Dynamic Connectedness of MENA Stock Markets and Key Energy Indicators: Insights from Global Risk Perception

Yıl 2024, Cilt: 12 Sayı: 3, 1015 - 1038

Ender Baykut , Arif Arifoğlu , Halilibrahim Gökgöz

https://doi.org/10.18506/anemon.1429010

Öz

This paper examines the dynamic connectedness between stock market indices of the Middle East and North Africa (MENA) countries and key variables such as the VIX, WTI crude oil and natural gas prices. Using a daily dataset covering eleven stock markets in the MENA region, the Time-Varying Parameter Vector Autoregressive (TVP-VAR) model is employed as the methodological framework to analyse the dynamic linkages among the variables. The results of our study show that global economic events exert different influences on connectedness. This phenomenon is particularly noticeable during key events such as the COVID-19 pandemic and the Russia-Ukraine war. Moreover, the dynamics of MENA stock markets are influenced by changes in energy demand and price shocks. Crucially, these effects vary considerably at the country level. During this period, Jordan and Tunisia experienced an increase in natural gas-induced volatility, while Oman experienced a decrease. The Russia-Ukraine war increased volatility for Kuwait, Bahrain, Morocco and the UAE, especially for natural gas. The impact of these events also extended to oil-related volatility, affecting countries such as Egypt, Jordan, Kuwait and Morocco. In particular, Kuwait, Bahrain, Saudi Arabia and United Arap Emirates moved from being net receivers of volatility to net transmitters of volatility during the pandemic.

Anahtar Kelimeler

MENA Stock Markets, VIX, TVP-VAR

MENA Hisse Senedi Piyasaları ve Temel Enerji Göstergelerinin Dinamik Bağlantılılığı: Küresel Risk Algısından İçgörüler

Öz

Bu çalışma, Orta Doğu ve Kuzey Afrika (MENA) ülkelerinin borsa endeksleri ile VIX, WTI ham petrol ve doğal gaz fiyatları gibi temel değişkenler arasındaki dinamik bağlantılılığı incelemektedir. MENA bölgesindeki 11 borsanın günlük veri setinin kullanıldığı çalışmada, Zamanla Değişen Parametre Vektör Otoregresif (TVP-VAR) modeli, değişkenler arasındaki dinamik bağlantılılığı analiz etmek için metodolojik çerçeve olarak uygulanmıştır. Çalışmamızın sonuçları, küresel ekonomik olayların bağlantılılık üzerinde farklı etkiler yarattığını göstermektedir. Bu olgu, özellikle COVID-19 salgını ve Rusya-Ukrayna savaşı gibi önemli olaylar sırasında fark edilmektedir. Ayrıca MENA hisse senedi piyasalarının dinamikleri enerji talebindeki değişikliklerden ve fiyat şoklarından etkilenmektedir. Daha da önemlisi, bu etkiler ülke düzeyinde önemli ölçüde farklılık göstermektedir. Bu dönemde Ürdün ve Tunus'ta doğal gaz kaynaklı volatilitede artış yaşanırken, Umman'da düşüş yaşanmıştır. Rusya-Ukrayna savaşı, başta doğalgaz olmak üzere Kuveyt, Bahreyn, Fas ve BAE açısından oynaklığı artırmıştır. Bu olayların etkisi aynı zamanda petrole bağlı dalgalanmalara da uzanarak Mısır, Ürdün, Kuveyt ve Fas gibi ülkeleri etkilemiştir. Özellikle Umman ve Kuveyt Menkul Kıymetler Borsası (KSE), pandemi sırasında oynaklığın net alıcısı olmaktan çıkıp oynaklığın net yayıcısı haline gelmişlerdir.

Anahtar Kelimeler

MENA Borsaları, VIX, TVP-VAR

Kaynakça

• Abdou, H. A., Elamer, A. A., Abedin, M. Z., & Ibrahim, B. A. (2024). The impact of oil and global markets on Saudi stock market predictability: A machine learning approach. Energy Economics, 132. https://doi.org/10.1016/j.eneco.2024.107416
• Abid, F., Bahloul, S., & Mroua, M. (2016). Financial development and economic growth in MENA countries. Journal of Policy Modelling, 38(6), 1099–1117. https://doi.org/10.1016/j.jpolmod.2016.06.006
• Abid, I., Goutte, S., Guesmi, K., & Jamali, I. (2019). Transmission of shocks and contagion from U.S. to MENA equity markets: The role of oil and gas markets. Energy Policy, 134. https://doi.org/10.1016/j.enpol.2019.110953
• Ahmed, W. M. A. (2018). On the interdependence of natural gas and stock markets under structural breaks. The Quarterly Review of Economics and Finance, 67 (2018) 149–161. https://doi.org/10.1016/j.qref.2017.06.003
• Albaity, M., Saadaoui Mallek, R., Bakather, A., & A. Hassan Al-Tamimi, H. (2023b). Heterogeneity of the MENA region’s bank stock returns: Does country risk matter? Journal of Open Innovation: Technology, Market, and Complexity, 9(2). https://doi.org/10.1016/j.joitmc.2023.100057
• Albaity, M., Shah, S. F., Al-Tamimi, H. A. H., Rahman, M., & Thangavelu, S. (2023a). Country risk and bank returns: Evidence from MENA countries. The Journal of Economic Asymmetries, 28(2023), e00329. Doi:10.1016/j.jeca.2023.e00329
• Alqahtani, A., & Chevallier, J. (2020). Dynamic spillovers between Gulf Cooperation Council’s stocks, VIX, oil and gold volatility indices. Journal of Risk and Financial Management, 13(4), 69. https://doi.org/10.3390/jrfm13040069
• Alqahtani, A., Klein, T. & Khalid, A. (2019). The impact of oil price uncertainty on GCC stock markets. Resources Policy, 64, 101526. https://doi.org/10.1016/j.resourpol.2019.101526
• Alqaralleh, H., Awadallah, D., & Al-Ma’aitah, N. (2019). Dynamic asymmetric financial connectedness under tail dependence and rendered time variance: Selected evidence from emerging MENA stock markets. Borsa Istanbul Review, 19(4), 323–330. https://doi.org/10.1016/j.bir.2019.06.001
• Al-Smadi, M. O. (2023). Examining the relationship between digital finance and financial inclusion: evidence from MENA countries. Borsa Istanbul Review, 23(2), 464-472. https://doi.org/10.1016/j.bir.2022.11.016
• Altinkeski, B. K., Dibooglu, S., Cevik, E. I., Kilic, Y., & Bugan, M. F. (2024). Quantile connectedness between VIX and global stock markets. In Borsa Istanbul Review. https://doi.org/10.1016/j.bir.2024.07.006
• Antonakakis, N., Chatziantoniou, I. & Gabauer, D. (2020). Refined measures of dynamic connectedness based on time-varying parameter vector autoregressions. J. Risk Finance. Manag. 13 (4), 84. https://doi.org/10.3390/jrfm13040084
• Arifoğlu, A., Gökgöz, H., & Kandemir, T. (2023). Testing the factors affecting intraday market electricity prices by connectedness approach. Sosyoekonomi, 31 (57), 179-194. https://doi.org/10.17233/sosyoekonomi.2023.03.09
• Arouri, M. & Rault, C. (2012). Oil prices and stock market returns in GCC: a dual relationship. Middle East Finance Review, 6(2), 24-39. https://doi.org/10.1002/ijfe.443
• Assaf, A. (2016). MENA stock market volatility persistence: Evidence before and after the financial crisis of 2008. Research in International Business and Finance, 36, 222–240. https://doi.org/10.1016/j.ribaf.2015.09.003
• Bahloul, S. & Ben Amor, N. (2022), A quantile regression approach to evaluate the relative impact of global and local factors on the MENA stock markets, International Journal of Emerging Markets, 17(10), 2763-2786. https://doi.org/10.1108/IJOEM-03-2020-0251
• Balcilar, M., Elsayed, A. H., & Hammoudeh, S. (2023). Financial connectedness and risk transmission among MENA countries: Evidence from connectedness network and clustering analysis. Journal of International Financial Markets, Institutions and Money, 82. https://doi.org/10.1016/j.intfin.2022.101656
• Balcilar, M., Usman, O., & Duman, G. M. (2024). Nonlinear network connectedness: Assessing financial risk transmission in MENA and influence of external financial conditions. Emerging Markets Review, 62. https://doi.org/10.1016/j.ememar.2024.101186
• Bigerna, S. (2024). Connectedness analysis of oil price shocks, inflation, and exchange rate for the MENA region countries. Resources Policy, 88. https://doi.org/10.1016/j.resourpol.2023.104344
• Bossman, A., Gubareva, M. & Teplova, T. (2023). EU sectoral stocks amid geopolitical risk, market sentiment, and crude oil implied volatility: An asymmetric analysis of the Russia-Ukraine tensions. Resources Policy, Volume 82, May 2023, 103515. https://doi.org/10.1016/j.resourpol.2023.103515
• Boubaker, H. & Sghaier, N. (2014). Instability and dependence structure between oil prices and GCC stock markets. Energy Studies Review, 20 (3), 50–65. https://doi.org/10.15173/esr.v20i3.555
• Boulanouar, Z. & Essid, L. (2023). Extending the resource curse hypothesis to sustainability: Unveiling the environmental impacts of Natural resources rents and subsidies in Fossil Fuel-rich MENA Countries. Resources Policy, 87 (2023) 104330. https://doi.org/10.1016/j.resourpol.2023.104330
• Bouri, E. & Demirer, R. (2016). On the volatility transmission between oil and stock markets: a comparison of emerging importers and exporters. Econ. Politica 33 (1), 63–82. https://doi.org/10.1007/s40888-016-0022-6
• Bouri, E. (2015). Oil volatility shocks and the stock markets of oil-importing MENA economies: A tale from the financial crisis. Energy Economics, 51, 590–598. https://doi.org/10.1016/j.eneco.2015.09.002
• Bouri, E., Kachacha, I., & Roubaud, D. (2020). Oil market conditions and sovereign risk in MENA oil exporters and importers. Energy Policy, 137. https://doi.org/10.1016/j.enpol.2019.111073
• Boussaidi, R., & AlSaggaf, M. I. (2022). Contrarian profits and representativeness heuristic in the MENA stock markets. Journal of Behavioural and Experimental Economics, 97. https://doi.org/10.1016/j.socec.2021.101820
• Breunig, R.V. & Chia, T.C. (2015). Sovereign ratings and oil-exporting countries: the effect of high oil prices on ratings. International Review of Finance, 15 (1), 113–138. https://doi.org/10.1111/irfi.12036
• Chaffai, M., & Coccorese, P. (2023). Banking market power and its determinants: new insights from MENA countries. Emerging Markets Review, 101004. https://doi.org/10.1016/j.ememar.2023.101004
• Chau, F., Deesomsak, R., & Wang, J. (2014). Political uncertainty and stock market volatility in the Middle East and North African (MENA) countries. Journal of International Financial Markets, Institutions and Money, 28(1), 1–19. https://doi.org/10.1016/j.intfin.2013.10.008
• Darbouche, H. (2013). MENA's growing natural gas deficit and the issue of domestic prices. Energy Strategy Reviews, 2(1), 116-121. https://doi.org/10.1016/j.esr.2013.02.008
• Domowitz, I., Glen, J., Madhavan, A. (1998). International cross-listing and order flow migration: evidence from an emerging market. J. Finance 53,2001–2027. https://doi.org/10.1111/0022-1082.00081
• Eissa, M. A., Al Refai, H., & Chortareas, G. (2024). Heterogeneous impacts of geopolitical risk factors on stock markets in the Middle East: A quantile regression analysis across four emerging economies. Journal of Economic Asymmetries, 30. https://doi.org/10.1016/j.jeca.2024.e00374
• El-Anshasy, A.A. & Bradley, M.D. (2012). Oil prices and the fiscal policy response in oil-exporting countries. Journal of Policy Modelling, 34 (5), 605–620. https://doi.org/10.1016/j.jpolmod.2011.08.021
• Elfeituri, H. (2022). Banking stability, institutional quality, market concentration, competition and political conflict in MENA. Journal of International Financial Markets, Institutions and Money, 76. https://doi.org/10.1016/j.intfin.2021.101476
• Elsayed, A. H., & Yarovaya, L. (2019). Financial stress dynamics in the MENA region: Evidence from the Arab Spring. Journal of International Financial Markets, Institutions and Money, 62, 20–34. https://doi.org/10.1016/j.intfin.2019.05.004
• Elsayed, A. H., Sohag, K., & Sousa, R. M. (2024). Oil shocks and financial stability in MENA countries. Resources Policy, 89. https://doi.org/10.1016/j.resourpol.2024.104653
• Energy Institute (2023). Statistical review of world energy, https://www.energyinst.org/statistical-review/resources-and-data-downloads, Erişim Tarihi: 26.11.2023.
• Gazdar, K., & Cherif, M. (2015). Institutions and the finance–growth nexus: empirical evidence from MENA countries. Borsa Istanbul Review, 15(3), 137-160. https://doi.org/10.1016/j.bir.2015.06.001
• Gökgöz, H. & Kandemir, T. (2023). Trampadan kripto paraya. Nobel: Ankara.
• Gökgöz, H., & Kayahan, C. (2023). Bitcoin ile gelişmiş ve gelişmekte olan ülkeler arasındaki volatilite yayılım etkisinin TVP-VAR ile analizi. Hacettepe Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 41 (1), 109-125. https://doi.org/10.17065/huniibf.1098448
• Graham, M., Kiviaho, J., Nikkinen, J., & Omran, M. (2013). Global and regional co-movement of the MENA stock markets. Journal of Economics and Business, 65, 86–100. https://doi.org/10.1016/j.jeconbus.2012.09.005
• Habibi, H., & Mohammadi, H. (2022). Return and volatility spillovers across the Western and MENA countries. North American Journal of Economics and Finance, 60. https://doi.org/10.1016/j.najef.2022.101642
• Hadhri, S. & Ftiti, Z. (2019). Commonality in liquidity among Middle East and North Africa emerging stock markets: Does it really matter? Economic Systems, 43(3–4), September–December 2019, 100699. https://doi.org/10.1016/j.ecosys.2019.100699
• Hakimi, A., Hamdi, H., & Khemiri, M. A. (2023). Banking in the MENA region: the pro-active role of financial and economic freedom. Journal of Policy Modelling, 45(5), 1058-1076. https://doi.org/10.1016/j.jpolmod.2023.06.003
• Hamilton, J., (2009). Oil Prices and the Economic Recession of 2007-08, vol. 16. VoxEU. June. https://voxeu.org/article/did-rising-oil-prices-trigger-current-recession
• Hammoudeh, S., & Li, H. (2008). Sudden changes in volatility in emerging markets: the case of Gulf Arab stock markets. International Review of Financial Analysis, 17, 47–63. https://doi.org/10.1016/j.irfa.2005.01.002
• Hamouda, F. (2018). Stock repurchase and Arab Spring empirical evidence from the MENA region. Journal of Finance and Data Science, 4(1), 29–43. https://doi.org/10.1016/j.jfds.2017.11.003
• Harabida, M., Radi, B. & Gueyie, J. P. (2023). ESG ındices efficiency in five MENA countries: application of the hurst exponent, Theoretical Economics Letters, 13, 183-201. Doi:10.4236/tel.[phone]
• Hassan, A. S. (2021). Asymmetric effects of oil revenue on government expenditure: insights from oil‐exporting developing countries. OPEC Energy Review, 45(2), 257-274. https://doi.org/10.1111/opec.12203
• Hkiri, B., Bejaoui, A., Gharib, C., & Al Nemer, H. A. (2021). Revisiting efficiency in MENA stock markets during political shocks: evidence from a multi-step approach. Heliyon, 7(9). https://doi.org/10.1016/j.heliyon.2021.e08028 Investing, Piyasa Endeksi, https://www.investing.com, Erişim Tarihi: 20 Eylül 2023.
• Jiang, H., Xu, S., Cui, J., & Subhani, G. (2023). The impact of bank capital, liquidity, and funding liquidity on sustainable bank lending: evidence from MENA region. Economic Analysis and Policy, 79, 713-726. https://doi.org/10.1016/j.eap.2023.06.043
• Jiang, Z., & Yoon, S.M., (2020). Dynamic co-movement between oil and stock markets in oil-importing and oil-exporting countries: two types of wavelet analysis. Energy Economics, 90 https://doi.org/10.1016/j.eneco.2020.104835.
• Khaki, A. R., Al-Mohamad, S., Jreisat, A., Al-Hajj, F., & Rabbani, M. R. (2022). Portfolio diversification of MENA markets with cryptocurrencies: mean-variance vs higher-order moments approach. Scientific African, p. 17, e01303. https://doi.org/10.1016/j.sciaf.2022.e01303
• Lescaroux, F., Mignon, V. (2008). On the influence of oil prices on economic activity and other macroeconomic and financial variables. OPEC Energy Review, 32 (4), 343–380. https://doi.org/10.1111/j.1753-0237.2009.00157.x
• Lo, G., Marcelin, I. & Bassene, T. (2023). Global uncertainty, connectedness and risk spillovers among sub-saharan africa and MENA equity markets. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4577583, Erişim Tarihi: 26.11.2023.
• Maghyereh, A. I., Awartani, B., & Hilu, K. Al. (2015). Dynamic transmissions between the U.S. and equity markets in the MENA countries: New evidence from pre- and post-global financial crisis. Quarterly Review of Economics and Finance, 56, 123–138. https://doi.org/10.1016/j.qref.2014.08.005
• Mandaci, P. E. & Cagli, E. C. (2021). Dynamic connectedness between Islamic Mena stock markets and global factors. International Journal of Economics, Management and Accounting, 29(1), 93–127. https://doi.org/10.31436/ijema.v29i1.817
• Mechri, N., De Peretti, C. & Ben Hamad, S. (2022). How do macroeconomic variables volatilities affect stock markets dynamics? evidence from MENA zone, International Journal of Business, 27(3), 1-21.
• Mensi, W. M. A., Rehman, m. U. & Vo, X. V. (2020). Spillovers and co-movements between precious metals and energy markets: Implications on portfolio management. Resources Policy, 69 (2020) 101836. https://doi.org/10.1016/j.resourpol.2020.101836
• Mensi, W., Al-Yahyaee, K. H., Vo, X. V., & Kang, S. H. (2021a). Modelling the frequency dynamics of spillovers and connectedness between crude oil and MENA stock markets with portfolio implications. Economic Analysis and Policy, 71, 397–419. https://doi.org/10.1016/j.eap.2021.06.001
• Mensi, W., Hammoudeh, S., Tiwari, A. K. & Al-Yahyaee, K. H. (2019). Is there a relationship between MENA stock markets, oil, Bitcoin, gold, and VIX? A Wavelet-based dependence-switching copula approach, https://erf.org.eg/app/uploads/2019/03/11-89-Walid-Mensi-Shawkat-Hammoudeh.pdf, Erişim Tarihi: 26.11.2023.
• Mensi, W., Maitra, D., Selmi, R. & Vo, X. V. (2023). Extreme dependencies and spillovers between gold and stock markets: evidence from MENA countries, Financial Innovation, 9(47), 1-27. Doi: 10.1186/s40854-023-00451-z
• Mensi, W., Mishra, T., Ko, H.U., Vo, X. V. & Kang, S. H. (2024). Quantile dependence and portfolio management between oil, gold, silver, and MENA stock markets. Research in International Business and Finance, 70 (2024) 102296. https://doi.org/10.1016/j.ribaf.2024.102296
• Mensi, W., Rehman, M. U., Hammoudeh, S., & Vo, X. V. (2021b). Spillovers between natural gas, gasoline, oil, and stock markets: Evidence from MENA countries. Resources Policy, 71. https://doi.org/10.1016/j.resourpol.2020.101983
• Mensi, W., Yousaf, I. Vo, X. V. & Kang, S. H. (2022). Multifractality during upside/ downside trends in the MENA stock markets: the effects of the global financial crisis, oil crash and COVID-19 pandemic, International Journal of Emerging Markets, 18(10), 4408-4435. https://doi.org/10.1108/IJOEM-08-2021-1177
• Mokni, K., Youssef, M. (2019). Measuring persistence of dependence between crude oil prices and GCC stock markets: a copula approach. Quarterly Review of Economics and Finance, 72, 14–33. https://doi.org/10.1016/j.qref.2019.03.003.
• Naceur, B. S., Ghazouani, S., & Omran, M. (2008). Does stock market liberalization spur financial and economic development in the MENA region? Journal of Comparative Economics, 36(4), 673–693. https://doi.org/10.1016/j.jce.2007.12.002
• Naceur, S. Ben, & Ghazouani, S. (2007). Stock markets, banks, and economic growth: Empirical evidence from the MENA region. Research in International Business and Finance, 21(2), 297–315. https://doi.org/10.1016/j.ribaf.2006.05.002
• Neaime, S. (2012). The global financial crisis, financial linkages and correlations in returns and volatilities in emerging MENA stock markets. Emerging Markets Review, 13(3), 268–282. https://doi.org/10.1016/j.ememar.2012.01.006
• Neaime, S. (2016). Financial crises and contagion vulnerability of MENA stock markets. Emerging Markets Review, 27, 14–35. https://doi.org/10.1016/j.ememar.2016.03.002
• Olayungbo, D. O., Zhuparova, A., Al-Faryan, M. A. S., & Ojo, M. S. (2024). Global oil price and stock markets in oil exporting and European countries: Evidence during the Covid-19 and the Russia-Ukraine war. Research in Globalization, 8. https://doi.org/10.1016/j.resglo.2024.100199
• Öner, M. & Aybars, A. (2022). The Nexus Between COVID-19 And Stock Returns: Evidence from Selected Mena Countries. Muhasebe Bilim Dünyası Dergisi, 2022, 24 (COVID-19 Özel Sayısı), ÖS113-ÖS127. https://doi.org/10.31460/mbdd.1033349
• Pesaran, H. H. & Shin, Y. (1998). "Generalized impulse response analysis in linear multivariate models. Economics Letters, 58(1), 17-29, January. https://doi.org/10.1016/S0165-1765(97)00214-0
• Rabbani, M. R., Billah, S. M., Shaik, M. Rahman, M. & Boujlil, R. (2023). Dynamic connectedness, spillover, and optimal hedging strategy among fintech, sukuk, and Islamic equity markets, Global Finance Journal, Vol. 58, 101983. https://doi.org/10.1016/j.gfj.2023.100901
• Rehman, M. U., Ahmad, N., Shahzad, S. J. H., & Vo, X. V. (2022). Dependence dynamics of stock markets during COVID-19. Emerging Markets Review, 51. https://doi.org/10.1016/j.ememar.2022.100894
• Rejichi, I. Z., & Aloui, C. (2012). Hurst exponent behaviour and assessment of the MENA stock markets efficiency. Research in International Business and Finance, 26(3), 353–370. https://doi.org/10.1016/j.ribaf.2012.01.005
• Salachas, E., Kouretas, G. P., Laopodis, N. T., & Vlamis, P. (2024). Stock market spillovers of global risks and hedging opportunities. European Journal of Political Economy, 83. https://doi.org/10.1016/j.ejpoleco.2024.102533
• Salameh, H. M., Al-Zu, B., Abdelal Al-Zubi, K., & Khaled Magableh, I. (2012). Oil price and stock market index in exporting and importing countries: evidence from MENA. American J. Finance and Accounting, 2(4), pp 363-379. https://doi.org/10.1504/AJFA.2012.046877
• Smimou, K., & Karabegovic, A. (2010). On the relationship between economic freedom and equity returns in the emerging markets: Evidence from the Middle East and North Africa (MENA) stock markets. Emerging Markets Review, 11(2), 119–151. https://doi.org/10.1016/j.ememar.2010.01.003
• Tagliapietra, S. (2019). The impact of the global energy transition on MENA oil and gas producers. Energy Strategy Reviews, 26, 100397. https://doi.org/10.1016/j.esr.2019.100397
• Talbi, D., Chaibi, H. & Moueti, Aymen. (2021). Political uncertainty, financial crises, and stock market volatility: Evidence from MENA region. Journal of Public Affairs. Early View, 1-14. https://doi.org/10.1002/pa.2783
• Yu, J. S., & Hassan, M. K. (2008). Global and regional integration of the Middle East and North African (MENA) stock markets. Quarterly Review of Economics and Finance, 48(3), 482–504. https://doi.org/10.1016/j.qref.2006.06.003
• Zhang, Y. J., Chevallier, J. & Guesmi, K. (2017). “De-financialization” of commodities? Evidence from stock, crude oil and natural gas markets. Energy Economics, 68 (2017) 228–239. https://doi.org/10.1016/j.eneco.2017.09.024