Islamic calendar anomalies: evidence from ubiquitous Tunisian stock market

Auteurs

  • Manoubia BEN AMARA TELLILI RED-ISGG, Gabès U., Tunisia
  • Jamel Eddine HENCHIRI RED-ISGG, Gabès U., Tunisia

Mots-clés :

EMH, calendar anomalies, Islamic calendar, weekend effect, January effect, pre-holiday effect, full moon effect, new moon effect, religious holiday effect``, Hijri month effect

Résumé

Some financial places worldwide are located in countries with dual cultures, Western and traditional. The ubiquitous participants in these financial markets are influenced by this dual affiliation, which can affect market reactions and efficiency. We analyse the weak form of informational efficiency in the Tunisian financial market, a place known for its cultural diversity. We study the behaviour of daily returns of the Tunis Stock Exchange index (Tunindex) over the period 1998–2019 by examining the effects of the Gregorian and lunar calendars. Next, we study the effects of the Islamic and civil calendars. Finally, we examine the interaction effects between the two types of calendars, which constitutes the originality of this paper.

First, the weekday effect, the month effect, and the pre-holiday effect were analysed according to the Gregorian calendar. Then, the effects of the full and new moon phases and the Islamic months were tested using the lunar calendar. Finally, the effects of the interaction between the January effect and the Islamic months, as well as the effects related to all holidays regardless of their origin (religious or otherwise), were studied. Using both parametric and non-parametric tests, we find evidence of the weekend effect, the January effect, and the pre-holiday effect in the daily returns of Tunindex. Lunar calendar anomalies are detected, including an effect of the full moon (FM) on the returns of Tunindex and a significant positive and high effect of the Hijri month Rabi' al-Thani, followed by the months of Sha'ban and Ramadan. The estimation results also show that the pre-holiday effects of Eid al-Fitr and Eid al-Adha are not significant.

The results of the combined effects reveal the persistence of the Thursday and Friday effect during the new moon phase. Similarly, the overlap of January with the months of Rabi' al-Thani, Ramadan, Sha'ban, and Shawwal eliminated the January effect on the returns of Tunindex, suggesting that the market has become more efficient.

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Références

Alagidede, P. (2013) “Month of the Year and Pre-holiday Effects in African Stock Markets.” South African Journal of Economics and Management Sciences, 16(1), 64-74.

Ali, I., Akhter, W., & Ashraf, N. (2017) . “Impact of Muslim Holy Days on Asian stock markets: An empirical evidence” . Cogent Economics & Finance (2017), 5: 1311096

Al-Hajieh,H., Redhead, K., & Rodgers,T. “Investor sentiment and calendar anomaly effects. A case study of the impact of Ramadan on Islamic Middle Eastern markets”. Research in International Business …, 2011 – Elsevier

Al-Ississ, M. (2015) . “The holy day effect”. Journal of Behavioral and Experimental Finance 5 (2015) 60–80

Al Rjoub, S. (2010) . “A moving anomaly: The Ramadan effect in the case of Jordan”, Review of Islamic Economics, 2010

Aly, H., Mehdian, S., Perry, M. J. (2004) .“ An analysis of the day-of-the-week effects in the Egyptian stock market”. International Journal of Business, 9(3), 113-137. 2004.

Ayadi, O. F., Dufrene, U. B., and Chatterjee, A. (1998) .“ Stock return seasonalities in low-income African emerging markets.” Managerial Finance, 24(3), 22-33. http://dx.doi.org/10.1108/03074359810765408

Bialkowski, J.P., Etebari, A., & Wisniewski, T.P.(2011) . “Piety and Profits: Stock Market Anomaly During the Muslim Holy Month”. Finance and Corporate Governance Conference 2010 Paper 55 Pages Posted: 9 Sep 2009 Last revised: 19 May 2011

Bouteska, A., Boutheina, R. . “Financial market anomalies : evidence from Tunisia stock market”. Asian Journal of Empirical Research Volume 7, Issue 9(2017) . 338-250

Brahmana, R. K., Hooy, C. W., & Ahmad, Z. (2014). “Moon Effect on Pacific Basin Stock Markets”. Indonesian Capital Market Review.

Chan, M. W. L., Khanthavit, A., &Thomas, H. (1996) . “Seasonality and cultural influences on four Asian stock markets.”, Asian Pacific Journal of Management volume 13, pages1–24 (1996)

Chaouachi, O. (2021). “Impact of the religious festivity on the Tunis Stock Exchange”. Investment Management and Financial Innovations, 18(2), 12-19. doi:10.21511/imfi.18(2).2021.02

Chaouachi, O., Douagi, F. W. B. M. (2014). “Calendar effects in the Tunisian stock exchange.” International Journal of Behavioural Accounting and Finance, 4(4), 281-289. http://dx.doi.org/10.1504/IJBAF.2014.067593

Chukwuogor, C. (2008). “An Econometric Analysis of African Stock Market: Annual Return Analysis, Day-of-the-Week Effect and Volatility of Returns.” International Research Journal of Finance and Economics, 14, 369-378.

Damodaran, A. (1989) .“ The Weekend Effect in Information Releases : A Study of Earnings and Dividend Announcements”. The Review of Financial Studies, Volume 2, Issue 4, October 1989, Pages 607–623, https://doi.org/10.1093/rfs/2.4.607

Daniel, K., Hirshleifer, D., Teoh, S.D. (2002) .“ Investor psychology in capital markets: evidence and policy implications”. Journal of Monetary Economics, 2002, vol. 49, issue 1, 139-209

Darrat, A.F., R Chung, B.L. (2013) .“ Seasonal anomalies : A closer look at the johannesburg stock exchange”. Contemporary Management Research, 2013 - cmr-journal.org

Der-Yuan Yang, Chen-Hsun Lee (2016). Yang, D.-Y., & Lee, C.-H. (2016). The impact of solar and lunar calendars on the Taiwan stock market. Asia Pacific Management Review, 21(3), 142–151.

Dichev, I.D., Janes, T.D. (2003) .“ Lunar Cycle Effects in Stock Returns”. https://ssrn.com/abstract=281665 or http://dx.doi.org/10.2139/ssrn.281665

Dhaoui A (2011). Calendar anomalies in the Tunisian stock market: Empirical evidence. International Journal of Economics and Finance, 3(5), 172–181.

Fama, E. F. (1970) . “Efficient Capital Markets: A Review of Theory and Empirical Work.” The Journal of Finance, 25(2), 383–417. https://doi.org/10.2307/2325486

Fields, M.J., (1934) .“ Security prices and stock exchange holidays in relation to short selling.” The Journal of Business of the University of Chicago, 7(4), pp.328-338.

French, K. R. (1980) . “Stock returns and the weekend effect”. Journal of Financial Economics

Volume 8, Issue 1, March 1980, Pages 55-69 https://doi.org/10.1016/0304-405X(80)90021-5

Frieder,L., & Subrahmanyam, A. (2004) : “Nonsecular Regularities in Returns and Volume” Financial Analysts Journal Volume 60 • Number 4 ©2004, CFA Institute

Gao, Q. (2009). “Lunar phases effect in Chinese stock returns”. International Conference on Business Intelligence and Financial Engineering

Gibbons, M. R., Hess, P. (1981) . “ Day of the Week Effects and Asset Returns”. The Journal of Business, 1981, vol. 54, issue 4, 579-96.

Hammami, F., & Abaoub, E. (2010). Lunar phases, investor mood, and the stock market returns: evidence from the Tunisian Stock Exchange. Global Journal of Finance and Management, 2(1), 1-18.

Hassan, H., & Sarker, A. (2018) . “ Holiday Effect on Stock Market Return : Evidence from Dhaka Stock Exchange (DSE)”. January 2018 SSRN Electronic Journal

Herbst, A. F. (2007). “Lunacy in the stock market—What is the evidence?”, Journal of Bioeconomics, 9(1), 1-18.

Hirshleifer, D., Shumway, T. (2003) . “ Good day sunshine: Stock returns and the weather ” The Journal of Finance, 2003

Husain, F. (1998) . “A seasonality in the Pakistani equity market : the ramadhan effect.” The Pakistan Development Review 37, 1 (Spring 1998) pp. 77—81.

Jaffe, J. F., Westerfield, R. (1985) .“The Week-End Effect in Common Stock Returns”. The International Evidence, Journal of Finance, 40, issue 2, p. 433-54, https://EconPapers.repec.org/RePEc:bla:jfinan:v:40:y:1985:i:2:p:433-54

Jebran, K., & Khan, M. (2014). Examining calendar anomalies in Asian stock markets. Pakistan Journal of Commerce and Social Sciences, 8(1), 174–188.

Jensen, M.C. (1978) . “ Some Anomalous Evidence Regarding Market Efficiency.” Journal of Financial Economics,6,95-101.https://doi.org/10.1016/0304-405X(78)90025-9

Kahneman, D., Riepe, M. D. (1998) . “Aspects of Investor Psychology ”. The Journal of Portfolio Management Summer 1998, 24 (4) 52-65 ; DOI : 10.3905/jpm.1998.409643

Kim, Park (1994). Kim, C.W., & Park, J. (1994). Holiday effects and stock returns: Further evidence. Journal of Financial and Quantitative Analysis, 29(1), 145–157.

Khan, K., Ali Nasir, M., & Rossi M. (2017) . “ The calendar anomalies on performance and volatility of stock market: the effects of Ramadan on Karachi Stock Exchange.”, Global Business and Economics Review, Vol. 19, No. 1, 2017

Lakonishok, J., Smidt, S. (1988) . “ Are Seasonal Anomalies Real? A Ninety-Year Perspective”. Review of Financial Studies, 1, issue 4, p. 403-425, https://EconPapers.repec.org/RePEc:oup:rfinst:v:1:y:1988:i:4:p:403-425.

Lakonishok, J., Maberly, E. (1990) . “ The Weekend Effect: Trading Patterns of Individual and Institutional Investors”. Journal of Finance, 45, issue 1, p. 231-43, https://EconPapers.repec.org/RePEc:bla:jfinan:v:45:y:1990:i:1:p:231-43.

Ligon, J. A. (1997) .“A Simultaneous Test Of Competing Theories Regarding The January Effect”. Journal of Financial Research, 20, issue 1, p. 13-32, https://EconPapers.repec.org/RePEc:bla:jfnres:v:20:y:1997:i:1:p:13-32.

Loewenstein, G. (2000) ."Emotions in Economic Theory and Economic Behavior." American Economic Review, 90 (2) : 426-432.DOI : 10.1257/aer.90.2.426

Lyroudi, K., Papanastasiou, J., Vamvakidis, A. (2004) .“ Foreign Direct Investment And Economic Growth In Transition Economies”. South-Eastern Europe Journal of Economics, 2, issue 1, p. 97-110, https://EconPapers.repec.org/RePEc:seb:journl:v:2:y:2004:i:1:p:97-110

Majeed, U., Abdul Raheman., Sohail, K., Bhatti, G H., & Zulfiqar, B. (2015) . “ Islamic calender events and stock market reaction: evidence from pakistan”

Mustafa (2006). Mustafa, M. (2006). Ramadan and stock market returns in Pakistan. Journal of Islamic Banking and Finance, 23(2), 31–39.Oğuzsoy, C. B., & Güven, S. (2004) . “Holy Days Effect on Istanbul Stock Exchange. ” Journal of Emerging Market Finance, 3(1), 63–75. DOI : 10.1177/097265270400300104

Olowe, R. (2009) . “ Stock return, volatility and the global financial crisis in an emerging market : the Nigerian case”. International Review of Business Research Papers. 5. 426-447.

Öztürk, M.B., Uysal, M., Arslan, H., & Kayhan, T. (2018) . “The impact of calendar anomalies on stock return and volatility: evidence from turkish stock market.”, Ömer Halisdemir University Faculty of Economics and Administrative Sciences Journal (01/ 2018) Volume-Num: 11 (1) ss: 221-238 ISSN: 2564-6931 DOI: 10.25287 / ohuiibf.381031

Rehomme, M.G. & Rejeb, A.B., (2008) .“Modelling moving feasts determined by the islamic calendar: Application to macroeconomic tunisian time series.” Metodoloski zvezki, 5(2), p.173.

Ritter, J. (1998).“ Initial public offerings”. Contemporary Finance Digest. 2. 5-30.

Robiyanto,. & Puryandani, S. (2015) . “The javanese lunar calendar’s effect on indonesian stock returns”. Faculty of economics, universitas diponegoro, indonesia

Rozeff, M. S., Kinney, W., (1976) .“ Capital market seasonality : The case of stock returns”. Journal of Financial Economics, 3, issue 4, p. 379-402, https://EconPapers.repec.org/RePEc:eee:jfinec:v:3:y:1976:i:4:p:379-402.

Sasikirono, N., Meidiaswati, H. (2017) . “Holiday Effect in the Indonesian Stock Market”. Indonesia Advances in Intelligent Systems Research, volume 131.

Sathyanarayanan, S., & Sivakumar, N. (2008). “lunar cycles in the indian stock market–a study of BSE Sensex”, Information Scientist, Sri Sathya Sai University, Brindavan Campus.

Seif, M., Docherty,P., Shamsuddin, A.(2017) .“ Seasonal anomalies in advanced emerging stock markets”. The Quarterly Review of Economics …, 2017 - Elsevier

Seyyed, F J., Abraham, A., &Al-Hajji, M. (2005) . “Seasonality in stock returns and volatility: The Ramadan effect” Research in International Business and Finance 19 (3), 374-383

Sivakumar, N., & Sathyanarayanan, S. (2009). “Do Krishna Paksha (new moon phase) and Shukla Paksha (full moon phase) affect the Indian stock market?–A study of lunar cycles in the Bombay Stock Exchange”, International Journal of Indian Culture and Business Management, 2(3), 281-294.

Sonjaya, A. R., & Wahyudi, I. (2016). .“ The Ramadan effect: illusion or reality?.” Arab Economic and Business Journal, 11(1), 55-71.

Thaler, R. H. (1987) . “Anomalies: The January Effect ”. Journal Of Economic Perspectives. Vol. 1, no. 1, summer 1987. (pp. 197-201).

Touiti, Mariem and Henchiri, Jamel Eddine, Risk and Performance of Islamic Indexes During Subprime Crisis (June 15, 2016). Available at SSRN: 2917060

Yen, G., Lee, C. F., Chen, C. L., & Lin, W. C. (2001). “On the Chinese Lunar New Year effect in six Asian stock markets: An empirical analysis (1991–2000)”. Review of Pacific Basin Financial Markets and Policies, 4(04), 463-478.

Yuan, Zheng, Zhu (2006). Yuan, K., Zheng, L., & Zhu, Q. (2006). Are investors moonstruck? Lunar phases and stock returns. Journal of Empirical Finance, 13(1), 1–23.

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Publiée

2025-10-07

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BEN AMARA TELLILI , M., & HENCHIRI , J. E. (2025). Islamic calendar anomalies: evidence from ubiquitous Tunisian stock market. Revue Francophone, 3(3). Consulté à l’adresse https://revuefrancophone.fr/index.php/home/article/view/81

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