ARCH and GARCH Models on the Indonesian Sharia Stock Index

Budiandru Budiandru

Abstract


Investments in Islamic stocks are in demand because of the profit-sharing system so that the company is more stable in facing uncertain global economic conditions. This study aims to analyze the volatility of the Indonesian Sharia Stock Index and the Indonesian Sharia Stock Index's potential in the future. We use daily data from 2012 to 2020 and the Autoregressive Conditionally Heteroscedasticity-Generalized Autoregressive Conditional Heteroskedasticity (ARCH-GARCH) method. The results show that the Indonesian Sharia Stock Index's volatility is influenced by the risk of the two previous periods and the return volatility in the previous period. Potential Indonesian Sharia Stock Index tends to fluctuate in return by an average of 3 percent.

Investasi pada saham syariah diminati karena sistem bagi hasilnya sehingga perusahaan lebih stabil dalam menghadapi kondisi ekonomi global yang tidak menentu. Penelitian ini bertujuan untuk menganalisis volatilitas Indeks Saham Syariah Indonesia dan potensi Indeks Saham Syariah Indonesia di masa yang akan datang. Kami menggunakan data harian dari 2012 hingga 2020, dan metode Autoregressive Conditionally Heteroscedasticity-Generalized Autoregressive Conditional Heteroskedasticity (ARCH-GARCH). Hasil penelitian menunjukkan bahwa volatilitas Indeks Saham Syariah Indonesia dipengaruhi oleh risiko dua periode sebelumnya dan volatilitas return pada periode sebelumnya. Potensi Indeks Saham Syariah Indonesia cenderung mengalami fluktuasi return dengan rata-rata sebesar 3 persen.

Keywords


Indonesian Sharia Stock Index; ARCH; GARCH; Investment; Forecasting

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References


Abounoori, E., Mila, Z., & Nademi, Y. (2016). Forecasting Tehran stock exchange volatility ; Markov switching GARCH approach. Physica A, 445, 264–282. https://doi.org/10.1016/j.physa.2015.10.024

Adinugraha, H. H., & Sartika, M. (2019). Halal Lifestyle Di Indonesia. An-Nisbah: Jurnal Ekonomi Syariah, 5(2), 57–81. https://doi.org/10.21274/an.2019.5.2.layout

Ahmed, H., & Elsayed, A. H. (2019). Are Islamic and conventional Capital Markets Decoupled? Evidence from Stock and Bonds/Sukuk Markets in Malaysia. Quarterly Review of Economics and Finance, 74, 56–66. https://doi.org/10.1016/j.qref.2018.04.005

Alam, M. M., Akbar, C. S., Shahriar, S. M., & Elahi, M. M. (2017). The Islamic Shariah principles for Investment in Stock Market. Qualitative Research in Financial Markets, 9(2), 132–146. https://doi.org/10.1108/QRFM-09-2016-0029

Alfaro, L., & Chauvin, J. (2017). Foreign Direct Investment (FDI) and Economic Development. The Palgrave Encyclopedia of Strategic Management, 30, 1–32. https://doi.org/10.1057/978-1-349-94848-2_99-1

Ammer, J., Claessens, S., Tabova, A., & Wroblewski, C. (2019). Home country interest rates and international investment in U.S. bonds. Journal of International Money and Finance, 95, 212–227. https://doi.org/10.1016/j.jimonfin.2018.06.010

Bollerslev, T. (1986). Generalized autoregressive conditional heteroskedasticity. Journal of Econometrics, 31(3), 307–327. https://doi.org/10.1016/0304-4076(86)90063-1

Boukhatem, J., & Moussa, F. Ben. (2018). The Effect of Islamic Banks on GDP Growth: Some Evidence from Selected MENA Countries. Borsa Istanbul Review, 18(3), 231–247. https://doi.org/10.1016/j.bir.2017.11.004

Chakraborty, S., & Kakani, R. K. (2016). Institutional Investment, Equity Volume and Volatility Spillover: Causalities and Asymmetries. Journal of International Financial Markets, Institutions and Money, 44, 1–20. https://doi.org/10.1016/j.intfin.2016.04.004

Charles, A., Darné, O., & Pop, A. (2015). Risk and Ethical Investment: Empirical Evidence from Dow Jones Islamic Indexes. Research in International Business and Finance, 35, 33–56. https://doi.org/10.1016/j.ribaf.2015.03.003

Chen, J., & Imam, P. (2013). Causes of Asset Shortages in Emerging Markets. Review of Development Finance, 3(1), 22–40. https://doi.org/10.1016/j.rdf.2012.12.002

De la Torre, A., & Schmukler, S. (2006). Emerging Capital Markets and Globalization. Emerging Capital Markets and Globalization. https://doi.org/10.1596/978-0-8213-6544-1

Driver, C., Grosman, A., & Scaramozzino, P. (2020). Dividend Policy and Investor Pressure. Economic Modelling, 89, 559–576. https://doi.org/10.1016/j.econmod.2019.11.016

Engle, R. F. (1982). Autoregressive Conditional Heteroscedacity with Estimates of variance of United Kingdom Inflation. Journal of Econometrica. https://doi.org/10.2307/1912773

Hashim, M. (2012). Islamic Perception of Business Ethics and the Impact of Secular Thoughts on Islamic Business Ethics. International Journal of Academic Research in Business and Social Sciences, 2(3), 98–120.

Mahfooz, S. bin, & Ahmed, H. (2014). Sharīah Investment Screening Criteria: A Critical Review. Journal of King Abdulaziz University, Islamic Economics, 27(1), 111–145. https://doi.org/10.4197/Islec.27-1.1

Md Akhter, U. (2015). Principles of Islamic Finance: Prohibition of Riba, Gharar and Maysir. Munich Personal RePEc Archive, (67711), 1–8. Retrieved from https://mpra.ub.uni-muenchen.de/67711/1/MPRA_paper_67711.pdf

Mishra, S., Sharif, A., Khuntia, S., Meo, S. A., & Khane, S. A. R. (2019). Does oil prices impede Islamic stock indices? Fresh insights from wavelet-based quantile-on-quantile approach. Resources Policy, 62, 292–304. https://doi.org/10.1016/j.resourpol.2019.04.005

Naifar, N. (2016). Modeling Dependence Structure between Stock Market Volatility and Sukuk Yields: A Nonlinear Study in the Case of Saudi Arabia. Borsa Istanbul Review, 16(3), 157–166. https://doi.org/10.1016/j.bir.2016.01.005

Ng, A., & Ariff, M. (2019). Does Credit Rating Revision Affect the Price of a Special Class of Common Stock? Borsa Istanbul Review, 19(2005), S44–S55. https://doi.org/10.1016/j.bir.2019.02.004

Ng, S. L., Chin, W. C., & Chong, L. L. (2020). Realized Volatility Transmission within Islamic Stock markets: A Multivariate HAR-GARCH-type with Nearest Neighbor truncation Estimator. Borsa Istanbul Review, 20, 26–39. https://doi.org/10.1016/j.bir.2020.10.001

Razak, S. S., Saiti, B., & Dinç, Y. (2019). The Contracts, Structures and Pricing Mechanisms of Sukuk: A Critical Assessment. Borsa Istanbul Review, 19(1), S21–S33. https://doi.org/10.1016/j.bir.2018.10.001

Shahzad, S. J. H., Mensi, W., Hammoudeh, S., Rehman, M. U., & Al-Yahyaee, K. H. (2018). Extreme Dependence and Risk Spillovers Between Oil and Islamic Stock Markets. Emerging Markets Review, 34, 42–63. https://doi.org/10.1016/j.ememar.2017.10.003

Soemitra, A. (2016). Higher Objectives of Islamic Investment Products: Islamizing Indonesian Capital Market. Studia Islamika, 23(2), 237–269. https://doi.org/10.15408/sdi.v23i2.2408

Sufian, F., Kamarudin, F., & Nassir, A. md. (2016). Determinants of Efficiency in The Malaysian Banking Sector: Does Bank Origins Matter? Intellectual Economics, 10(1), 38–54. https://doi.org/10.1016/j.intele.2016.04.002

Sukardani, P. S., Setianingrum, V. M., & Wibisono, A. B. (2020). Halal Lifestyle: Current Trends In Indonesian Market. Advances in Social Science, Education and Humanities Research, 226, 334–339. https://doi.org/10.2991/icss-18.2018.68

Syarif, F. (2019). Regulatory Framework for Islamic Financial Institutions : Lesson Learnt Between Malaysia and Indonesia. Journal of Halal Product and Research, 2(2), 79–85.

Torres, E., & Zeidan, R. (2016). The Life-Cycle of National Development Banks: The Experience of Brazil’s BNDES. Quarterly Review of Economics and Finance, 62, 97–104. https://doi.org/10.1016/j.qref.2016.07.006

Trabelsi, N., & Naifar, N. (2017). Are Islamic Stock Indexes Exposed to Systemic Risk? Multivariate GARCH Estimation of CoVaR. Research in International Business and Finance, 42(7), 727–744. https://doi.org/10.1016/j.ribaf.2017.07.013

Wahyudi, I., & Sani, G. A. (2014). Interdependence Between Islamic Capital Market and Money Market: Evidence from Indonesia. Borsa Istanbul Review, 14(1), 32–47. https://doi.org/10.1016/j.bir.2013.11.001

Wang, Y., & Ma, J. (2014). Excess Volatility and the Cross-section of Stock Returns. North American Journal of Economics and Finance, 27, 1–16. https://doi.org/10.1016/j.najef.2013.10.003

Were, M. (2015). Differential Effects of Trade on Economic Growth and Investment: A Cross-Country Empirical Investigation. Journal of African Trade, 2(1–2), 71. https://doi.org/10.1016/j.joat.2015.08.002




DOI: https://doi.org/10.35836/jakis.v9i1.214

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