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The cross-section of January effect

Author

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  • Arbab Khalid Cheema

    (University of Northampton)

  • Wenjie Ding

    (Sun Yat-Sen University)

  • Qingwei Wang

    (Cardiff Business School)

Abstract

We examine the cross-sectional January effect among portfolios that long sentiment-prone and difficult-to-arbitrage stocks and short sentiment-insensitive and easy-to-arbitrage stocks. These long-short portfolios on average earn over 20 times higher returns in January than in a non-January month. 85% of the cross-sectional January effect comes from its long legs, consistent with a sentiment-driven mispricing explanation. The cross-sectional January effect persists over time and remains significant after accounting for common risk factors and time-varying factor loadings.

Suggested Citation

  • Arbab Khalid Cheema & Wenjie Ding & Qingwei Wang, 2023. "The cross-section of January effect," Journal of Asset Management, Palgrave Macmillan, vol. 24(6), pages 513-530, October.
  • Handle: RePEc:pal:assmgt:v:24:y:2023:i:6:d:10.1057_s41260-023-00324-1
    DOI: 10.1057/s41260-023-00324-1
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    as
    1. Tinic, Seha M. & West, Richard R., 1984. "Risk and return : Janaury vs. the rest of the year," Journal of Financial Economics, Elsevier, vol. 13(4), pages 561-574, December.
    2. Moller, Nicholas & Zilca, Shlomo, 2008. "The evolution of the January effect," Journal of Banking & Finance, Elsevier, vol. 32(3), pages 447-457, March.
    3. Chen, Zhongdong & Daves, Phillip R., 2018. "The January sentiment effect in the U.S. stock market," International Review of Financial Analysis, Elsevier, vol. 59(C), pages 94-104.
    4. Kramer, Charles, 1994. "Macroeconomic Seasonality and the January Effect," Journal of Finance, American Finance Association, vol. 49(5), pages 1883-1891, December.
    5. Stoll, Hans R. & Whaley, Robert E., 1983. "Transaction costs and the small firm effect," Journal of Financial Economics, Elsevier, vol. 12(1), pages 57-79, June.
    6. Philip Hans Franses, 2020. "Correcting the January optimism effect," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 39(6), pages 927-933, September.
    7. Ang, Andrew & Kristensen, Dennis, 2012. "Testing conditional factor models," Journal of Financial Economics, Elsevier, vol. 106(1), pages 132-156.
    8. Aretz, Kevin & Bartram, Söhnke M. & Pope, Peter F., 2010. "Macroeconomic risks and characteristic-based factor models," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1383-1399, June.
    9. R. David Mclean & Jeffrey Pontiff, 2016. "Does Academic Research Destroy Stock Return Predictability?," Journal of Finance, American Finance Association, vol. 71(1), pages 5-32, February.
    10. Fant, L Franklin & Peterson, David R, 1995. "The Effect of Size, Book-to-Market Equity, Prior Returns, and Beta on Stock Returns: January versus the Remainder of the Year," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 18(2), pages 129-142, Summer.
    11. Kelly, Bryan T. & Moskowitz, Tobias J. & Pruitt, Seth, 2021. "Understanding momentum and reversal," Journal of Financial Economics, Elsevier, vol. 140(3), pages 726-743.
    12. Lior Menzly & Tano Santos & Pietro Veronesi, 2004. "Understanding Predictability," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 1-47, February.
    13. Blume, Marshall E. & Stambaugh, Robert F., 1983. "Biases in computed returns : An application to the size effect," Journal of Financial Economics, Elsevier, vol. 12(3), pages 387-404, November.
    14. Schultz, Paul, 1985. "Personal Income Taxes and the January Effect: Small Firm Stock Returns before the War Revenue Act of 1917: A Note," Journal of Finance, American Finance Association, vol. 40(1), pages 333-343, March.
    15. Martin Lettau & Sydney Ludvigson, 2001. "Resurrecting the (C)CAPM: A Cross-Sectional Test When Risk Premia Are Time-Varying," Journal of Political Economy, University of Chicago Press, vol. 109(6), pages 1238-1287, December.
    16. Chen, Zhongdong & Schmidt, Adam & Wang, Jin’ai, 2021. "Retail investor risk-seeking, attention, and the January effect," Journal of Behavioral and Experimental Finance, Elsevier, vol. 30(C).
    17. 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.
    18. Hirshleifer, David & Jiang, Danling & DiGiovanni, Yuting Meng, 2020. "Mood beta and seasonalities in stock returns," Journal of Financial Economics, Elsevier, vol. 137(1), pages 272-295.
    19. Roll, Richard, 1981. "A Possible Explanation of the Small Firm Effect," Journal of Finance, American Finance Association, vol. 36(4), pages 879-888, September.
    20. Honghui Chen & Vijay Singal, 2004. "All Things Considered, Taxes Drive The January Effect," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 27(3), pages 351-372, September.
    21. Stilianos Fountas & Konstantinos N. Segredakis, 1999. "Emerging Stock Markets Return Seasonalities: the January Effect and the Tax-Loss Selling Hypothesis," Working Papers 37, National University of Ireland Galway, Department of Economics, revised 1999.
    22. 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.
    23. John Y. Campbell & John H. Cochrane, 2000. "Explaining the Poor Performance of Consumption‐based Asset Pricing Models," Journal of Finance, American Finance Association, vol. 55(6), pages 2863-2878, December.
    24. Gould, John & Yang, Joey W. & Singh, Ranjodh & Yeo, Ben, 2023. "The seasonality of lottery-like stock returns," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 383-400.
    25. Wagner, Moritz & Lee, John Byong-Tek & Margaritis, Dimitris, 2022. "Mutual fund flows and seasonalities in stock returns," Journal of Banking & Finance, Elsevier, vol. 144(C).
    26. Cooper, Michael J. & McConnell, John J. & Ovtchinnikov, Alexei V., 2006. "The other January effect," Journal of Financial Economics, Elsevier, vol. 82(2), pages 315-341, November.
    27. Dongcheol Kim, 2006. "On the Information Uncertainty Risk and the January Effect," The Journal of Business, University of Chicago Press, vol. 79(4), pages 2127-2162, July.
    28. Wenjie Ding & Khelifa Mazouz & Qingwei Wang, 2019. "Investor sentiment and the cross-section of stock returns: new theory and evidence," Review of Quantitative Finance and Accounting, Springer, vol. 53(2), pages 493-525, August.
    29. Wei-Fong Pan, 2020. "Does Investor Sentiment Drive Stock Market Bubbles? Beware of Excessive Optimism!," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 21(1), pages 27-41, January.
    30. Gu, Anthony Yanxiang, 2003. "The declining January effect: evidences from the U.S. equity markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 43(2), pages 395-404.
    31. Rozeff, Michael S. & Kinney, William Jr., 1976. "Capital market seasonality: The case of stock returns," Journal of Financial Economics, Elsevier, vol. 3(4), pages 379-402, October.
    32. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    33. Stambaugh, Robert F. & Yu, Jianfeng & Yuan, Yu, 2012. "The short of it: Investor sentiment and anomalies," Journal of Financial Economics, Elsevier, vol. 104(2), pages 288-302.
    34. 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.
    35. Khushboo Aggarwal & Mithilesh Kumar Jha, 2023. "Stock returns seasonality in emerging asian markets," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 30(1), pages 109-130, March.
    36. Seyed Mehdian & Mark Perry, 2002. "Anomalies in US equity markets: a re-examination of the January effect," Applied Financial Economics, Taylor & Francis Journals, vol. 12(2), pages 141-145.
    37. Yousra Trichilli & Mouna Abdelhédi & Mouna Boujelbène Abbes, 2020. "The thermal optimal path model: Does Google search queries help to predict dynamic relationship between investor’s sentiment and indexes returns?," Journal of Asset Management, Palgrave Macmillan, vol. 21(3), pages 261-279, May.
    38. De Long, J Bradford & Andrei Shleifer & Lawrence H. Summers & Robert J. Waldmann, 1990. "Noise Trader Risk in Financial Markets," Journal of Political Economy, University of Chicago Press, vol. 98(4), pages 703-738, August.
    39. Seyed Mehdian & Mark J. Perry, 2001. "The Reversal of the Monday Effect: New Evidence from US Equity Markets," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(7&8), pages 1043-1065.
    40. Seyed Mehdian & Mark J. Perry, 2001. "The Reversal of the Monday Effect: New Evidence from US Equity Markets," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(7‐8), pages 1043-1065, September.
    41. 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.
    42. Chang, Eric C. & Pinegar, J. Michael, 1989. "Seasonal Fluctuations in Industrial Production and Stock Market Seasonals," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 24(1), pages 59-74, March.
    43. Ding, Wenjie & Mazouz, Khelifa & Wang, Qingwei, 2021. "Volatility timing, sentiment, and the short-term profitability of VIX-based cross-sectional trading strategies," Journal of Empirical Finance, Elsevier, vol. 63(C), pages 42-56.
    44. Keloharju, Matti & Linnainmaa, Juhani T. & Nyberg, Peter, 2021. "Are return seasonalities due to risk or mispricing?," Journal of Financial Economics, Elsevier, vol. 139(1), pages 138-161.
    45. Keim, Donald B., 1989. "Trading patterns, bid-ask spreads, and estimated security returns : The case of common stocks at calendar turning points," Journal of Financial Economics, Elsevier, vol. 25(1), pages 75-97, November.
    46. Ogden, Joseph P, 1990. "Turn-of-Month Evaluations of Liquid Profits and Stock Returns: A Common Explanation for the Monthly and January Effects," Journal of Finance, American Finance Association, vol. 45(4), pages 1259-1272, September.
    47. James A. Ligon, 1997. "A Simultaneous Test Of Competing Theories Regarding The January Effect," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 20(1), pages 13-32, March.
    48. 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.
    49. Lily Qiu & Ivo Welch, 2004. "Investor Sentiment Measures," NBER Working Papers 10794, National Bureau of Economic Research, Inc.
    50. Chang, Eric C. & Pinegar, J. Michael, 1990. "Stock Market Seasonals and Prespecified Multifactor Pricing Relations," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 25(4), pages 517-533, December.
    51. Sidney B. Wachtel, 1942. "Certain Observations on Seasonal Movements in Stock Prices," The Journal of Business, University of Chicago Press, vol. 15, pages 184-184.
    52. 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.
    53. Chen, Shiu-Sheng, 2011. "Lack of consumer confidence and stock returns," Journal of Empirical Finance, Elsevier, vol. 18(2), pages 225-236, March.
    54. L. Franklin Fant & David R. Peterson, 1995. "The Effect Of Size, Book-To-Market Equity, Prior Returns, And Beta On Stock Returns: January Versus The Remainder Of The Year," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 18(2), pages 129-142, June.
    55. Birru, Justin, 2018. "Day of the week and the cross-section of returns," Journal of Financial Economics, Elsevier, vol. 130(1), pages 182-214.
    56. Bhardwaj, Ravinder K & Brooks, LeRoy D, 1992. "The January Anomaly: Effects of Low Share Price, Transaction Costs, and Bid-Ask Bias," Journal of Finance, American Finance Association, vol. 47(2), pages 553-575, June.
    57. Michael Lemmon & Evgenia Portniaguina, 2006. "Consumer Confidence and Asset Prices: Some Empirical Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 19(4), pages 1499-1529.
    58. Juan Rendon & William Ziemba, 2007. "Is the January effect still alive in the futures markets?," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 21(3), pages 381-396, September.
    59. Massa, Massimo & Yadav, Vijay, 2015. "Investor Sentiment and Mutual Fund Strategies," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(4), pages 699-727, August.
    60. Gultekin, Mustafa N. & Gultekin, N. Bulent, 1983. "Stock market seasonality : International Evidence," Journal of Financial Economics, Elsevier, vol. 12(4), pages 469-481, December.
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    More about this item

    Keywords

    January effect; Investor sentiment; Limits to arbitrage; Cross-section; Stock returns;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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