Investigation of Calendar-based Inefficiencies in South Asian Equity Markets: Fresh Evidence from a GJR-GARCH Approach
DOI:
https://doi.org/10.69728/jst.v12.90Abstract
This study investigates calendar anomalies in five South Asian stock markets (Bangladesh, India, Nepal, Pakistan, and Sri Lanka) to identify persistent patterns challenging the efficient market hypothesis. The study employs GJR-GARCH (1,1) models to examine day-of-the-week, turn-of-the-month, half-month, and month-of-the-year effects, with subsequent robustness checks. Results reveal significant day-of-the-week effects with negative returns on opening days in Bangladesh, Pakistan, and Sri Lanka. Month-of-the-year anomalies exist across all markets, although the January effect appears to be unique to Pakistan. A statistically significant turn-of-the-month effect persists across all five South Asian markets examined, with returns during transition periods consistently exceeding those observed during other trading days. The analysis further reveals that returns during the first half of the month generally exceed those of the second half, with this effect being particularly pronounced in Pakistan's equity market. Overall, the findings indicate that calendar anomalies continue to pose a significant challenge to the Efficient Market Hypothesis and its associated implications in South Asian stock markets. These systematic calendar anomalies offer potential arbitrage opportunities for investors and portfolio managers operating within South Asian markets. This research provides comprehensive evidence of calendar anomalies in South Asian markets, contributing to the literature on market efficiency in emerging economies and offering actionable insights for market timing strategies.
References
References
Acharya, P. N., Kaliyaperumal, S., & Mahapatra, R. P. (2024). Capturing the month of the year effect in the Indian stock market using GARCH models. Vilakshan-XIMB Journal of Management, 21(1), 2–14.
Agrawal, A., & Tandon, K. (1994). Anomalies or illusions? Evidence from stock markets in eighteen countries. Journal of International Money and Finance, 13(1), 83–106.
Arendas, P., & Kotlebova, J. (2019). The turn of the month effect on CEE stock markets. International Journal of Financial Studies, 7.
Ariel, R. A. (1987). A monthly effect in stock returns. Journal of Financial Economics, 18.
Ariss, R. T., Rezvanian, R., & Mehdian, S. M. (2011). Calendar anomalies in the Gulf Cooperation Council stock markets. Emerging Markets Review, 12, 293–307.
Aspris, E., Wang, F. A., & Foley, S. (2015). The Monday effect in international stock markets. Journal of International Financial Markets, Institutions and Money, 35, 31-45.
Bachelier, L. (1900). Théorie de la spéculation. Vol. 17, 21–86.
Banz, R. W. (1981). The relationship between return and market value of common stocks. Journal of Financial Economics, 9(1), 3–18.
Basher, S. A., & Sadorsky, P. (2006). Day-of-the-week effects in emerging stock markets. Applied Economics Letters, 13(10), 621–628.
Berument, H., & Kiymaz, H. (2001). The day of the week effect on stock market volatility. Journal of Economics and Finance, 25(2), 181–193.
Bollerslev, T. (1986). Generalized autoregressive conditional heteroskedasticity. Journal of Econometrics, 31(3), 307–327.
Brooks, C. (2019). Introductory econometrics for finance. Cambridge University Press.
Brooks, C., & Persand, G. (2003). The impact of calendar effects in emerging equity markets. International Journal of Forecasting, 19(2), 105-124.
Cadsby, C. B., & Ratner, M. (1992). Turn-of-month and pre-holiday effects on stock returns: Some international evidence. Journal of Banking & Finance, 16(3), 497-509.
Chan, M. W. L., Khanthavit, A., & Thomas, H. (1996). Seasonality and cultural influences on four Asian stock markets. Asia Pacific Journal of Management, 13, 1–24.
Chawla, V., Shastri, M., & Tripathi, G. C. (2024). An investigation of month of year effect in Indian stock markets. International Journal of Public Sector Performance Management, 14(1), 78–101.
Damodaran, A. (1989). The weekend effect in information releases: A study of earnings and dividend announcements. Review of Financial Studies, 2(4), 607–623.
Diaconasu, D.-E., Mehdian, S., & Stoica, O. (2012). An examination of the calendar anomalies in the Romanian stock market. Procedia Economics and Finance, 3,817–822.
Dutta, A., & Das, S. (2021). Day-of-the-Week and Month of the Year Anomalies in the Indian Stock Market using Multiple Regression Technique. International Journal of Management (IJM), 12.
Engelberg, J. E., Reed, A. V., & Ringgenberg, M. C. (2018). Short-selling risk. The Journal of Finance, 73(2), 755–786.
Engle, R. F. (1982). Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation. Econometrica: Journal of the Econometric Society, 987–1007.
Fama, E. F. (1965). The behavior of stock-market prices. The Journal of Business, 38(1), 34–105.
Fama, E. F. (1970). Efficient capital markets. Journal of Finance, 25(2), 383–417.
Fama, E. F., & French, K. R. (1992). The cross-section of expected stock returns. The Journal of Finance, 47(2), 427–465. French, K. R. (1980). Stock returns and the weekend effect. Journal of Financial Economics, 8(1), 55-69.
Garg, A., Bodla,B. S., & Chhabra, S. (2010). Seasonal anomalies in stock returns: A study of developed and emerging markets. IIMS Journal of Management Science, 1(2), 165–179.
Giovanis, E. (2016). The Month-of-the-year effect: Evidence from GARCH models in fifty five stock markets. Aydın ˙Iktisat Fakültesi Dergisi, 1(1), 20-49.
Glosten, L. R., Jagannathan, R., & Runkle, D. E. (1993). On the relation between the expected value and the volatility of the nominal excess return on stocks. The Journal of Finance, 48(5), 1779–1801.
Hansen, P. R., & Lunde, A. (2003). Testing the significance of calendar effects. Working paper.
Hassan, H., & Khan, M. S. (2019). Day-of-Week Effect on Stock Market Return, Volatility and Trade Volume: Evidence from Dhaka Stock Exchange (DSE).
Hassan, M. H. (2019). Data for: Ramadan Effect on Stock Market Return and Trade Volume: Evidence from Dhaka Stock Exchange (DSE).
Hassan, M. H., & Kayser, M. S. (2019). Ramadan effect on stock market return and trade volume: Evidence from Dhaka Stock Exchange (DSE). Cogent Economics & Finance, 7(1), 1605105.
Haugen, R. A., & Jorion, P. (1996). The January effect: Still there after all these years. Financial Analysts Journal, 52(1), 27–31.
Jacobs, B. I., & Levy, K. N. (1988). Calendar anomalies: Abnormal returns at calendar turning points. Financial Analysts Journal, 44(6), 28–39.
Keong, L. B., Yat, D., & Ling, C. (2010). Month-of-the-year effects in Asian countries: A 20-year study (1990-2009). African Journal of Business Management, 4(7), 1351–1362.
Kinateder, H., Weber, K., & Wagner, N. F. (2019). Revisiting calendar anomalies in BRICS countries. Buletin Ekonomi Moneter dan Perbankan, 22.
Lakonishok, J., & Smidt, S. (1988). Are seasonal anomalies real? A ninety-year perspective. Review of Financial Studies, 1(4), 403-425.
Levy, T., & Yagil, J.(2012). The week-of-the-year effect: Evidence from around the globe. Journal of Banking & Finance, 36(7), 1963–1974.
Lobão, J., & Costa, A. (2022). The week-of-the-year effect and the Adaptive Markets Hypothesis: Evidence from a new database. Revista Galega de Economia, 31.
Mehdian, S., & Perry, M. J. (2002). Anomalies in US equity markets: A re-examination of the January effect. Applied Financial Economics, 12(2), 141–145.
Munusamy, D. (2018). Islamic calendar and stock market behaviour in India. International Journal of Social Economics, 45.
Obalade, A. A., Nhlapho, R., Biyela, P., & Naidoo, N. (2025). Is the Month-of-the-Year Effect a Stylized Fact or a Myth? New Evidence from Frontier African Stock Markets. The Journal of Developing Areas, 59(1), 99–114.
Plastun, A., Sibande, X., Gupta, R., & Wohar, M. E. (2019). Rise and fall of calendar anomalies over a century. The North American Journal of Economics and Finance, 49, 181–205.
Rozeff, M. S., & Kinney Jr., W. R. (1976). Capital market seasonality: The case of stock returns. Journal of Financial Economics, 3(4), 379–402.
Sarma, S. N. (2004). Stock market seasonality in an emerging market. Vikalpa, 29(3), 35–42.
Seif, M., Docherty, P., & Shamsuddin, A. (2015). Seasonality in Stock Returns: Evidence from advanced emerging stock markets. Available at SSRN 2647950.
Shehadeh, A. A., & Zheng, M. (2023). Calendar anomalies in stock market returns: Evidence from Middle East countries. International Review of Economics and Finance, 88, 962–980.
Stosic, D., Stosic, D., Vodenska, I., Stanley, H. E., & Stosic, T. (2022). A New Look at Calendar Anomalies: Multifractality and Day-of-the-Week Effect. Entropy, 24.
Tadepalli, M. S., Jain, R. K., Metri, Bhimaraya A. (2022). An Enquiry into the Persistence of Turn-of-the-Month Effect on Stock Markets in India: Insights and Perspectives on a Seasonal Anomaly. Business Perspectives and Research, 10(1), 9–26.
Thaler, R. (1987). Anomalies: seasonal movements in security prices II: weekend, holiday, turn of the month, and intraday effects. Journal of Economic Perspectives, 1(2), 169–177.
Vasileiou, E. (2017). Calendar anomalies in stock markets during financial crisis: The S&P 500 case. Springer.
Wasiuzzaman, S., & Al-Musehel, N. A. (2018). Mood, religious experience and the Ramadan effect. International Journal of Emerging Markets, 13, 290–307.
Wuthisatian, R. (2022). An examination of calendar anomalies: evidence from the Thai stock market. Journal of Economic Studies, 49.
Zhang, A. (2023). An Empirical Study on The Calendar Effect of The Shanghai Index in China. Frontiers in Business, Economics and Management, 9.
Zhang, J., Lai, Y., & Lin, J. (2017). The day-of-the-Week effects of stock markets in different countries. Finance Research Letters, 20
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Aslam Mahmud (Author)

This work is licensed under a Creative Commons Attribution 4.0 International License.




