Nonlinear Relationships between Economic Policy Uncertainty, Oil Price, and Islamic Stock Returns in Indonesia: A NARDL Approach
Abstract
This article investigates whether global economic policy uncertainty (EPU) and international oil-price movements influence Islamic stock returns in Indonesia differently when shocks move upward or downward. Monthly observations covering January 2016 to July 2025 are examined using the Nonlinear Autoregressive Distributed Lag (NARDL) model. The approach separates positive and negative changes in EPU and oil prices, allowing their short-run and long-run effects to be assessed independently. This study contributes evidence on the asymmetric transmission of these two global factors to the Indonesian Islamic equity market, an issue that remains underexplored. The estimates confirm a long-run relationship among the variables. Lower EPU is associated with a significant improvement in Islamic stock returns over the long run, whereas higher EPU does not produce a statistically significant effect. Although the separate long-run coefficients for oil-price increases and decreases are insignificant, the Wald test confirms that their effects are not equal. In the short run, oil-price declines generate a stronger return response than oil-price increases. Dynamic multiplier estimates also show that the adjustment of Islamic stock returns differs according to the direction of EPU and oil-price shocks. These results indicate that reduced global policy uncertainty is particularly relevant to long-term Islamic investment decisions.
Downloads
References
Abdullah, A. M., Saiti, B., & Masih, M. (2016). The impact of crude oil price on Islamic stock indices of South East Asian countries: Evidence from MGARCH-DCC and wavelet approaches. Borsa Istanbul Review, 16(4), 219–232. https://doi.org/10.1016/j.bir.2015.12.002
Antonakakis, N., Chatziantoniou, I., & Filis, G. (2017). Oil shocks and stock markets: Dynamic connectedness under the prism of recent geopolitical and economic unrest. International Review of Financial Analysis, 50, 1–26. https://doi.org/10.1016/j.irfa.2017.01.004
Arouri, M., Estay, C., Rault, C., & Roubaud, D. (2016). Economic policy uncertainty and stock markets: Long-run evidence from the US. Finance Research Letters, 18, 136–141. https://doi.org/10.1016/j.frl.2016.04.011
Bahmani Oskooee, M., & Saha, S. (2019). On the effects of policy uncertainty on stock prices: an asymmetric analysis. Quantitative Finance and Economics, 3(2), 412–424. https://doi.org/10.3934/qfe.2019.2.412
Bahmani-Oskooee, M., Ghodsi, S. H., & Hadzic, M. (2019). Asymmetric causality between oil price and stock returns:A sectoral analysis. Economic Analysis and Policy, 63, 165–174. https://doi.org/10.1016/j.eap.2019.06.002
Baker, S. R., Bloom, N., & Davis, S. J. (2016a). Measuring Economic Policy Uncertainty*. The Quarterly Journal of Economics, 131(4), 1593–1636. https://doi.org/10.1093/qje/qjw024
Baker, S. R., Bloom, N., & Davis, S. J. (2016b). Measuring economic policy uncertainty. … Quarterly Journal of Economics. https://academic.oup.com/qje/article-abstract/131/4/1593/2468873
Bilal, A., Ahmed, S., Zada, H., Thalassinos, E., & Nawaz, M. H. (2025). How Do Asymmetric Oil Prices and Economic Policy Uncertainty Shapes Stock Returns Across Oil Importing and Exporting Countries? Evidence from Instrumental Variable Quantile Regression Approach. Risks, 13(5), 93. https://doi.org/10.3390/risks13050093
Bilal, Z. O., Abdalla, Y. A., & Alam, N. (2025). Does Oil Prices Impact Sectoral Stock Market Prices? Evidence from Emerging Economies. International Journal of Energy Economics and Policy, 15(1), 1–7. https://doi.org/10.32479/ijeep.17705
Blooms, N. (2009). The Impact of Uncertainty Shocks. Econometrica, 77(3), 623–685. https://doi.org/10.3982/ECTA6248
Cunado, J., & Perez de Gracia, F. (2014). Oil price shocks and stock market returns: Evidence for some European countries. Energy Economics, 42, 365–377. https://doi.org/10.1016/j.eneco.2013.10.017
Degiannakis, S., Filis, G., & Floros, C. (2013). Oil and stock returns: Evidence from European industrial sector indices in a time-varying environment. Journal of International Financial Markets, Institutions and Money, 26, 175–191. https://doi.org/10.1016/j.intfin.2013.05.007
Hamilton, J. D. (2009). Causes and Consequences of the Oil Shock of 2007-08. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2583456
Hamilton, James D. (2009). Understanding Crude Oil Prices. The Energy Journal, 30(2), 179–206. https://doi.org/10.5547/ISSN0195-6574-EJ-Vol30-No2-9
Abdullah, A. M., Saiti, B., & Masih, M. (2016). The impact of crude oil price on Islamic stock indices of South East Asian countries: Evidence from MGARCH-DCC and wavelet approaches. Borsa Istanbul Review, 16(4), 219–232. https://doi.org/10.1016/j.bir.2015.12.002
Antonakakis, N., Chatziantoniou, I., & Filis, G. (2017). Oil shocks and stock markets: Dynamic connectedness under the prism of recent geopolitical and economic unrest. International Review of Financial Analysis, 50, 1–26. https://doi.org/10.1016/j.irfa.2017.01.004
Arouri, M., Estay, C., Rault, C., & Roubaud, D. (2016). Economic policy uncertainty and stock markets: Long-run evidence from the US. Finance Research Letters, 18, 136–141. https://doi.org/10.1016/j.frl.2016.04.011
Bahmani Oskooee, M., & Saha, S. (2019). On the effects of policy uncertainty on stock prices: an asymmetric analysis. Quantitative Finance and Economics, 3(2), 412–424. https://doi.org/10.3934/qfe.2019.2.412
Bahmani-Oskooee, M., Ghodsi, S. H., & Hadzic, M. (2019). Asymmetric causality between oil price and stock returns:A sectoral analysis. Economic Analysis and Policy, 63, 165–174. https://doi.org/10.1016/j.eap.2019.06.002
Baker, S. R., Bloom, N., & Davis, S. J. (2016a). Measuring Economic Policy Uncertainty*. The Quarterly Journal of Economics, 131(4), 1593–1636. https://doi.org/10.1093/qje/qjw024
Baker, S. R., Bloom, N., & Davis, S. J. (2016b). Measuring economic policy uncertainty. … Quarterly Journal of Economics. https://academic.oup.com/qje/article-abstract/131/4/1593/2468873
Bilal, A., Ahmed, S., Zada, H., Thalassinos, E., & Nawaz, M. H. (2025). How Do Asymmetric Oil Prices and Economic Policy Uncertainty Shapes Stock Returns Across Oil Importing and Exporting Countries? Evidence from Instrumental Variable Quantile Regression Approach. Risks, 13(5), 93. https://doi.org/10.3390/risks13050093
Bilal, Z. O., Abdalla, Y. A., & Alam, N. (2025). Does Oil Prices Impact Sectoral Stock Market Prices? Evidence from Emerging Economies. International Journal of Energy Economics and Policy, 15(1), 1–7. https://doi.org/10.32479/ijeep.17705
Blooms, N. (2009). The Impact of Uncertainty Shocks. Econometrica, 77(3), 623–685. https://doi.org/10.3982/ECTA6248
Cunado, J., & Perez de Gracia, F. (2014). Oil price shocks and stock market returns: Evidence for some European countries. Energy Economics, 42, 365–377. https://doi.org/10.1016/j.eneco.2013.10.017
Degiannakis, S., Filis, G., & Floros, C. (2013). Oil and stock returns: Evidence from European industrial sector indices in a time-varying environment. Journal of International Financial Markets, Institutions and Money, 26, 175–191. https://doi.org/10.1016/j.intfin.2013.05.007
Hamilton, J. D. (2009). Causes and Consequences of the Oil Shock of 2007-08. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2583456
Hamilton, James D. (2009). Understanding Crude Oil Prices. The Energy Journal, 30(2), 179–206. https://doi.org/10.5547/ISSN0195-6574-EJ-Vol30-No2-9
Hammoudeh, S., Kim, W. J., & Sarafrazi, S. (2016). Sources of Fluctuations in Islamic, U.S., EU, and Asia Equity Markets: The Roles of Economic Uncertainty, Interest Rates, and Stock Indexes. Emerging Markets Finance and Trade, 52(5), 1195–1209. https://doi.org/10.1080/1540496X.2014.998561
Huang, W.-Q., & Liu, P. (2022). Asymmetric effects of economic policy uncertainty on stock returns under different market conditions: evidence from G7 stock markets. Applied Economics Letters, 29(9), 780–784. https://doi.org/10.1080/13504851.2021.1885606
Kang, W., & Ratti, R. A. (2013a). Oil shocks, policy uncertainty and stock market return. Journal of International Financial Markets, Institutions and Money, 26, 305–318. https://doi.org/10.1016/j.intfin.2013.07.001
Kang, W., & Ratti, R. A. (2013b). Oil shocks, policy uncertainty and stock market return. Journal of International Financial Markets, Institutions and Money, 26(1), 305–318. https://doi.org/10.1016/j.intfin.2013.07.001
Karaömer, Y., & Eser Guzel, A. (2024). Effect of Economic Policy Uncertainty on Stock Returns: Analysing the Moderating Role of Government Size. Politická Ekonomie, 72(1), 50–72. https://doi.org/10.18267/j.polek.1407
Khan, M. K., Teng, J.-Z., & Khan, M. I. (2019). Asymmetric impact of oil prices on stock returns in Shanghai stock exchange: Evidence from asymmetric ARDL model. PLOS ONE, 14(6), e0218289. https://doi.org/10.1371/journal.pone.0218289
Kilian, L., & Park, C. (2009). THE IMPACT OF OIL PRICE SHOCKS ON THE U.S. STOCK MARKET*. International Economic Review, 50(4), 1267–1287. https://doi.org/10.1111/j.1468-2354.2009.00568.x
Nazlioglu, S., Hammoudeh, S., & Gupta, R. (2015). Volatility transmission between Islamic and conventional equity markets: evidence from causality-in-variance test. Applied Economics, 1–16. https://doi.org/10.1080/00036846.2015.1039705
Nyasha, S., & Odhiambo, N. M. (2021). Government size and economic growth in Kenya: a multivariate dynamic causal linkage. International Journal of Sustainable Economy, 13(2), 150. https://doi.org/10.1504/IJSE.2021.114617
Pinho, C., & Madaleno, M. (2016). Oil prices and stock returns: nonlinear links across sectors. Portuguese Economic Journal, 15(2), 79–97. https://doi.org/10.1007/s10258-016-0117-6
Poon, S.-H., & Taylor, S. J. (1992). Stock returns and volatility: An empirical study of the UK stock market. In Journal of Banking and Finance (Vol. 16). 10.1016/0378-4266(92)90077-D
Saha, S. (2022). Asymmetric Impact of Oil Price Changes on Stock Prices: Evidence from Country and Sectoral Level Data. Journal of Economics and Finance, 46(2), 237–282. https://doi.org/10.1007/s12197-021-09559-3
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
Shin, Y., Yu, B., & Greenwood-Nimmo, M. (2011). Modelling Asymmetric Cointegration and Dynamic Multipliers in a Nonlinear ARDL Framework. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.1807745
Zheng, D., Li, H., & Chiang, T. C. (2025). Economic Policy Uncertainty and Stock Excess Returns: Firm-Level Evidence from Asia-Pacific Markets. The Chinese Economy, 58(6), 477–492. https://doi.org/10.1080/10971475.2025.2540678
Copyright (c) 2026 Ahmad Fatoni, Ahmad Rodoni

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






