IDEAS home Printed from https://ideas.repec.org/a/sae/emffin/v18y2019i1_supplps35-s58.html
   My bibliography  Save this article

Unique Calendar Effects in the Indian Stock Market: Evidence and Explanations

Author

Listed:
  • Harshita
  • Shveta Singh
  • Surendra S. Yadav

Abstract

Covering 20 years (1995–2015), the article ascertains the presence of the month-of-the-year effect in the Indian stock market, for the raw returns series as well as after adjusting for non-linearities of the market. Whether the effect is the same for portfolios of different sizes and values is also ascertained. The threshold generalised autoregressive conditionally heteroskedastic (TGARCH) model is employed to address non-linearity. The results suggest the presence of higher returns in November/December at the index level. Further, only firms with a size smaller than the average exhibit seasonality in the form of the April/May and November/December effect. The value-sorted portfolios exhibit weaker evidence of the December effect. Tax-loss selling, window dressing and behavioural aspects seem to provide the explanation. JEL Classification: C58, G14

Suggested Citation

  • Harshita & Shveta Singh & Surendra S. Yadav, 2019. "Unique Calendar Effects in the Indian Stock Market: Evidence and Explanations," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 18(1_suppl), pages 35-58, April.
  • Handle: RePEc:sae:emffin:v:18:y:2019:i:1_suppl:p:s35-s58
    DOI: 10.1177/0972652719831549
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0972652719831549
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0972652719831549?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. repec:cup:cbooks:9781107034662 is not listed on IDEAS
    2. 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.
    3. T. C. Mills & C. Siriopoulos & R. N. Markellos & D. Harizanis, 2000. "Seasonality in the Athens stock exchange," Applied Financial Economics, Taylor & Francis Journals, vol. 10(2), pages 137-142.
    4. 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.
    5. 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.
    6. Dubois, M. & Louvet, P., 1996. "The day-of-the-week effect: The international evidence," Journal of Banking & Finance, Elsevier, vol. 20(9), pages 1463-1484, November.
    7. Doyle, John R. & Chen, Catherine Huirong, 2009. "The wandering weekday effect in major stock markets," Journal of Banking & Finance, Elsevier, vol. 33(8), pages 1388-1399, August.
    8. Agarwalla, Sobhesh Kumar & Jacob, Joshy & Varma, Jayanth R., 2013. "Four Factor Model in Indian Equities Market," IIMA Working Papers WP2013-09-05, Indian Institute of Management Ahmedabad, Research and Publication Department.
    9. Bing Zhang & Xindan Li, 2006. "Do Calendar Effects Still Exist in the Chinese Stock Markets?," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 4(2), pages 151-163.
    10. Brooks,Chris, 2014. "Introductory Econometrics for Finance," Cambridge Books, Cambridge University Press, number 9781107661455, December.
    11. David R. Gallagher & Matt Pinnuck, 2006. "Seasonality in Fund Performance: An Examination of the Portfolio Holdings and Trades of Investment Managers," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(7‐8), pages 1240-1266, September.
    12. Osamah M. Al‐Khazali, 2008. "The impact of thin trading on day‐of‐the‐week effect," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 7(3), pages 270-284, August.
    13. Lam, Keith S.K. & Tam, Lewis H.K., 2011. "Liquidity and asset pricing: Evidence from the Hong Kong stock market," Journal of Banking & Finance, Elsevier, vol. 35(9), pages 2217-2230, September.
    14. Truong, Cameron, 2011. "Post-earnings announcement abnormal return in the Chinese equity market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(5), pages 637-661.
    15. Hui, Tak-Kee, 2005. "Day-of-the-week effects in US and Asia-Pacific stock markets during the Asian financial crisis: a non-parametric approach," Omega, Elsevier, vol. 33(3), pages 277-282, June.
    16. Charles Bram Cadsby, 1992. "The CAPM and the Calendar: Empirical Anomalies and the Risk-Return Relationship," Management Science, INFORMS, vol. 38(11), pages 1543-1561, November.
    17. H. Kent Baker & Abdul Rahman & Samir Saadi, 2008. "The day‐of‐the‐week effect and conditional volatility: Sensitivity of error distributional assumptions," Review of Financial Economics, John Wiley & Sons, vol. 17(4), pages 280-295, December.
    18. Fortin, Rich, 1990. "Transaction Costs and Day-of-the-Week Effects in the OTC/NASDAQ Equity Market," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 13(3), pages 243-248, Fall.
    19. Sharma, Susan Sunila & Narayan, Paresh Kumar, 2014. "New evidence on turn-of-the-month effects," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 29(C), pages 92-108.
    20. Shveta Singh & P.K. Jain & Surendra Singh Yadav, 2016. "Equity Markets in India," India Studies in Business and Economics, Springer, number 978-981-10-0868-9, December.
    21. Rogalski, Richard J, 1984. "New Findings Regarding Day-of-the-Week Returns over Trading and Non-trading Periods: A Note," Journal of Finance, American Finance Association, vol. 39(5), pages 1603-1614, December.
    22. 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.
    23. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    24. 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.
    25. Mitchell, Jason D & Lian Ong, Li & Izan, H.Y, 2000. "Idiosyncrasies in Australian petrol price behaviour: evidence of seasonalities," Energy Policy, Elsevier, vol. 28(4), pages 243-258, April.
    26. Andrew Worthington, 2010. "The decline of calendar seasonality in the Australian stock exchange, 1958–2005," Annals of Finance, Springer, vol. 6(3), pages 421-433, July.
    27. Ali Akyol, 2011. "Stock returns around nontrading periods: evidence from an emerging market," Applied Financial Economics, Taylor & Francis Journals, vol. 21(20), pages 1549-1560.
    28. Bley, Jorg & Saad, Mohsen, 2010. "Cross-cultural differences in seasonality," International Review of Financial Analysis, Elsevier, vol. 19(4), pages 306-312, September.
    29. Białkowski, Jędrzej & Etebari, Ahmad & Wisniewski, Tomasz Piotr, 2012. "Fast profits: Investor sentiment and stock returns during Ramadan," Journal of Banking & Finance, Elsevier, vol. 36(3), pages 835-845.
    30. 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.
    31. Chang, Yuk Ying & Faff, Robert & Hwang, Chuan-Yang, 2010. "Liquidity and stock returns in Japan: New evidence," Pacific-Basin Finance Journal, Elsevier, vol. 18(1), pages 90-115, January.
    32. Marshall Blume & Robert Stambaugh, "undated". "Biases in Computed Returns: An Application to the Size Effect (Revision of 2-83)," Rodney L. White Center for Financial Research Working Papers 11-83, Wharton School Rodney L. White Center for Financial Research.
    33. Auer, Benjamin R. & Rottmann, Horst, 2014. "Is there a Friday the 13th effect in emerging Asian stock markets?," Journal of Behavioral and Experimental Finance, Elsevier, vol. 1(C), pages 17-26.
    34. David R. Gallagher & Matt Pinnuck, 2006. "Seasonality in Fund Performance: An Examination of the Portfolio Holdings and Trades of Investment Managers," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(7‐8), pages 1240-1266, September.
    35. 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.
    36. Dyl, Edward A, 1977. "Capital Gains Taxation and Year-End Stock Market Behavior," Journal of Finance, American Finance Association, vol. 32(1), pages 165-175, March.
    37. 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.
    38. 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.
    39. Zainudin Arsad & J. Andrew Coutts, 1997. "Security price anomalies in the London International Stock Exchange: a 60 year perspective," Applied Financial Economics, Taylor & Francis Journals, vol. 7(5), pages 455-464.
    40. Kayacetin, Volkan & Lekpek, Senad, 2016. "Turn-of-the-month effect: New evidence from an emerging stock market," Finance Research Letters, Elsevier, vol. 18(C), pages 142-157.
    41. Cakici, Nusret & Fabozzi, Frank J. & Tan, Sinan, 2013. "Size, value, and momentum in emerging market stock returns," Emerging Markets Review, Elsevier, vol. 16(C), pages 46-65.
    42. Rich Fortin, 1990. "Transaction Costs And Day-Of-The-Week Effects In The Otc/Nasdaq Equity Market," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 13(3), pages 243-248, September.
    43. Urquhart, Andrew & Hudson, Robert, 2013. "Efficient or adaptive markets? Evidence from major stock markets using very long run historic data," International Review of Financial Analysis, Elsevier, vol. 28(C), pages 130-142.
    44. 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.
    45. Sharma, Susan Sunila & Narayan, Paresh Kumar, 2011. "Firm heterogeneity and calendar anomalies," Working Papers fe_2011_12, Deakin University, Department of Economics.
    46. Ruth Seow Kuan Tan & Wong Nee Tat, 1998. "The diminishing calendar anomalies in the stock exchange of Singapore," Applied Financial Economics, Taylor & Francis Journals, vol. 8(2), pages 119-125.
    47. Mohammed S. Khaled & Stephen P. Keef, 2012. "Calendar anomalies in REITs: international evidence," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 30(4), pages 375-388, July.
    48. Chong, Ryan & Hudson, Robert & Keasey, Kevin & Littler, Kevin, 2005. "Pre-holiday effects: International evidence on the decline and reversal of a stock market anomaly," Journal of International Money and Finance, Elsevier, vol. 24(8), pages 1226-1236, December.
    49. Turki Abalala & Robert Sollis, 2015. "The Saturday effect: an interesting anomaly in the Saudi stock market," Applied Economics, Taylor & Francis Journals, vol. 47(58), pages 6317-6330, December.
    50. J. Andrew Coutts & Mohamed Sheikh, 2002. "The anomalies that aren't there: the weekend, January and pre-holiday effects on the all gold index on the Johannesburg Stock Exchange 1987-1997," Applied Financial Economics, Taylor & Francis Journals, vol. 12(12), pages 863-871.
    51. 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.
    52. Jaffe, Jeffrey & Keim, Donald B & Westerfield, Randolph, 1989. " Earnings Yields, Market Values, and Stock Returns," Journal of Finance, American Finance Association, vol. 44(1), pages 135-148, March.
    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. Katircioglu, Setareh & Katircioglu, Salih, 2023. "The effects of environmental taxation on stock returns of renewable energy producers: Evidence from Turkey," Renewable Energy, Elsevier, vol. 208(C), pages 311-323.

    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. 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).
    2. Cameron Truong, 2013. "The January effect, does options trading matter?," Australian Journal of Management, Australian School of Business, vol. 38(1), pages 31-48, April.
    3. 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.
    4. Adam Zaremba & Jacob Koby Shemer, 2018. "Price-Based Investment Strategies," Springer Books, Springer, number 978-3-319-91530-2, November.
    5. Philip Brown & Andrew Ferguson & Sam Sherry, 2010. "Investor behaviour in response to Australia’s capital gains tax," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 50(4), pages 783-808, December.
    6. Chen, Tsung-Cheng & Chien, Chin-Chen, 2011. "Size effect in January and cultural influences in an emerging stock market: The perspective of behavioral finance," Pacific-Basin Finance Journal, Elsevier, vol. 19(2), pages 208-229, April.
    7. Balaban, Ercan & Ozgen, Tolga & Karidis, Socrates, 2018. "Intraday and interday distribution of stock returns and their asymmetric conditional volatility: Firm-level evidence," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 503(C), pages 905-915.
    8. Praveen Kumar Das & S. P. Uma Rao, 2012. "Is The Value Effect Seasonal? Evidence From Global Equity Markets," The International Journal of Business and Finance Research, The Institute for Business and Finance Research, vol. 6(2), pages 21-33.
    9. 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.
    10. Françoise LE QUERE, 2008. "L'habillage de portefeuille par les gérants de fonds dans la littérature : incitations, effets et risques," LEO Working Papers / DR LEO 870, Orleans Economics Laboratory / Laboratoire d'Economie d'Orleans (LEO), University of Orleans.
    11. 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.
    12. Kang, Moonsoo, 2010. "Probability of information-based trading and the January effect," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 2985-2994, December.
    13. Obalade Adefemi A. & Muzindutsi Paul-Francois, 2019. "Calendar Anomalies, Market Regimes, and the Adaptive Market Hypothesis in African Stock Markets," Journal of Management and Business Administration. Central Europe, Sciendo, vol. 27(4), pages 71-94, December.
    14. Françoise Le Quéré, 2010. "L’habillage de portefeuille par les gérants de fonds dans la littérature : incitations, effets et risques," Revue d'Économie Financière, Programme National Persée, vol. 97(2), pages 275-293.
    15. Sun, Qian & Tong, Wilson H.S., 2010. "Risk and the January effect," Journal of Banking & Finance, Elsevier, vol. 34(5), pages 965-974, May.
    16. Mehmet Akbulut & Su Han Chan & Mariya Letdin, 2015. "Calendar Anomalies: Do REITs Behave Like Stocks?," International Real Estate Review, Global Social Science Institute, vol. 18(2), pages 177-215.
    17. Zhiwu Chen & Jan Jindra, 2001. "A Valuation Study of Stock-Market Seasonality and Firm Size," Yale School of Management Working Papers ysm199, Yale School of Management.
    18. Hyung-Suk Choi & Doojin Ryu & Sangik Seok, 2017. "The turn-of-the-year effect in mutual fund flows," Risk Management, Palgrave Macmillan, vol. 19(2), pages 131-157, May.
    19. 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.
    20. Vidal-García, Javier & Vidal, Marta, 2014. "Seasonality and idiosyncratic risk in mutual fund performance," European Journal of Operational Research, Elsevier, vol. 233(3), pages 613-624.

    More about this item

    Keywords

    Market efficiency; anomalies; calendar effect; ARCH models; Indian stock market;
    All these keywords.

    JEL classification:

    • C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

    Statistics

    Access and download statistics

    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:sae:emffin:v:18:y:2019:i:1_suppl:p:s35-s58. 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: SAGE Publications (email available below). General contact details of provider: http://www.ifmr.ac.in .

    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.