Abstract
This paper attempts to investigate the dynamic linkages between Saudi crude oil prices to the select GCC (Gulf Cooperation Council) equity market during COVID-19 outbreak. We measure the Saudi oil market as Saudi Aramco share price while equity market of GCC economies is proxied as DFM General Equity, MSCI Qatar Equity, Kuwait Main Market 50, MSCI Oman Equity and Bahrain All Share Equity respectively. The data examined markets is collected extending from December 31, 2019 to July 31, 2022. Empirically, the result unfolds that there is no linkage of Saudi crude oil with Bahrain equity market in both short and long run; rest market is witnessed with mixed of linkage in short and long run. Additionally, it reveals that Oman stock market is the highest contributor while Bahrain equity market is the highest receiver of the shock. The more connectedness is found in the long run comparatively. This study furnishes an insight to the various stakeholders of the crude oil markets and financial markets.



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Abbreviations
- DCC:
-
Dynamic conditional correlation
- GCC:
-
Gulf Cooperation Council
- VAR:
-
Vector autoregressive model
References
Abuzayed, B., & Al-Fayoumi, N. (2021). Risk spillover from crude oil prices to GCC stock market returns: New evidence during the COVID-19 outbreak. North American Journal of Economics and Finance, 58, 101476. https://doi.org/10.1016/j.najef.2021.101476
Alotaibi, A. R., & Mishra, A. V. (2015). Global and regional volatility spillovers to GCC stock markets. Economic Modelling, 45, 38–49. https://doi.org/10.1016/j.econmod.2014.10.052
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
Baruník, J., & Křehlík, T. (2018). Measuring the frequency dynamics of financial connectedness and systemic risk. Journal of Financial Econometrics, 16(2), 271–296. https://doi.org/10.1093/jjfinec/nby001
Chang, C. L., McAleer, M., & Tansuchat, R. (2013). Conditional correlations and volatility spillovers between crude oil and stock index returns. North American Journal of Economics and Finance, 25, 116–138. https://doi.org/10.1016/j.najef.2012.06.002
Charfeddine, L., & Al Refai, H. (2019). Political tensions, stock market dependence and volatility spillover: Evidence from the recent intra-GCC crises. North American Journal of Economics and Finance, 50, 101032. https://doi.org/10.1016/j.najef.2019.101032
Hassan, K., Hoque, A., & Gasbarro, D. (2019). Separating BRIC using Islamic stocks and crude oil: Dynamic conditional correlation and volatility spillover analysis. Energy Economics, 80, 950–969. https://doi.org/10.1016/j.eneco.2019.02.016
Hussain, M., Bashir, U., & Rehman, R. U. (2023). Exchange rate and stock prices volatility connectedness and spillover during pandemic induced-crises: evidence from brics countries. Asia-Pacific Financial Markets. https://doi.org/10.1007/s10690-023-09411-0
Jebabli, I., Kouaissah, N., & Arouri, M. (2022). Volatility spillovers between stock and energy markets during crises: A comparative assessment between the 2008 global financial crisis and the Covid-19 pandemic crisis. Finance Research Letters, 46, 102363. https://doi.org/10.1016/j.frl.2021.102363
Jiang, Y., Jiang, C., Nie, H., & Mo, B. (2019). The time-varying linkages between global oil market and China’s commodity sectors: Evidence from DCC-GJR-GARCH analyses. Energy, 166, 577–586. https://doi.org/10.1016/j.energy.2018.10.116
Just, M., & Echaust, K. (2022). Dynamic spillover transmission in agricultural commodity markets: What has changed after the COVID-19 threat? Economics Letters, 217, 110671. https://doi.org/10.1016/j.econlet.2022.110671
Khalfaoui, R., Sarwar, S., & Tiwari, A. K. (2019). Analysing volatility spillover between the oil market and the stock market in oil-importing and oil-exporting countries: Implications on portfolio management. Resources Policy, 62, 22–32. https://doi.org/10.1016/j.resourpol.2019.03.004
Kumar, S., Kumar, A., Kumar, A., & Hoon, S. (2019). Correlations and volatility spillovers between oil, natural gas, and stock prices in India. Resources Policy, 62, 282–291. https://doi.org/10.1016/j.resourpol.2019.04.004
Le, T. L., Abakah, E. J. A., & Tiwari, A. K. (2021). Time and frequency domain connectedness and spill-over among fintech, green bonds and cryptocurrencies in the age of the fourth industrial revolution. Technological Forecasting and Social Change, 162, 120382. https://doi.org/10.1016/j.techfore.2020.120382
Liow, K. H., & Newell, G. (2016). Real estate global beta and spillovers: An international study. Economic Modelling, 59, 297–313. https://doi.org/10.1016/j.econmod.2016.08.001
Lu, X., Huang, N., Mo, J., & Ye, Z. (2023). Dynamics of the return and volatility connectedness among green finance markets during the COVID-19 pandemic. Energy Economics, 125, 106860. https://doi.org/10.1016/j.eneco.2023.106860
Maghyereh, A. I., Awartani, B., & Tziogkidis, P. (2017). Volatility spillovers and cross-hedging between gold, oil and equities: Evidence from the Gulf Cooperation Council countries. Energy Economics, 68, 440–453. https://doi.org/10.1016/j.eneco.2017.10.025
Malhotra, G., Yadav, M. P., Tandon, P., & Sinha, N. (2023). An investigation on dynamic connectedness of commodity market with financial market during the Russia-Ukraine invasion. Benchmarking. https://doi.org/10.1108/BIJ-11-2022-0727
Mensi, W., Hammoudeh, S., Al-Jarrah, I. M. W., Al-Yahyaee, K. H., & Kang, S. H. (2019). Risk spillovers and hedging effectiveness between major commodities, and Islamic and conventional GCC banks. Journal of International Financial Markets, Institutions and Money, 60, 68–88. https://doi.org/10.1016/j.intfin.2018.12.011
Mokni, K., & Youssef, M. (2019). Measuring persistence of dependence between crude oil prices and GCC stock markets: a copula approach. The Quarterly Review of Economics and Finance.
Nyakurukwa, K., & Seetharam, Y. (2023). Quantile and asymmetric return connectedness among BRICS stock markets. The Journal of Economic Asymmetries, 27, e00303. https://doi.org/10.1016/j.jeca.2023.e00303
Ouyang, Z., Zhou, X., & Lai, Y. (2023). Global stock markets risk contagion: Evidence from multilayer connectedness networks in the frequency domain. The North American Journal of Economics and Finance, 68, 101973. https://doi.org/10.1016/j.najef.2023.101973
Rajwani, S., Tiwari, A. K., Yadav, M. P., & Sharma, S. (2023). Dynamic linkages of energy commodities with bullion and metal market: evidence of portfolio hedging. 148–179.
Salisu, A. A., Sikiru, A. A., & Vo, X. V. (2020). Pandemics and the emerging stock markets. Borsa Istanbul Review, 20(11), S40–S48. https://doi.org/10.1016/j.bir.2020.11.004
Sarwar, S., Kumar, A., & Tingqiu, C. (2020). Analyzing volatility spillovers between oil market and Asian stock markets. Resources Policy, 66, 101608. https://doi.org/10.1016/j.resourpol.2020.101608
Tsuji, C. (2018). Return transmission and asymmetric volatility spillovers between oil futures and oil equities: New DCC-MEGARCH analyses. Economic Modelling, 74, 167–185. https://doi.org/10.1016/j.econmod.2018.05.007
Wang, L., Guan, L., Ding, Q., & Zhang, H. (2023). Asymmetric impact of COVID-19 news on the connectedness of the green energy, dirty energy, and non-ferrous metal markets. Energy Economics, 126, 106925. https://doi.org/10.1016/j.eneco.2023.106925
Warshaw, E. (2020). Asymmetric volatility spillover between European equity and foreign exchange markets : Evidence from the frequency domain. International Review of Economics and Finance, 68, 1–14. https://doi.org/10.1016/j.iref.2020.03.001
Yadav, M. P., & Pandey, A. (2019). Volatility spillover between Indian and MINT stock exchanges: portfolio diversification implication. The Indian Economic Journal, 67(3–4), 299–311. https://doi.org/10.1177/0019466220947501
Yadav, M. P., Bhatia, S., Singh, N., & Islam, T. (2022). Financial and energy exchange traded funds futures: An evidence of spillover and portfolio hedging. Annals of Operations Research. https://doi.org/10.1007/s10479-022-04538-1
Yadav, M., Mishra, N., & Ashok, S. (2023). Dynamic connectedness of green bond with financial markets of European countries under OECD economies. Economic Change and Restructuring, 56(1), 609–631. https://doi.org/10.1007/s10644-022-09430-3
Yousaf, I., Beljid, M., Chaibi, A., & Ajlouni, A. A. L. (2022). Do volatility spillover and hedging among GCC stock markets and global factors vary from normal to turbulent periods? Evidence from the global financial crisis and Covid-19 pandemic crisis. Pacific Basin Finance Journal, 73, 101764. https://doi.org/10.1016/j.pacfin.2022.101764
Zhang, Y. (2021). The COVID-19 outbreak and oil stock price fluctuations: Evidence from China. Energy Research Letters
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All authors contributed to the study conception and design the model. Literature review preparation, data collection and analysis were performed by ST, MY, AA, NS, MA, MA, and MS. The revised manuscript was written by MY, and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Yadav, M., Tabassum, S., AlQudah, A.A. et al. Does COVID-19 Outbreak Push Saudi Crude Oil to Connect with Selected GCC Equity Market? Insight of Time Varying Linkage. Comput Econ 63, 1047–1070 (2024). https://doi.org/10.1007/s10614-023-10523-y
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DOI: https://doi.org/10.1007/s10614-023-10523-y

