IDEAS home Printed from https://ideas.repec.org/a/eee/quaeco/v49y2009i3p1172-1193.html
   My bibliography  Save this article

The persistence of the small firm/January effect: Is it consistent with investors' learning and arbitrage efforts?

Author

Listed:
  • Easterday, Kathryn E.
  • Sen, Pradyot K.
  • Stephan, Jens A.

Abstract

Using improved methodology and an expanded research design, we examine whether the small firm/January effect (Keim, D. B. (1983). Size-related anomalies and stock return seasonality: further empirical evidence. Journal of Financial Economics 12:13-32), is declining over time due to market efficiency. First, we find that January returns are smaller after 1963-1979, but have simply reverted to levels that existed before that time. Second, we show that the January effect is not limited to mature markets but also appears in firms trading on the relatively new NASDAQ exchange in the 1970s. Third, trading volume for small firms in December and January is not different from other months, implying that traders are not actively arbitraging the anomaly. Together, our results suggest that this anomaly continues to defy rational explanation in an efficient market.

Suggested Citation

  • Easterday, Kathryn E. & Sen, Pradyot K. & Stephan, Jens A., 2009. "The persistence of the small firm/January effect: Is it consistent with investors' learning and arbitrage efforts?," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(3), pages 1172-1193, August.
  • Handle: RePEc:eee:quaeco:v:49:y:2009:i:3:p:1172-1193
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1062-9769(08)00057-4
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Roll, Richard, 1981. "A Possible Explanation of the Small Firm Effect," Journal of Finance, American Finance Association, vol. 36(4), pages 879-888, September.
    2. Schwert, G. William, 2003. "Anomalies and market efficiency," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, chapter 15, pages 939-974, Elsevier.
    3. 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.
    4. Lisa R. Anderson & Jeffrey R. Gerlach & Francis J. DiTraglia, 2005. "Yes, Wall Street, There Is a January Effect! Evidence from Laboratory Auctions," Working Papers 15, Department of Economics, College of William and Mary.
    5. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2003. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, edition 1, volume 1, number 1.
    6. Banz, Rolf W., 1981. "The relationship between return and market value of common stocks," Journal of Financial Economics, Elsevier, vol. 9(1), pages 3-18, March.
    7. Fama, Eugene F, 1991. "Efficient Capital Markets: II," Journal of Finance, American Finance Association, vol. 46(5), pages 1575-1617, December.
    8. Kim, O & Verrecchia, Re, 1991. "Trading Volume And Price Reactions To Public Announcements," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 302-321.
    9. Lakonishok, Josef & Smidt, Seymour, 1984. "Volume and turn-of-the-year behavior," Journal of Financial Economics, Elsevier, vol. 13(3), pages 435-455, September.
    10. Fama, Eugene F, 1970. "Efficient Capital Markets: A Review of Theory and Empirical Work," Journal of Finance, American Finance Association, vol. 25(2), pages 383-417, May.
    11. Bamber, Ls, 1986. "The Information-Content Of Annual Earnings Releases - A Trading Volume Approach," Journal of Accounting Research, Wiley Blackwell, vol. 24(1), pages 40-56.
    12. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    13. Lev, B & Ohlson, Ja, 1982. "Market-Based Empirical-Research In Accounting - A Review, Interpretation, And Extension," Journal of Accounting Research, Wiley Blackwell, vol. 20, pages 249-322.
    14. Loughran, Tim, 1993. "NYSE vs NASDAQ returns : Market microstructure or the poor performance of initial public offerings?," Journal of Financial Economics, Elsevier, vol. 33(2), pages 241-260, April.
    15. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2003. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, edition 1, volume 1, number 2.
    16. Ritter, Jay R & Chopra, Navin, 1989. " Portfolio Rebalancing and the Turn-of-the-Year Effect," Journal of Finance, American Finance Association, vol. 44(1), pages 149-166, March.
    17. Branch, Ben, 1977. "A Tax Loss Trading Rule," The Journal of Business, University of Chicago Press, vol. 50(2), pages 198-207, April.
    18. James M. Poterba & Scott J. Weisbenner, 2001. "Capital Gains Tax Rules, Tax‐loss Trading, and Turn‐of‐the‐year Returns," Journal of Finance, American Finance Association, vol. 56(1), pages 353-368, February.
    19. 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.
    20. Mark Rubinstein, 1978. "Competition and Approximation," Bell Journal of Economics, The RAND Corporation, vol. 9(1), pages 280-286, Spring.
    21. Karpoff, Jonathan M., 1987. "The Relation between Price Changes and Trading Volume: A Survey," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 22(1), pages 109-126, March.
    22. Barry, Christopher B. & Brown, Stephen J., 1984. "Differential information and the small firm effect," Journal of Financial Economics, Elsevier, vol. 13(2), pages 283-294, June.
    23. Fama, Eugene F, et al, 1969. "The Adjustment of Stock Prices to New Information," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 10(1), pages 1-21, February.
    24. 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.
    25. 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.
    26. 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.
    27. Givoly, Dan & Ovadia, Arie, 1983. "Year-End Tax-Induced Sales and Stock Market Seasonality," Journal of Finance, American Finance Association, vol. 38(1), pages 171-185, March.
    28. Reinganum, Marc R, 1982. "A Direct Test of Roll's Conjecture on the Firm Size Effect," Journal of Finance, American Finance Association, vol. 37(1), pages 27-35, March.
    29. 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.
    30. Ritter, Jay R, 1988. " The Buying and Selling Behavior of Individual Investors at the Turn of the Year," Journal of Finance, American Finance Association, vol. 43(3), pages 701-717, July.
    31. Francis, J & Pagach, D & Stephan, J, 1992. "The Stock-Market Response To Earnings Announcements Released During Trading Versus Nontrading Periods," Journal of Accounting Research, Wiley Blackwell, vol. 30(2), pages 165-184.
    32. Karpoff, Jonathan M, 1986. "A Theory of Trading Volume," Journal of Finance, American Finance Association, vol. 41(5), pages 1069-1087, December.
    33. Bamber, Linda Smith & Barron, Orie E. & Stober, Thomas L., 1999. "Differential Interpretations and Trading Volume," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 34(3), pages 369-386, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Adam Zaremba & Jacob Koby Shemer, 2018. "Price-Based Investment Strategies," Springer Books, Springer, number 978-3-319-91530-2, November.
    2. Chien-Liang Chiu & Paoyu Huang & Min-Yuh Day & Yensen Ni & Yuhsin Chen, 2024. "Mastery of “Monthly Effects”: Big Data Insights into Contrarian Strategies for DJI 30 and NDX 100 Stocks over a Two-Decade Period," Mathematics, MDPI, vol. 12(2), pages 1-22, January.
    3. Easterday, Kathryn E. & Sen, Pradyot K., 2016. "Is the January effect rational? Insights from the accounting valuation model," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 168-185.
    4. Asness, Clifford & Frazzini, Andrea & Israel, Ronen & Moskowitz, Tobias J. & Pedersen, Lasse H., 2018. "Size matters, if you control your junk," Journal of Financial Economics, Elsevier, vol. 129(3), pages 479-509.
    5. 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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Fernando Rubio, 2005. "Eficiencia De Mercado, Administracion De Carteras De Fondos Y Behavioural Finance," Finance 0503028, University Library of Munich, Germany, revised 23 Jul 2005.
    2. Robert J. Sweeney & Robert F. Scherer & Janet Goulet & Waldemar M. Goulet, 1996. "Investment Behavior and the Small Firm Effect," Journal of Entrepreneurial Finance, Pepperdine University, Graziadio School of Business and Management, vol. 5(3), pages 251-269, Fall.
    3. Easterday, Kathryn E. & Sen, Pradyot K., 2016. "Is the January effect rational? Insights from the accounting valuation model," The Quarterly Review of Economics and Finance, Elsevier, vol. 59(C), pages 168-185.
    4. Adam Zaremba & Jacob Koby Shemer, 2018. "Price-Based Investment Strategies," Springer Books, Springer, number 978-3-319-91530-2, November.
    5. Danny Yeung, 2012. "The Impact of Institutional Ownership: A Study of the Australian Equity Market," PhD Thesis, Finance Discipline Group, UTS Business School, University of Technology, Sydney, number 11, July-Dece.
    6. Bjorn Wahlroos & Tom Berglund, 1984. "Anomalies and Equilibrium Returns in a Small Stock Market," Discussion Papers 589, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
    7. Gabriel Hawawini & Donald B. Keim, "undated". "The Cross Section of Common Stock Returns: A Review of the Evidence and Some New Findings," Rodney L. White Center for Financial Research Working Papers 08-99, Wharton School Rodney L. White Center for Financial Research.
    8. Alin Marius ANDRIEŞ & Iulian IHNATOV & Nicu SPRINCEAN, 2017. "Do Seasonal Anomalies Still Exist In Central And Eastern European Countries? A Conditional Variance Approach," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(4), pages 60-83, December.
    9. Sun, Qian & Tong, Wilson H.S., 2010. "Risk and the January effect," Journal of Banking & Finance, Elsevier, vol. 34(5), pages 965-974, May.
    10. Auer, Benjamin R. & Rottmann, Horst, 2019. "Have capital market anomalies worldwide attenuated in the recent era of high liquidity and trading activity?," Journal of Economics and Business, Elsevier, vol. 103(C), pages 61-79.
    11. Suliman Zakaria Suliman Abdalla, 2015. "An Investigation of the Month-of-The-Year Effect for the Sudanese Stock Market," Working Papers 924, Economic Research Forum, revised Jun 2015.
    12. Gagan Sharma & Srividya Subramaniam & Sanjay Sehgal, 2021. "Are Prominent Equity Market Anomalies in India Fading Away?," Global Business Review, International Management Institute, vol. 22(1), pages 255-270, February.
    13. William Ziemba, 2011. "Investing in the turn-of-the-year effect," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 25(4), pages 455-472, December.
    14. Fatta Bahadur K.C. Ph. D. & Nayan Krishna Joshi, 2005. "The Nepalese Stock Market: Efficient and Calendar Anomalies," NRB Economic Review, Nepal Rastra Bank, Research Department, vol. 17, pages 40-85, April.
    15. Stefanescu, Răzvan & Dumitriu, Ramona, 2020. "Introducere în analiza anomaliilor calendaristice, Partea a doua [An Introduction to the Analysis of the Calendar Anomalies, Part 2]," MPRA Paper 97961, University Library of Munich, Germany.
    16. Moller, Nicholas & Zilca, Shlomo, 2008. "The evolution of the January effect," Journal of Banking & Finance, Elsevier, vol. 32(3), pages 447-457, March.
    17. 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.
    18. Tarunika Jain Agrawal & Sanjay Sehgal & Vibhuti Vasishth, 2020. "Firm Attributes, Corporate Fundamentals and Investment Strategies: An Empirical Study for Indian Stock Market," Management and Labour Studies, XLRI Jamshedpur, School of Business Management & Human Resources, vol. 45(3), pages 366-387, August.
    19. 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).
    20. Praveen Kumar Das & S P Uma Rao, 2011. "Value Premiums And The January Effect: International Evidence," The International Journal of Business and Finance Research, The Institute for Business and Finance Research, vol. 5(4), pages 1-15.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:quaeco:v:49:y:2009:i:3:p:1172-1193. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/620167 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.