Does the Jakarta Islamic Index Reflect Efficient Market? Insights from Calendar Effects and Volatility Modelling

Authors

  • Purwanto Widodo Faculty of Economics and Business, Universitas Pembangunan Nasional Veteran Jakarta, Indonesia
  • Faizi Faculty of Economics and Business, Universitas Pembangunan Nasional Veteran Jakarta, Indonesia
  • Airlangga Surya Kusuma Faculty of Economics and Business, Universitas Pembangunan Nasional Veteran Jakarta, Indonesia

DOI:

https://doi.org/10.56209/jommerce.v5i3.184

Keywords:

JII, Crisis, The Day of Week Effect, Monday Effect, Friday Effect

Abstract

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. 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 modelling 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.  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.

References

Abdalla, S. Z. S. (2012). Day-of-the-week effect on returns and conditional volatility: Empirical evidence from Sudanese stock market. Middle Eastern Finance and Economics, (16). EuroJournals Publishing.

Abdullah, R. N. J. R., Baharuddin, N. S., Shamsudin, N., Mahmood, W. M. W., & Sahudin, Z. (2011). The day of the week effect on Bursa (Bourse) Malaysia Shariah-compliant market. Interdisciplinary Journal of Research in Business, 1(4), 29–36.

Aditiya, R. O. (2022). Rogalski effect pada return saham perbankan di Bursa Efek Indonesia (Skripsi). Fakultas Ekonomi, Universitas Sriwijaya.

Afrilianto, A., & 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).

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

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 (Skripsi). Universitas Muhammadiyah Surakarta.

Apriani, S. S., & Komariah, S. (2022). Holiday effect di Bursa Efek Indonesia, di Bursa Efek Amerika dan di Bursa Efek Jepang sebelum, sesaat dan sesudah pandemi COVID-19. Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan, 5(5). https://doi.org/10.32670/fairvalue.v5i5.2702

Asarowati, S. (2009). Pengujian anomali pasar day of the week effect pada pasar valuta asing Indonesia periode 2001–2007 (Skripsi). Universitas Indonesia.

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(3), 155–158. https://doi.org/10.1080/13504850150504504

Cahyaningdyah, D., & Faidah, F. (2017). Analisis pengaruh hari perdagangan terhadap return saham di Bursa Efek Indonesia: Pengujian menggunakan GARCH (Generalized Autoregressive Conditional Heteroskedasticity). Ekspektra: Jurnal Manajemen dan Bisnis, 1(1), 1–10. https://doi.org/10.25139/ekt.v1i1.84

Cross, F. (1973). The behavior of stock returns on Fridays and Mondays. Financial Analysts Journal, 29(6), 67–69. https://doi.org/10.2469/faj.v29.n6.67

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

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.

Hendrawaty, E., & Hazaimah, R. A. F. (2019). Testing of January effect, the day of the week effect, and size effect: A study of LQ45 stocks in Indonesia Stock Exchange. Jurnal Dinamika Manajemen, 10(2), 173–184. https://doi.org/10.15294/jdm.v10i2.20620

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

Huna, N., Rini, N., Setianingrum, A., & Zulihar. (2022). Is there any effect of Covid-19 on the performance of the sharia stock index? Share: Jurnal Ekonomi dan Keuangan Islam, 11(1), 171–185. https://doi.org/10.22373/share.v11i1.10726

Iramani, R. R., & Mahdi, A. (2005). Studi tentang pengaruh hari perdagangan terhadap return saham pada BEJ. Jurnal Akuntansi dan Keuangan, 8(2), 63–70. https://doi.org/10.9744/jak.8.2.pp.%2063-70

Iswadi, & Hafni, H. (2018). Pengaruh day of the week effect terhadap return saham pada perusahaan yang tergabung dalam Jakarta Islamic Index (JII). Jurnal Akuntansi dan Keuangan, 6(2), 95–104. https://doi.org/10.29103/jak.v6i2.1828

Iswadi, T., Nada, T. S., Adif, R. M., & Welhendra. (2022). Pengujian Monday effect dan weekend effect terhadap return saham perusahaan di Jakarta Islamic Indeks (JII) periode sebelum dan sesudah Covid-19. Jurnal Informatika Ekonomi dan Bisnis, 4(4), 239–243. https://doi.org/10.37034/infeb.v4i4.182

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, Part 1: Prices. Journal of the Royal Statistical Society, 116(1), 11–34. https://doi.org/10.2307/2980947

Kurherawati, U. (2022). Analisis Monday effect, weekend effect, dan hari perdagangan pada perusahaan Jakarta Islamic Indeks (JII) yang terdaftar di BEI (Skripsi). Fakultas Ekonomi dan Bisnis, Universitas PGRI Adibuana Surabaya.

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 the stock returns of G5 countries stock index (Germany, Japan, Canada, United Kingdom and USA). Science International (Lahore), 30(1), 45–51.

Mardila, D. B. (2020). Day of the week effect dan pengukuran value at risk di Jakarta Islamic Index Bursa Efek Indonesia periode Juni 2018–Mei 2019 (Skripsi). Fakultas Ekonomi, Universitas Andalas, Padang.

Maruli, S. H. (2022). Analisis anomali January effect di era pandemi Covid-19 pada saham yang terdaftar pada Bursa Efek Indonesia (BEI). Jurnal Ilmiah Mahasiswa FEB Universitas Brawijaya, 10(2).

Musthafa, & Soritaon. (2019). Efek minggu keempat terhadap return saham. Almana: Jurnal Manajemen dan Bisnis, 3(3). https://doi.org/10.36555/almana.v3i3.1244

Nassar, S. (2016). The day of the week effect of stock returns: Empirical evidence from five selected 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). Hypothesis pasar efisien/Efficient Market Hypothesis (Pasar Modal menurut teori Fama dan pandangan Islam), 1(1).

Noor, R., Syuhada, B. N., Norazidah, S., Abdullah, J. R., W. Mahmood Wan, 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. https://doi.org/10.12816/0024439

Nur, T., & Dewangkara, N. (2020). The day of the week effect in return of the five cryptocurrencies market. Advances in Social Science, Education and Humanities Research, 585. (Proceedings of the 1st UMGESHIC International Seminar on Health, Social Science and Humanities 2020).

Pratiwi, A. R. (2017). Analisis pengaruh hari perdagangan terhadap return saham perusahaan LQ45 di Bursa Efek Indonesia (Skripsi). Fakultas Ekonomi, Universitas Islam Indonesia, Yogyakarta.

Rida, R., & Berlian, D. M. (2020). The impacts of the week effect on the JII returns and risks. Jurnal Ilmiah Poli Bisnis, 12(1). https://doi.org/10.30630/jipb.12.1.410

Sansa, N. A. (2020). The impact of the Covid-19 on the financial markets: Evidence from China and USA. Electronic Research Journal of Social Sciences and Humanities, 2(2), 29–33. http://dx.doi.org/10.2139/ssrn.3567901

Saraswati, Y. R., Setiorini, C., & Cornelia, D. A. (2015). Pengaruh the day of the week effect, week four effect dan Rogalsky effect terhadap return saham LQ45 di Bursa Efek Indonesia. Jurnal Riset Akuntansi dan Perpajakan (JRAP), 2(1), 43–54. https://doi.org/10.35838/jrap.v2i01.93

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

Siahaya, S. L., & Jacomina, L. V. (2021). Analisis return before dan sesudah kebijakan pembatasan sosial berskala besar pada perusahaan sektor perbankan BUMN yang terdaftar di Bursa Efek Indonesia. Jurnal Ekonomi, Sosial & Humaniora, 2(6).

Sodiq, M. N. (2022). Analisis pasar anomali January effect, the day of the week effect, Rogalski effect, dan size effect terhadap return portofolio saham syariah yang terdaftar di Jakarta Islamic Index (JII) periode 2017–2020 (Skripsi). Fakultas Ekonomi dan Bisnis Islam, Universitas Islam Negeri Kiai Haji Achmad Siddiq Jember.

Solnik, B., & Bousquet, L. (1990). Day-of-the-week effect on the Paris Bourse. Journal of Banking & Finance, 14, 461–468. https://doi.org/10.1016/0378-4266(90)90059-B

Spulbar, C. (2021). A critical survey on Efficient Market Hypothesis (EMH), Adaptive Market Hypothesis (AMH) and Fractal Markets Hypothesis (FMH) considering their implication on stock markets behavior. Ovidius University Annals, Economic Sciences Series, 21(2). https://doi.org/10.61801/OUAESS.2021.2.156

Supriadi, B. (2021). Analisis day of the week di Jakarta Islamic Index (JII) (Skripsi). Fakultas Ekonomi dan Bisnis Islam, Universitas Islam Negeri Alauddin Makassar.

Suryandari, N. N. A., & Wirawan, I. M. C. (2018). The day of the week effect dan the month of the year effect dalam perolehan return saham. Jurnal Ilmiah Manajemen & Akuntansi, 24(1), 47–65. https://doi.org/10.47532/jis.v1i2.49

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 the day of the week effect di Bursa Efek Indonesia. Call for Papers FMI 2019, Samarinda.

Wenhui, D., Yusof, Z., & Sieng, C. C. (2009). Calendar effect in Shariah-compliant stock return: Evidence from FTSE Bursa Malaysia Hijrah Shariah Index. In Proceedings of the 2009 International Conference on Economics, Business Management and Marketing (pp. 270–274). Singapore, 9–11 October 2009.

Werastuti, D. N. S. (2012). Anomali pasar pada return saham: The day of week effect, week four effect, Rogalsky effect, dan January effect. Jurnal Ilmiah Akuntansi dan Humanika (JINAH), 2(1).

Wicaksono, C. A., & Adyaksana, R. I. (2020). Analisis reaksi investor sebagai dampak Covid-19 pada sektor perbankan di Indonesia. Jurnal Ilmiah Akuntansi Fakultas Ekonomi, 6(2), 129–138. https://doi.org/10.34204/jiafe.v6i2.2227

Widodo, P. (2022). Is the volatility of the Islamic stock index lower than the conventional stock index during Covid-19 pandemic? Empirical evidence in Indonesia Stock Exchange. Journal of Islamic Economics and Finance Studies (JIEFeS), 3(1), 24–42. https://doi.org/10.47700/jiefes.v3i1.4364

Downloads

Published

2025-10-26