Market Efficiency and Volatility Dynamics in the Jakarta Islamic Index: Evidence from Efficient Market Hypothesis (EMH) Anomalies

Purwanto Widodo, Faizi Faizi, Airlangga Surya Kusuma, Fauzan Fauzan

Abstract


Purpose - This study examines the efficiency of the Jakarta Islamic Index (JII) by testing for anomalies such as the Day of the Week Effect, Monday Effect, Friday Effect, and Week-Four Effect, both under normal conditions and during the Covid-19 crisis. This study seeks to determine whether JII adheres to the Efficient Market Hypothesis (EMH) or exhibits predictable patterns in stock returns.

Methodology - The study utilizes daily return data from JII, covering periods before (January 2008–February 2020), during (March 2020–December 2022), and combined before and during the Covid-19 crisis. Stationarity tests (Augmented Dickey-Fuller and Philips–Perron) were conducted, followed by ARMA/ARIMA modeling to address autocorrelation and heteroscedasticity. ARCH-GARCH models, including EGARCH, TARCH, and PARCH, were employed to analyze the volatility and leverage effects. Dummy variables for trading days and weeks are used to test for anomalies.

Findings - The results confirm the presence of the day of the week, Monday, and Week four effects in JII returns, indicating market inefficiency. However, the Covid-19 crisis did not significantly alter return patterns, suggesting resilience in the Islamic stock market. The study also identifies asymmetric volatility responses, with EGARCH (1,1) being the most suitable model, following a non-normal distribution (GED). These findings align with some prior research but contrast with others, highlighting mixed evidence on market anomalies in Islamic indices.

Implication - This study contributes to Islamic capital market literature by empirically testing behavioral and volatility-based anomalies in a major emerging Islamic index, using advanced econometric models.


Keywords


Jakarta Islamic Index (JII), Volatility model, crisis, The Day of Week Effect, Monday Effect, Friday Effect

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References


Adam, N., & Sidek, N. Z. M. (2022). Calendar anomalies and the Islamic stock market returns: Evidence on day of the week effect. International Virtual Colloquium on Multi-Disciplinary Research Impact (3rd Series), International Conference of Logistics and Transportation, Best Western i-City Shah Alam, Selangor, Malaysia, 5–6 October 2022. https://doi.org/10.21834/ebpj.v7iSI9.4242

Adam, N. B., Yacob, N. B., & Musa, W. R. B. W. (2023). The evidence of the day of the week effect (DOW) on Islamic stock market return in relation to calendar anomalies. International Journal of Academic Research in Accounting, Finance and Management Sciences, 13(2), 608–620.

Afrilianto, A., Wang, K., Li, Y., & Ericson, J. (1997). A new look at the Monday effect. The Journal of Finance, 52(5), 2171–2186.

Agrawal, A., & Tandon, K. (1994). Anomalies or illusions? Evidence from stock markets in eighteen countries. Journal of International Money and Finance, 13, 83–108.

Akkuş, H. T. (2022). An investigation of calendar anomalies in Islamic stock markets: The day-of-the-week effect. Finans Ekonomi ve Sosyal Araştırmalar Dergisi, 7(4), 1–14. https://doi.org/10.29106/fesa.1196753

Alam, M. N., Alam, M. S., & Chavali, K. (2020). Stock market response during COVID-19 lockdown period in India: An event study. Journal of Asian Finance, Economics and Business, 7(7), 131–137. https://doi.org/10.13106/jafeb.2020.vol7.no7.131

Ambarwati, A. (2016). Pengujian the day of the week effect, week four effect, dan Rogalsky effect terhadap return saham Jakarta Islamic Index di Bursa Efek Indonesia (Undergraduate thesis, Universitas Muhammadiyah Surakarta).

Apriani, S. S., & Komariah, S. (2022). Holiday effect di Bursa Efek Indonesia, Amerika, dan Jepang sebelum, sesaat, dan sesudah pandemi COVID-19. Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan, 5(5).

Baret, S., Celner, A., O’Reilly, M., & Shilling, M. (2020). COVID-19: Potential implications for the banking and capital markets sectors—Maintaining business and operational resilience. Deloitte Insight.

Batool, M., Ghulam, H., Hayat, M. A., Naeem, M. Z., Ejaz, A., Imran, Z. A., Spulbar, C., Birau, R., & Gorun, T. H. (2020). How COVID-19 has shaken the sharing economy? An analysis using Google Trends data. Economic Research-Ekonomska Istraživanja. https://doi.org/10.1080/1331677X.2020.1863830

Brooks, C. (2019). Introductory econometrics for finance (4th ed.). Cambridge University Press.

Brooks, C., & Persand, G. (2001). Seasonality in Southeast Asian stock markets: Some new evidence on day-of-the-week effects. Applied Economics Letters, 8, 155–158.

Cahyaningdyah, D., & Faidah, F. (2017). Analisis pengaruh hari perdagangan terhadap return saham di Bursa Efek Indonesia: Pengujian menggunakan GARCH. Ekspektra: Jurnal Manajemen dan Bisnis, 1(1), 1–10.

Cross, F. (1973). The behavior of stock return on Fridays and Mondays. Financial Analysts Journal.

Daryanto, W. M. (2019). Market anomaly testing: The day of the week effect on LQ45 stocks in Indonesia Stock Exchange. International Journal of Business, Economics and Law, 19(1).

Desmizar, D. (2024). The effect of the day of the week on stock return of banking companies in IDX (2022 period). Economics & Islamic Finance Journal, 1(3), 195–210. https://doi.org/10.70550/ecif.v1i3.76

Dharmawan, A., Khairunnisa, & Kurnia. (2020). Analisis anomali pasar: Pengujian day of the week effect dan Rogalsky effect pada perusahaan JII tahun 2015–2019. e-Proceeding of Management, 7(2), 5671.

Faisah, A., & Soepriyono, G. (2024). Efficient market of Indonesia Shariah Index during COVID. Journal of Sharia Economics and Banking, 12(1), 33–44. https://doi.org/10.46899/jeps.v12i1.521

Gardeazabal, J., & Regulez, M. (2002). The weekend-dividend effect in the Spanish market. Paper presented at the European Finance Management Association Annual Conference, London, UK.

Harris, L. (1986). A transaction data study of weekly and intraday patterns in stock returns. Journal of Financial Economics, 16, 99–117.

Hasan, M. D., Hassan, M. K., Rashid, M. M., & Ali, M. S. (2022). Calendar anomalies in the stock markets: Conventional vs Islamic indices. Managerial Finance, 48(2), 258–276. https://doi.org/10.1108/MF-12-2020-0601

Hendrawaty, E., & Hazaimah, R. A. F. (2019). Testing January effect, day of the week effect, and size effect on LQ45 stocks. Jurnal Dinamika Manajemen, 10(2), 173–184.

Herni Ali, H. T. (2013). Analisis efisiensi pasar modal dan pengujian pengaruh hari perdagangan di Jakarta Islamic Index. Jurnal Bisnis dan Manajemen, 4(2).

Huna, N., Rini, N., Setianingrum, A., & Zulihar. (2022). Effect of COVID-19 on Islamic stock index performance. Share: Jurnal Ekonomi dan Keuangan Islam, 11(1), 171–185.

Iramani, R., & Mahdi, A. (2005). Pengaruh hari perdagangan terhadap return saham di BEJ. Jurnal Akuntansi dan Keuangan, 8(2), 63–70.

Iswadi, & Hafni, H. (2018). Pengaruh day of the week effect terhadap return saham pada JII. Jurnal Akuntansi dan Keuangan, 6(2), 95–104.

Iswadi, T., Nada, T. S., Adif, R. M., & Welhendra. (2022). Pengujian Monday effect dan weekend effect pada perusahaan JII sebelum dan sesudah COVID-19. Jurnal Informatika Ekonomi Bisnis, 4(4), 239–243.

Kafou, A., & Chakir, A. (2015). The day of the week effect on Islamic stock market returns: Evidence from Dow Jones Islamic Market Index. Journal of Islamic Economics, Banking and Finance, 11(3). https://doi.org/10.12816/0024439

Kendall, M., & Bradford, H. (1953). The analysis of economic time series: Prices. Journal of the Royal Statistical Society, 116(1), 11–34.

Lean, H. H., & Tan, V. K. M. (2010). Existence of the day-of-the-week effect in FTSE Bursa Malaysia. Jurnal Pengurusan, 31, 3–11.

Lone, A., & Bashir, F. (2018). Day of the week impact on stock returns of G5 countries. Scientific International, 30(1), 45–51.

Maruli, S. H. (2022). Analisis anomali January effect di era pandemi COVID-19. Jurnal Ilmiah Mahasiswa FEB Universitas Brawijaya, 10(2).

Nassar, S. (2016). Day of the week effect of stock returns: Evidence from Arab countries. Eurasian Journal of Business and Management, 4(2), 55–64. https://doi.org/10.15604/ejbm.2016.04.02.00

Nasution, Y. S. J. (2015). Efficient market hypothesis: Teori Fama dan pandangan Islam. Jurnal Ilmu Ekonomi dan Keuangan Islam, 1(1).

Noor, R., Syuhada, B. N., Norazidah, S., Abdullah, J. R., Wan Mahmood, M., & Sahudin, Z. (2011). The day of the week effect on Bursa Malaysia Shariah-compliant market. Interdisciplinary Journal of Research in Business, 1(2), 29–36.

Nur, T., & Dewangkara, N. (2020). Day of the week effect in returns of the five cryptocurrency markets. Advances in Social Science, Education and Humanities Research, 585.

Pratiwi, A. R. (2017). Analisis pengaruh hari perdagangan terhadap return saham LQ45. Undergraduate thesis, Universitas Islam Indonesia.

Rida, R., & Berlian, D. M. (2020). The impacts of the week effect on the JII returns and risks. Jurnal Ilmiah Poli Bisnis, 12(1).

Sansa, N. A. (2020). The impact of COVID-19 on financial markets: Evidence from China and USA. Electronic Research Journal of Social Sciences and Humanities, 2(2), 29–38.

Saraswati, Y. R., Setiorini, C., & Cornelia, D. A. (2015). Day of the week effect, week four effect and Rogalsky effect on LQ45. Jurnal Riset Akuntansi dan Perpajakan, 2(1), 43–54.

Shamsir, M., & Mustafa, K. (2014). Presence of day-of-the-week effect in Karachi Stock Market. Research Journal of Finance and Accounting, 5(19).

Siahaya, S. L., & Jacomina, L. V. (2021). Return before and after PSBB policy in Indonesian banking sector. Jurnal Ekonomi, Sosial & Humaniora, 2(6).

Sidik, R. A., Suryomurti, W., & Ang, S. Y. (2024). Efficient market analysis of Jakarta Islamic Index (2019–2023). Al-Muamalat, 11(2). https://doi.org/10.15575/am.v11i2.35193

Solnik, B., & Bousquet, L. (1990). Day-of-the-week effect on the Paris Bourse. Journal of Banking & Finance, 14, 461–468.

Spulbar, C. (2021). A critical survey on EMH, AMH, and FMH. Ovidius University Annals, Economic Sciences Series, 21(2). https://doi.org/10.61801/OUAESS.2021.2.156

Suryandari, N. N. A., & Wirawan, I. M. C. (2018). Day of the week and month of the year effects in stock return. Jurnal Ilmiah Manajemen & Akuntansi, 24(1), 47–65.

Susianti, N., & Rahmawati, N. (2020). Abnormal return saham JII pra–pasca PSBB COVID-19. Journal of Enterprise and Development, 2(2). https://doi.org/10.20414/jed.v2i2.2664

Syed, F., & Khan, N. U. (2017). Islamic calendar anomalies: Evidence from Pakistan. Business & Economic Review, 9(3), 1–30. https://doi.org/10.22547/BER/9.3.1

Wakhidah, N., & Rafik, A. (2019). Fenomena day of the week effect di Bursa Efek Indonesia. Call for Papers FMI 2019, Samarinda.

Wang, K., Li, Y., & Ericson, J. (1997). A new look at the Monday effect. The Journal of Finance, 52(5), 2171–2186.

Wenhui, D., Yusof, Z., & Sieng, C. C. (2009). Calendar effect in Shariah-compliant stock returns. In Proceedings of the 2009 International Conference on Economics, Business Management and Marketing (pp. 270–274). Singapore.

Werastuti, D. N. S. (2012). Anomali pasar: Day of week, week four, Rogalsky, and January effect. Jurnal Ilmiah Akuntansi dan Humanika, 2(1).

Wicaksono, C. A., & Adyaksana, R. I. (2020). Investor reaction to COVID-19 in Indonesia’s banking sector. Jurnal Ilmiah Akuntansi Fakultas Ekonomi, 6(2), 129–138. https://doi.org/10.34204/jiafe.v6i2.2227

Widodo, P. (2022). Islamic vs conventional volatility during COVID-19. Journal of Islamic Economics and Finance Studies, 3(1), 24–42. http://dx.doi.org/10.47700/jiefes.v3i1.4364

Widodo, P. (2024). COVID-19 and EMH anomalies: Econometric approach. Journal of Ocean Economics and Business, 15(1), 130–143. https://doi.org/10.33059/jseb.v15i1.8093

Widodo, P. (2024). Examining the effect of COVID-19 on EMH anomalies of Islamic stock index in Indonesia. Al-Iqtishad: Jurnal Ilmu Ekonomi Syariah.




DOI: https://doi.org/10.17509/rief.v8i2.83649

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