12:p:2985-2994
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    as
    1. Acharya, Viral V. & Pedersen, Lasse Heje, 2005. "Asset pricing with liquidity risk," Journal of Financial Economics, Elsevier, vol. 77(2), pages 375-410, August.
    2. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    3. Moller, Nicholas & Zilca, Shlomo, 2008. "The evolution of the January effect," Journal of Banking & Finance, Elsevier, vol. 32(3), pages 447-457, March.
    4. Kubota, Keiichi & Takehara, Hitoshi, 2009. "Information based trade, the PIN variable, and portfolio style differences: Evidence from Tokyo stock exchange firms," Pacific-Basin Finance Journal, Elsevier, vol. 17(3), pages 319-337, June.
    5. Brennan, Michael J. & Subrahmanyam, Avanidhar, 1996. "Market microstructure and asset pricing: On the compensation for illiquidity in stock returns," Journal of Financial Economics, Elsevier, vol. 41(3), pages 441-464, July.
    6. Duarte, Jefferson & Young, Lance, 2009. "Why is PIN priced?," Journal of Financial Economics, Elsevier, vol. 91(2), pages 119-138, February.
    7. David Easley & Soeren Hvidkjaer & Maureen O'Hara, 2002. "Is Information Risk a Determinant of Asset Returns?," Journal of Finance, American Finance Association, vol. 57(5), pages 2185-2221, October.
    8. Lakonishok, Josef, et al, 1991. "Window Dressing by Pension Fund Managers," American Economic Review, American Economic Association, vol. 81(2), pages 227-231, May.
    9. Sias, Richard W & Starks, Laura T, 1997. "Institutions and Individuals at the Turn-of-the-Year," Journal of Finance, American Finance Association, vol. 52(4), pages 1543-1562, September.
    10. Reinganum, Marc R., 1983. "The anomalous stock market behavior of small firms in January : Empirical tests for tax-loss selling effects," Journal of Financial Economics, Elsevier, vol. 12(1), pages 89-104, June.
    11. Seyhun, H Nejat, 1988. " The January Effect and Aggregate Insider Trading," Journal of Finance, American Finance Association, vol. 43(1), pages 129-141, March.
    12. Loughran, Tim, 1997. "Book-to-Market across Firm Size, Exchange, and Seasonality: Is There an Effect?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 32(3), pages 249-268, September.
    13. Easley, David & O'Hara, Maureen & Paperman, Joseph, 1998. "Financial analysts and information-based trade," Journal of Financial Markets, Elsevier, vol. 1(2), pages 175-201, August.
    14. Russ Wermers, 1999. "Mutual Fund Herding and the Impact on Stock Prices," Journal of Finance, American Finance Association, vol. 54(2), pages 581-622, April.
    15. Brown, Philip & Keim, Donald B. & Kleidon, Allan W. & Marsh, Terry A., 1983. "Stock return seasonalities and the tax-loss selling hypothesis : Analysis of the arguments and Australian evidence," Journal of Financial Economics, Elsevier, vol. 12(1), pages 105-127, June.
    16. Easley, David & Hvidkjaer, Soeren & O’Hara, Maureen, 2010. "Factoring Information into Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(2), pages 293-309, April.
    17. Eleswarapu, Venkat R. & Reinganum, Marc R., 1993. "The seasonal behavior of the liquidity premium in asset pricing," Journal of Financial Economics, Elsevier, vol. 34(3), pages 373-386, December.
    18. Ng, Lilian & Wang, Qinghai, 2004. "Institutional trading and the turn-of-the-year effect," Journal of Financial Economics, Elsevier, vol. 74(2), pages 343-366, November.
    19. Laura T. Starks & Li Yong & Lu Zheng, 2006. "Tax‐Loss Selling and the January Effect: Evidence from Municipal Bond Closed‐End Funds," Journal of Finance, American Finance Association, vol. 61(6), pages 3049-3067, December.
    20. Easley, David & Kiefer, Nicholas M & O'Hara, Maureen, 1997. "One Day in the Life of a Very Common Stock," The Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 805-835.
    21. Keim, Donald B., 1983. "Size-related anomalies and stock return seasonality : Further empirical evidence," Journal of Financial Economics, Elsevier, vol. 12(1), pages 13-32, June.
    22. Constantinides, George M., 1984. "Optimal stock trading with personal taxes : Implications for prices and the abnormal January returns," Journal of Financial Economics, Elsevier, vol. 13(1), pages 65-89, March.
    23. Gultekin, Mustafa N. & Gultekin, N. Bulent, 1983. "Stock market seasonality : International Evidence," Journal of Financial Economics, Elsevier, vol. 12(4), pages 469-481, December.
    24. Kato, Kiyoshi & Schallheim, James S., 1985. "Seasonal and Size Anomalies in the Japanese Stock Market," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 20(2), pages 243-260, June.
    25. Brockman, Paul & Yan, Xuemin (Sterling), 2009. "Block ownership and firm-specific information," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 308-316, February.
    26. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    27. 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.
    28. S.G. Badrinath & Sunil Wahal, 2002. "Momentum Trading by Institutions," Journal of Finance, American Finance Association, vol. 57(6), pages 2449-2478, December.
    29. Copeland, Laurence & Wong, Woon K. & Zeng, Yong, 2009. "Information-based trade in the Shanghai stock market," Global Finance Journal, Elsevier, vol. 20(2), pages 180-190.
    30. Easley, David, et al, 1996. "Liquidity, Information, and Infrequently Traded Stocks," Journal of Finance, American Finance Association, vol. 51(4), pages 1405-1436, September.
    31. Ascioglu, Asli & Hegde, Shantaram P. & McDermott, John B., 2008. "Information asymmetry and investment-cash flow sensitivity," Journal of Banking & Finance, Elsevier, vol. 32(6), pages 1036-1048, June.
    32. Nicolae Gârleanu, 2004. "Adverse Selection and the Required Return," The Review of Financial Studies, Society for Financial Studies, vol. 17(3), pages 643-665.
    33. Brennan, Michael J. & Chordia, Tarun & Subrahmanyam, Avanidhar, 1998. "Alternative factor specifications, security characteristics, and the cross-section of expected stock returns," Journal of Financial Economics, Elsevier, vol. 49(3), pages 345-373, September.
    34. Ding, Bill & Shawky, Hany A. & Tian, Jianbo, 2009. "Liquidity shocks, size and the relative performance of hedge fund strategies," Journal of Banking & Finance, Elsevier, vol. 33(5), pages 883-891, May.
    35. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
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    Cited by:

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    5. Yan, Yuxing & Zhang, Shaojun, 2014. "Quality of PIN estimates and the PIN-return relationship," Journal of Banking & Finance, Elsevier, vol. 43(C), pages 137-149.
    6. Xuejun Jin & Hongze Li & Bin Yu, 2023. "The day‐of‐the‐month effect and the performance of the dollar cost averaging strategy: Evidence from China," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 63(S1), pages 797-815, April.
    7. Lee, Dong Wook & Liu, Mark H., 2011. "Does more information in stock price lead to greater or smaller idiosyncratic return volatility?," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1563-1580, June.
    8. Diego Alonso Agudelo Rueda & Edwin Villarraga & Santiago Giraldo, 2012. "Asimetría en la información y su efecto en los rendimientos en los mercados accionarios latinoamericanos," Documentos de Trabajo de Valor Público 10669, Universidad EAFIT.
    9. Chen, Yifan & Zhao, Huainan, 2012. "Informed trading, information uncertainty, and price momentum," Journal of Banking & Finance, Elsevier, vol. 36(7), pages 2095-2109.
    10. Lynch, Andrew & Puckett, Andy & Yan, Xuemin (Sterling), 2014. "Institutions and the turn-of-the-year effect: Evidence from actual institutional trades," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 56-68.
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    12. Lof, Matthijs & Bommel, Jos van, 2018. "Asymmetric information and the distribution of trading volume," Research Discussion Papers 1/2018, Bank of Finland.
    13. Schreder, Max, 2018. "Idiosyncratic information and the cost of equity capital: A meta-analytic review of the literature," Journal of Accounting Literature, Elsevier, vol. 41(C), pages 142-172.
    14. Coakley, Jerry & Kuo, Jing-Ming & Wood, Andrew, 2012. "The School’s Out effect: A new seasonal anomaly!," The British Accounting Review, Elsevier, vol. 44(3), pages 133-143.
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    16. Shiu, Yih-Wen & Lee, Chun I. & Gleason, Kimberly C., 2014. "Institutional shareholdings and the January effects in Taiwan," Journal of Multinational Financial Management, Elsevier, vol. 27(C), pages 49-66.
    17. Quan Gan & Wang Chun Wei & David Johnstone, 2015. "A faster estimation method for the probability of informed trading using hierarchical agglomerative clustering," Quantitative Finance, Taylor & Francis Journals, vol. 15(11), pages 1805-1821, November.
    18. Deb, Saikat Sovan & Kalev, Petko S. & Marisetty, Vijaya B., 2013. "Flexible price limits: The case of Tokyo Stock Exchange," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 24(C), pages 66-84.
    19. Cosmin Octavian Cepoi & Victor Dragotă & Ruxandra Trifan & Andreea Iordache, 2023. "Probability of informed trading during the COVID-19 pandemic: the case of the Romanian stock market," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-27, December.

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