Skip to main content
Log in

Settlement cycle and day of the week anomaly: empirical evidence from Indian stock market

  • Research Paper
  • Published:
DECISION Aims and scope Submit manuscript

Abstract

Indian stock market was functioning with Accounting Period settlement cycle till December 31, 2001. But as per the recommendation of G-30 which was a group to determine the best international practices for securities clearing and settlements, Indian stock market has adopted T+2 rolling settlement cycle on April 1, 2003. Difference of settlement and clearing cycles of different stock exchanges might lead to the day of the week anomaly. Day anomaly in return and volatility of stock market was found to be affected by settlement cycle, and it changes over the period of time. Therefore, present study tries to investigate the effect of introduction of T+2 settlement cycle on day of the week anomaly in return and volatility of Indian stock market. Study analyzes daily closing price data of Sensex and Nifty over the period January 2, 1991 to January 31, 2013 covering 5,763 samples. Study computes descriptive statistics of each week days for both subperiods as well as for complete sample period. It also applies GARCH (1, 1) model for investigating the presence of day of the week effect in both return and volatility of Indian stock market. Empirical result reveals that before introduction of T+2 settlement, returns of Monday and Thursday were negative, while after the introduction of T+2 settlement, returns of all days are positive. By applying GARCH model, this study concludes that after the introduction of T+2 settlement, day of the week effect exists only in return of Indian stock market, but it does not exist in volatility of Indian stock market.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Aggarwal R, Rivoli P (1989) Seasonal and day-of-the-week effects in four emerging stock markets. Financ Rev 24(4):541–550

    Google Scholar 

  • Agrawal A, Tandon K (1994) Anomalies or illusions? Evidence from Stock Markets in Eighteen Countries. J Int Money Financ 13(10):83–106

    Google Scholar 

  • Ajayi RA, Mehdian S, Perry MJ (2004) the day-of-the-week effect in stock returns: further evidence from eastern European markets. Emerg Mark Financ Trade 40:53–62

    Google Scholar 

  • Aksoy M, Dastan I (2011) Short selling and the day of the week effect for Istanbul stock exchange. Int Res J Financ Econ 70:205–216

    Google Scholar 

  • Alagidede P (2008) Day of the week seasonality in African stock markets. Appl Financ Econ Lett 4:115–120

    Google Scholar 

  • Alejandro RC (2006) Day of the week effect on European stock markets. Int Res J Financ Econ 2:53–70

    Google Scholar 

  • Al-Loughani N, Chappel D (2001) Modelling the day-of-the-week effect in Kuwait stock exchange: a nonlinear GARCH representation. Appl Financ Econ 11:353–359

    Google Scholar 

  • Alt, Fortin, Weinberger (2002) The day-of-the-week effect revisited: an alternative testing approach. Working Paper, Economics Series, Institute for Advanced Studies Vienna

  • Amanulla S, Thiripalraju M (2001) Week end effect: new evidence from the Indian stock market. Vikalpa 26(2):33–50

    Google Scholar 

  • Anwar Y, Mulyadi MS (2009) The day of the week effects in Indonesia, Singapore, and Malaysian Stock Market. MPRA Paper No. 16873

  • Apolinario RMC et al (2006) Day of the week effect on European stock markets. Int Res J Financ Econ 2:53–70

    Google Scholar 

  • Arumugam S (1998) Day of the week effects in stock returns: an empirical evidence from Indian equity market. Prajnan 27(2):171–191

    Google Scholar 

  • Bahadur KCF, Joshi NK (2005) The Nepalese stock market: efficiency and calendar anomalies. Econ Rev 17(17):40

    Google Scholar 

  • Balaban E, Bayar A, Kan OB (2001) Stock returns, seasonality and asymmetric conditional volatility in world equity markets. Appl Econ Lett 8:263–268

    Google Scholar 

  • Basher SA, Sadorsky P (2006) Day-of-the-week effects in emerging stock markets. Appl Econ Lett 13:621–628

    Google Scholar 

  • Beller K, Nofsinger JR (1998) On stock return seasonality and conditional heteroscedasticity. J Financ Res 21:229–246

    Google Scholar 

  • Berument MH, Dogan N (2012) Stock market return and volatility: day-of-the-week effect. J Econ Finan 36:282–302

    Google Scholar 

  • Bhattacharya K, Sarkar N, Mukhopadhyay D (2003) Stability of the day-of-the-week effect in return and in volatility at the Indian capital market: a GARCH approach with proper mean specification. Appl Financ Econ 13:553–563

    Google Scholar 

  • Bin, Benjamin (2011) Day-of-the-week effects: another evidence from top 50 Australian stocks. Eur J Econ Financ Adm Sci 2:24

    Google Scholar 

  • Bollerslev T (1986) A generalized autoregressive conditional heteroscedasticity. J Econ 31(3):307–327

    Google Scholar 

  • Cai J, Li Y, Qi Y (2006) The day-of-the-week effect: new evidence from the Chinese stock market. Chin Econ 39:71–88

    Google Scholar 

  • Chander R, Mehta K, Sharma R (2008) A reexamination of the day-of-the-week effect on the Indian stock markets. Icfai J Appl Financ 14(4):5–20

    Google Scholar 

  • Charles AL (2010) Does the day-of-the-week effect on volatility improve the volatility forecasts? Appl Econ Lett 17:257–262

    Google Scholar 

  • Chen Y, Liang B (2004) Timing ability in the focus market of Asian country. J Financ 59(6):2871–2901

    Google Scholar 

  • Chen G, Kwok C, Rui O (2001) The day-of-the-week regularity in the stock markets of China. J Multinatl Financ Manag 11:139–163

    Google Scholar 

  • Chia RCJ, Liew VKS (2010) Evidence on the day-of-the-week effect and asymmetric behavior in the Bombay stock exchange. IUP J Appl Financ 16(6):17

    Google Scholar 

  • Chiaku CN (2006) Stock market returns analysis, day of the week effect, volatility of returns: evidence from European Financial Markets 1997–2004. Int Res J Financ Econ 1:112–124

    Google Scholar 

  • Cho YH, Linton O, Whang YJ (2007) Are there Monday effects in stock returns: a stochastic dominance approach. J Empir Financ 14:736–755

    Google Scholar 

  • Chong R et al (2005) Pre-holiday effects: international evidence on the declinend reversal of a stock market anomaly. J Int Money Financ 24:1226–1236

    Google Scholar 

  • Choudhry T (2000) Day-of-the-week effect in emerging Asian stock markets: evidence from the GARCH model. Appl Financ Lett 10:235–242

    Google Scholar 

  • Chowdhury, Sharmin (2010) Does cross-sectional risk explain day-of-the-week effects In Bangladesh stock market? Int Res J Financ Econ 93:84

    Google Scholar 

  • Clare AD, Ibrahim MSB, Thomas SH (1998) The impact of settlement procedures on day-of-the- week effects: evidence from The Kuala Lumpur stock exchange. J Bus Financ Account 25:401–418

    Google Scholar 

  • Connolly R (1989) An examination of the robustness of the weekend effect. J Financ Quant Anal 24:133–169

    Google Scholar 

  • Coutts JA, Kaplanidis C, Roberts J (2000) Security price anomalies in an emerging market: the case of the Athens stock exchange. Appl Financ Econ 10:561–571

    Google Scholar 

  • Debasish SS (2012) Stock price seasonality effect and trading strategy: an empirical study of selected it companies in India. Bus Manag Edu 10(2):264–288

    Google Scholar 

  • Demirer T, Karan M (2002) An investigation of the day-of-the-week effect on stock returns in Turkey. Emerg Mark Financ Trade 38(6):47–77

    Google Scholar 

  • Dhaoui, Farhani, Garfatta (2011) Stock return and trading volume distribution across the day-of-the-week: evidence from the Japanese stock market. J Econ Social Stud 2(1)

  • Dickey DA, Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74(366):427–431. doi:10.2307/2286348

    Google Scholar 

  • Dickey DA, Fuller WA (1981) Likelihood ratio statistics for autoregressive time series with a unit root. Econ J Econ Soc 49(4):1057–1072. doi:10.2307/1912517

    Google Scholar 

  • Dicle M, Hassan K (2007) Day of the week effect in Istanbul stock exchange. Sci J Adm Dev 5:53–83

    Google Scholar 

  • Dimitrios, Katerina (2003) Market anomalies. In: European Financial Management Association Conference Proceedings, pp 87–92

  • Doyle JR, Chen CH (2007) The wandering weekday effect in major stock markets. J Bank Financ 33:1388–1399

    Google Scholar 

  • Draper P, Paudyal K (2002) Explaining monday return. J Financ Res 25(4):507–520

    Google Scholar 

  • Fields MJ (1931) Stock prices: a problem in verification. J Bus 7:415–418

    Google Scholar 

  • Foo MW, Kok KL (2000) Seasonal anomalies of stocks on the Kuala Lumpur stock exchange second board. Cap Mark Rev 8:123–145

    Google Scholar 

  • Fountas S, Segredakis KN (2002) Emerging stock markets return seasonalities: the January effect and the tax-loss selling hypothesis. Appl Financ Econ 12:291–299

    Google Scholar 

  • French K (1980) Stock returns and the weekend effect. J Financ Econ 8(1):55–70

    Google Scholar 

  • Gao L, Kling G (2005) Calendar effects in Chinese stock market. Ann Econ Financ 6:75–88

    Google Scholar 

  • Gardeazabal J, Regulez M (2004) A factor model of seasonality in stock returns. Q Rev Econ Financ 44:224–236

    Google Scholar 

  • Gibbons M, Hess P (1981) Day of the week effects and asset returns. J Bus 54:579–596

    Google Scholar 

  • Goswami R, Angshuman R (2000) Day of the week effect on the bombay stock exchange. ICFAI J Appl Financ 6:31–46

    Google Scholar 

  • Guidi F (2010) Day-of-the-week effect and market efficiency in the Italian stock market: an empirical analysis. IUP J Appl Financ 16(2):5–51

    Google Scholar 

  • Gupta A (2006) Day-of-the-week effect on the Indian stock market: new evidence. ICFAI J Appl Financ 12(8):5–14

    Google Scholar 

  • Hakan B, Halil K (2001) The day of the week effect on stock market volatility. J Econ Financ 25(2):181–190

    Google Scholar 

  • Ho R, Cheung Y (1994) Seasonal pattern in volatility in Asian stock markets. Appl Financ Econ 4:61–67

    Google Scholar 

  • Högholm K, Knif J (2009) The impact of portfolio aggregation on day-of-the-week effect: evidence from Finland. Global Financ J 20:67–79

    Google Scholar 

  • Holden KH, Thompson J, Ruangrit Y (2005) The Asian crisis and calendar effects on stock returns in Thailand. Eur J Oper Res 163:242–252

    Google Scholar 

  • Huang Hu, Liao (2010) Short sale, stock liquidity, and the day-of-the-week effect: evidence from the Taiwan stock market. Rev Pac Basin Financ Mark Polic 13(1):71–90

    Google Scholar 

  • Hui T (2005) Day-of-the-week effects in U.S. And Asia-Pacific stock markets during the Asian financial crisis: a non-parametric approach. Omega 33:277–282

    Google Scholar 

  • Hussain F (2000) The day of the week effect in the pakistani equity market: an investigation. Lahore J Econ 5(1):93–98

    Google Scholar 

  • Islam S, Watanapalachaikul S (2005) Models for anomalies studies. In: Muller WA, Bihn M (eds) Empirical finance: modelling and analysis of emerging financial and stock markets. Physica-Verlag, Heidelberg, pp 107–122

    Google Scholar 

  • Jaffe J, Westerfield R (1985) The week-end effect in common stock returns: the international evidence. J Financ 40:433–454

    Google Scholar 

  • Kamath R, Chusanachoti J (2002) An investigation of the day-of-the-week effect in Korea: has the anomalous effect vanished in the 1990s? Int J Bus 7(1):47–62

    Google Scholar 

  • Kamath & Liu (2011) An investigation of the day-of-the-week effect on the Istanbul stock exchange of Turkey. J Int Bus Res 9(1):15–27

    Google Scholar 

  • Karmakar M, Chakraborty M (2000) A curious finding of day-of-the-week effect in the Indian stock market. Indian Capital Markets: Trends and Dimensions. Tata McGraw-Hill, New Delhi

    Google Scholar 

  • Kaur H (2004) Time varying volatility in the Indian stock market. Vikalpa: J Decis Makers 29:25–42

    Google Scholar 

  • Keef SP, McGuinness PB (2001) Changes in settlement regime and the modulation of day-of-the-week effect in stock returns. Appl Financ Econ 11:361–372

    Google Scholar 

  • Keim DB, Stambaugh RF (1984) A further investigation of the weekend effect in stock returns. J Financ 39:819–835

    Google Scholar 

  • Kelly F (1930) Why you win or lose: the psychology of speculation. Houghton Mifflin, Boston

    Google Scholar 

  • Kiymaz H, Berument H (2003) The day of the week effect on stock market volatility and volume: international evidence. Rev Financ Econ 12:363–380

    Google Scholar 

  • Kok KL, Wong YC (2004) Seasonal anomalies of stocks in ASEAN equity markets. Sunway Coll J 1:1–11

    Google Scholar 

  • Kumari D, Mahendra R (2006) Day-of-the-week and other market anomalies in the Indian stock market. Int J Emerg Mark 1(3):235–246

    Google Scholar 

  • Lakonishok J, Levi M (1982) Weekend effects in stock returns: a note. J Financ 37(3):883–889

    Google Scholar 

  • Lakonishok J, Smidt S (1990) Are seasonal anomalies real? a ninety-year perspective. Rev Financ Stud 1:403–425

    Google Scholar 

  • Lean HH, Smyth R, Wong WK (2007) Revisiting calendar anomalies in Asian stock markets using a stochastic dominance approach. J Multinatl Financ Manag 17:125–141

    Google Scholar 

  • Lim Ho, Dollery (2010) An empirical analysis of calendar anomalies in the Malaysian stock market. Appl Financ Econ 20:255–264

    Google Scholar 

  • Liu, Li (2010) Day-of-the-week effects: another evidence from top 50 Australian stocks. Eur J Econ Financ Adm Sci 24:79–87

    Google Scholar 

  • Lucey BM (2000) Anomalous daily seasonality in Ireland? Appl Econ Lett 7:637–640

    Google Scholar 

  • Madureira LL, Leal RPC (2001) Elusive anomalies in the Brazilian stock market. Int Rev Financ Anal 10:123–134

    Google Scholar 

  • Marrett GE, Worthington AC (2008) The day-of-the-week effect in the Australian stock market: an empirical note on the market, industry and small cap effects. Int J Bus Manag 3:3–8

    Google Scholar 

  • McGuinness PB (2005) A re-examination of the holiday effect in stock returns: the case of Hong Kong. Appl Financ Econ 15:1107–1123

    Google Scholar 

  • Mehdian S, Perry MJ (2001) The reversal of the monday effect: new evidence from US equity markets. J Bus Financ Account 28(7–8):1043–1064

    Google Scholar 

  • Mills T, Coutts J (1995) Calendar effects in the London stock exchange FT-SE indices. Eur J Financ 1:79–93

    Google Scholar 

  • Mookerjee R, Yu Q (1999) An empirical analysis of the equity markets in China. Rev Financ Econ 8:41–60

    Google Scholar 

  • Muhammad, Rahman (2010) Efficient market hypothesis and market anomaly: evidence from day-of-the week effect of Malaysian exchange. Int J Econ Financ 2(2):35–42

    Google Scholar 

  • Nageswari P, Selvam M, Gayathri J (2011) Analysis of monthly effect in Indian stock market. Res J Bus Manag 5(4):170–177

    Google Scholar 

  • Nath GC, Dalvi M (2004) Day of the week effect and market efficiency evidence from indian equity market using high frequency data of national stock exchange. In: Paper Presented at The Center for Analytical Finance, Indian School of Business, Hyderabad, December, pp 19–21

  • Padhi P (2010). Days-of-the-week-effect and stock return volatility: theory and empirical evidence. Adv Manag, 3(4)

  • Paul A, Theodore P (2006) Modeling and forecasting volatility of returns on the Ghana stock exchange using GARCH models. J Emerg Mark Financ 4(2):115–132

    Google Scholar 

  • Peiro A (1994) Daily seasonality in stock returns: further international evidence. Econ Lett 45:227–232

    Google Scholar 

  • Poshakwale S, Murinde V (2011) Modeling the volatility in East European emerging stock markets: evidence on Hungary and Poland. Appl Financ Econ 11:445–456

    Google Scholar 

  • Prokop J (2010) On the persistence of a calendar anomaly: the day-of-the-week effect in German and US stock market returns. Int Res J Financ Econ 54:176–190

    Google Scholar 

  • Roll R (1983) The turn-of-the-year effect and the return premia of small firms. J Q Rev Econ Financ 44:224–236

    Google Scholar 

  • Rosenberg M (2004) The monthly effect in stock returns and conditional heteroscedasticity. Am Econ 48:67–73

    Google Scholar 

  • Sarma SN (2004) Stock market seasonality in an emerging market. Vikalpa: J Decis Makers 29:35–41

    Google Scholar 

  • Savva CS, Osborn DR, Gill L (2006) The day-of-the-week effect: evidence from six european stocks markets and the US, Working Paper, University of Manchester, England

  • Shaheen R (2006) Stock returns and the day of the week effect: Karachi stock exchange. Paper Presented At Campus for Finance Research Conference, Germany, January 16–17, 2008

  • Singhal A, Bahure V (2009) Weekend effect of stock rectums in the Indian market. Great Lakes Herald 3:12–22

    Google Scholar 

  • Steeley JM (2001) A note on information seasonality and the disappearance of the weekend effect in the UK stock market. J Bank Financ 25:1941–1956

    Google Scholar 

  • Tachiwou AM (2010) Day-of-the-week-effects in West African regional stock market. Int J Econ Financ 2(4):167–173

    Google Scholar 

  • Tan RSK, Wong NT (1998) The diminishing calendar anomalies in the stock exchange of Singapore. Appl Financ Econ 8:119–125

    Google Scholar 

  • Thomas H (2002) Trends and calendar effects in stock returns. Aust Tech Anal Assoc J 40:222–234

    Google Scholar 

  • Tong W (2000) International evidence on weekend anomalies. J Financ Res 23(4):495–522

    Google Scholar 

  • Tsangarakis NV (2007) The day-of-the-week effect in the Athens stock exchange (ASE). Appl Financ Econ 17:1447–1454

    Google Scholar 

  • Ullah, Usman (2010) Market efficiency anomalies: a study of day of the week effect in Pakistani stock market. Interdiscip J Contemp Res Bus 2(6):272–282

    Google Scholar 

  • Ulussever Yumusak, Kar (2011) The day-of-the-week effect in the Saudi stock exchange: a non-linear Garch analysis. J Econ Social Stud 1(1):9–23

    Google Scholar 

  • Wang K, Li Y, Erickson J (1997) A new look at the Monday effect. J Financ 52(5):2171–2186

    Google Scholar 

  • Wickremasinghe GB (2007) Seasonality of emerging stock markets: evidence from the colombo stock exchange. ICFAI J Appl Financ 13(6):43–65

    Google Scholar 

  • Wong KA, Hui TK, Chang CY (1992) Day-of-the week effect: evidence from the developing stock markets. Appl Financ Econ 2:49–56

    Google Scholar 

  • Worthington AC (2010) The decline of calendar seasonality in the Australian stock exchange, 1958–2005. Ann Financ 6:421–433

    Google Scholar 

  • Yadav PK, Pope PF (1992) Intraweek and intraday seasonalities in stock market risk premia: cash and futures. J Bank Financ 16:233–270

    Google Scholar 

  • Yakob Beal, Delpachitra (2005) Seasonality in the Asia Pacific stock markets. J Asset Manag 6(4):298–318

    Google Scholar 

  • Zafar Urooj, Amjed (2010) Karachi stock exchange: testing day of the week effect. Interdiscip J Contemp Res Bus 2(5):78–89

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Samveg A. Patel.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Patel, S.A., Mallikarjun, M. Settlement cycle and day of the week anomaly: empirical evidence from Indian stock market. Decision 41, 327–337 (2014). https://doi.org/10.1007/s40622-014-0050-4

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40622-014-0050-4

Keywords

Navigation