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Dynamic forecast error variance decomposition as risk management process for the Gulf Cooperation Council oil portfolios

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  • Bigerna, Simona
  • D’Errico, Maria Chiara
  • Polinori, Paolo

Abstract

The Ukraine–Russian war and the pandemic have stressed the importance of energy security. Accordingly, this study: (i) develops a new definition of energy security that adopts the understated perspective of oil exporters by assessing the risk faced by Gulf Cooperation Council (GCC) countries in managing their oil demand; (ii) provides a new analytical toolkit to assess the cross-market contagion and systemic risk from the exporter’s perspective. Coherently, we first construct two oil export portfolios for each GCC countries using historical oil export ‘mirror’ data for five GCC countries between the 2008 and the 2018 (the period includes the oil market turmoil of 2015). The returns of the two portfolios are expressed in both physical terms (the monthly growth of exports) and price terms. Directional volatility spillovers of the oil export portfolios are then measured using the generalised forecast error variance decomposition and the rolling window VAR method. We extend the analysis to check the robustness of the results by using the TVP-VAR model and comparing the results of different rolling schemes.

Suggested Citation

  • Bigerna, Simona & D’Errico, Maria Chiara & Polinori, Paolo, 2022. "Dynamic forecast error variance decomposition as risk management process for the Gulf Cooperation Council oil portfolios," Resources Policy, Elsevier, vol. 78(C).
  • Handle: RePEc:eee:jrpoli:v:78:y:2022:i:c:s0301420722003816
    DOI: 10.1016/j.resourpol.2022.102937
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    as
    1. Diebold, Francis X. & Yılmaz, Kamil, 2014. "On the network topology of variance decompositions: Measuring the connectedness of financial firms," Journal of Econometrics, Elsevier, vol. 182(1), pages 119-134.
    2. Goldthau, Andreas & Sovacool, Benjamin K., 2012. "The uniqueness of the energy security, justice, and governance problem," Energy Policy, Elsevier, vol. 41(C), pages 232-240.
    3. Ditya Nurdianto & Budy Resosudarmo, 2011. "Prospects and challenges for an ASEAN energy integration policy," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 13(2), pages 103-127, June.
    4. Li, Jingyu & Liu, Ranran & Yao, Yanzhen & Xie, Qiwei, 2022. "Time-frequency volatility spillovers across the international crude oil market and Chinese major energy futures markets: Evidence from COVID-19," Resources Policy, Elsevier, vol. 77(C).
    5. Yıldırım, Durmuş Çağrı & Cevik, Emrah Ismail & Esen, Ömer, 2020. "Time-varying volatility spillovers between oil prices and precious metal prices," Resources Policy, Elsevier, vol. 68(C).
    6. Liu, Tangyong & Gong, Xu, 2020. "Analyzing time-varying volatility spillovers between the crude oil markets using a new method," Energy Economics, Elsevier, vol. 87(C).
    7. Jonathan A. Batten & Cetin Ciner & Brian M. Lucey, 2015. "Which precious metals spill over on which, when and why? Some evidence," Applied Economics Letters, Taylor & Francis Journals, vol. 22(6), pages 466-473, April.
    8. Sturm, Michael & Adolf, Petra & Peschel, Dominik & Stráský, Jan, 2008. "The Gulf Cooperation Council countries: economic structures, recent developments and role in the global economy," Occasional Paper Series 92, European Central Bank.
    9. Zeeshan Khan & Muntasir Murshed & Kangyin Dong & Siqun Yang, 2021. "The roles of export diversification and composite country risks in carbon emissions abatement: evidence from the signatories of the regional comprehensive economic partnership agreement," Applied Economics, Taylor & Francis Journals, vol. 53(41), pages 4769-4787, September.
    10. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    11. Sarwar, Suleman & Tiwari, Aviral Kumar & Tingqiu, Cao, 2020. "Analyzing volatility spillovers between oil market and Asian stock markets," Resources Policy, Elsevier, vol. 66(C).
    12. Dogan, Eyup & Majeed, Muhammad Tariq & Luni, Tania, 2021. "Analyzing the impacts of geopolitical risk and economic uncertainty on natural resources rents," Resources Policy, Elsevier, vol. 72(C).
    13. Michael Sturm & Jan Strasky & Petra Adolf & Dominik Peschel, 2008. "The Gulf Cooperation Council countries – economic structures, recent developments and role in the global economy," Occasional Paper Series 92, European Central Bank.
    14. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    15. Wen, Danyan & Wang, Yudong, 2021. "Volatility linkages between stock and commodity markets revisited: Industry perspective and portfolio implications," Resources Policy, Elsevier, vol. 74(C).
    16. Bouri, Elie & Lucey, Brian & Saeed, Tareq & Vo, Xuan Vinh, 2021. "The realized volatility of commodity futures: Interconnectedness and determinants#," International Review of Economics & Finance, Elsevier, vol. 73(C), pages 139-151.
    17. Khalfaoui, Rabeh & Baumöhl, Eduard & Sarwar, Suleman & Výrost, Tomáš, 2021. "Connectedness between energy and nonenergy commodity markets: Evidence from quantile coherency networks," Resources Policy, Elsevier, vol. 74(C).
    18. Corbet, Shaen & Hou, Yang (Greg) & Hu, Yang & Oxley, Les, 2021. "Volatility spillovers during market supply shocks: The case of negative oil prices," Resources Policy, Elsevier, vol. 74(C).
    19. Alban Kitous & Bert Saveyn & Kimon Keramidas & Toon Vandyck & Luis Rey Los Santos & Krzysztof Wojtowicz, 2016. "Impact of low oil prices on oil exporting countries," JRC Research Reports JRC101562, Joint Research Centre.
    20. Liu, Zhenhua & Tseng, Hui-Kuan & Wu, Jy S. & Ding, Zhihua, 2020. "Implied volatility relationships between crude oil and the U.S. stock markets: Dynamic correlation and spillover effects," Resources Policy, Elsevier, vol. 66(C).
    21. Carlo Andrea Bollino & Philipp Galkin, 2021. "Energy Security and Portfolio Diversification: Conventional and Novel Perspectives," Energies, MDPI, vol. 14(14), pages 1-24, July.
    22. Mensi, Walid & Rehman, Mobeen Ur & Vo, Xuan Vinh, 2021. "Dynamic frequency relationships and volatility spillovers in natural gas, crude oil, gas oil, gasoline, and heating oil markets: Implications for portfolio management," Resources Policy, Elsevier, vol. 73(C).
    23. Diebold, Francis X & Mariano, Roberto S, 2002. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 134-144, January.
    24. Kumar, Satish & Pradhan, Ashis Kumar & Tiwari, Aviral Kumar & Kang, Sang Hoon, 2019. "Correlations and volatility spillovers between oil, natural gas, and stock prices in India," Resources Policy, Elsevier, vol. 62(C), pages 282-291.
    25. Abdmouleh, Zeineb & Alammari, Rashid A.M. & Gastli, Adel, 2015. "Recommendations on renewable energy policies for the GCC countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 1181-1191.
    26. Diebold, Francis X. & Yilmaz, Kamil, 2012. "Better to give than to receive: Predictive directional measurement of volatility spillovers," International Journal of Forecasting, Elsevier, vol. 28(1), pages 57-66.
    27. Stanislav Z. Zhiznin & Vladimir M. Timohov & Velislava Dineva, 2020. "Energy Security: Theoretical Interpretations and Quantitative Evaluation," International Journal of Energy Economics and Policy, Econjournals, vol. 10(2), pages 390-400.
    28. Nikolaos Antonakakis & Ioannis Chatziantoniou & David Gabauer, 2020. "Refined Measures of Dynamic Connectedness based on Time-Varying Parameter Vector Autoregressions," JRFM, MDPI, vol. 13(4), pages 1-23, April.
    29. Gabauer, David & Gupta, Rangan, 2018. "On the transmission mechanism of country-specific and international economic uncertainty spillovers: Evidence from a TVP-VAR connectedness decomposition approach," Economics Letters, Elsevier, vol. 171(C), pages 63-71.
    30. Wang, Yudong & Guo, Zhuangyue, 2018. "The dynamic spillover between carbon and energy markets: New evidence," Energy, Elsevier, vol. 149(C), pages 24-33.
    31. Karatayev, Marat & Hall, Stephen, 2020. "Establishing and comparing energy security trends in resource-rich exporting nations (Russia and the Caspian Sea region)," Resources Policy, Elsevier, vol. 68(C).
    32. Reda Cherif & Fuad Hasanov, 2014. "Soaring of the Gulf Falcons: Diversification in the GCC Oil Exporters in Seven Propositions," IMF Working Papers 2014/177, International Monetary Fund.
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