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How unexpected geopolitical risk affect the nonlinear spillover among energy and metal markets?

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  • Huang, Shupei
  • Wang, Xinya
  • Ji, Qiang

Abstract

Geopolitical risk interacts with natural resource commodity markets closely and dynamically, which complicates the fluctuation spillover among those markets. We firstly uncover the overall and dynamic information spillover features among energy and metal markets, namely traditional energy, transition energy, new energy metals, precious metals, and traditional bulk metals in the nonlinear causal network constructed by combining the leave-one-out and transfer entropy methods. We then quantify the systemic significance of each sector in that network and further explore the impact of unexpected geopolitical risk in multiple-order moments on the significance of each sector during the sample period from January 4, 2011 to May 7, 2024. The results indicate that precious metals and traditional bulk metals are the two most significant sectors in the nonlinear causal network for information spillovers during the overall sample period, followed by traditional energy, new energy metals, and transition energy sectors; from a dynamic perspective, the significance of the transition energy and new energy metal sectors fluctuates with greater amplitude compared to other sectors. Regarding the impact of geopolitical risk on the significance of each sector, unexpected geopolitical risks have a more significant influence on energy and metal markets compared to generic geopolitical risks; moreover, the mean value of geopolitical risks exerts a greater effect on all sectors than its higher-order moment counterparts; all sectors except the traditional bulk metal sector, their systemic significance is sensitive to geopolitical shocks, especially above the 50th percentile. These results may offer effective references for financial risk management during the energy transition process.

Suggested Citation

  • Huang, Shupei & Wang, Xinya & Ji, Qiang, 2025. "How unexpected geopolitical risk affect the nonlinear spillover among energy and metal markets?," Energy Economics, Elsevier, vol. 142(C).
    • Handle: RePEc:eee:eneeco:v:142:y:2025:i:c:s0140988324008521
    DOI: 10.1016/j.eneco.2024.108143
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    as
    1. Dario Caldara & Matteo Iacoviello, 2022. "Measuring Geopolitical Risk," American Economic Review, American Economic Association, vol. 112(4), pages 1194-1225, April.
    2. Akram, Q. Farooq, 2020. "Oil price drivers, geopolitical uncertainty and oil exporters' currencies," Energy Economics, Elsevier, vol. 89(C).
    3. Abdel-Latif, Hany & El-Gamal, Mahmoud, 2020. "Financial liquidity, geopolitics, and oil prices," Energy Economics, Elsevier, vol. 87(C).
    4. Anne Neumann & Christian von Hirschhausen, 2015. "Natural Gas: An Overview of a Lower-Carbon Transformation Fuel," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 9(1), pages 64-84.
    5. Huang, Shupei & An, Haizhong & Lucey, Brian, 2020. "How do dynamic responses of exchange rates to oil price shocks co-move? From a time-varying perspective," Energy Economics, Elsevier, vol. 86(C).
    6. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    7. Valero, Alicia & Valero, Antonio & Calvo, Guiomar & Ortego, Abel, 2018. "Material bottlenecks in the future development of green technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 93(C), pages 178-200.
    8. Sullivan Hué & Yannick Lucotte & Sessi Tokpavi, 2019. "Measuring network systemic risk contributions: A leave-one-out approach," Post-Print hal-03532445, HAL.
    9. Creti, Anna & Joëts, Marc & Mignon, Valérie, 2013. "On the links between stock and commodity markets' volatility," Energy Economics, Elsevier, vol. 37(C), pages 16-28.
    10. Grandell, Leena & Lehtilä, Antti & Kivinen, Mari & Koljonen, Tiina & Kihlman, Susanna & Lauri, Laura S., 2016. "Role of critical metals in the future markets of clean energy technologies," Renewable Energy, Elsevier, vol. 95(C), pages 53-62.
    11. Considine, Jennifer & Galkin, Phillip & Hatipoglu, Emre & Aldayel, Abdullah, 2023. "The effects of a shock to critical minerals prices on the world oil price and inflation," Energy Economics, Elsevier, vol. 127(PB).
    12. Raza, Syed Ali & Guesmi, Khaled & Benkraiem, Ramzi & Anwar, Rija, 2024. "Precious metals and currency markets during the Russia-Ukraine conflict’s inflationary periods," Research in International Business and Finance, Elsevier, vol. 67(PA).
    13. Shigetomi, Yosuke & Nansai, Keisuke & Kagawa, Shigemi & Tohno, Susumu, 2015. "Trends in Japanese households' critical-metals material footprints," Ecological Economics, Elsevier, vol. 119(C), pages 118-126.
    14. Scholten, Daniel & Bazilian, Morgan & Overland, Indra & Westphal, Kirsten, 2020. "The geopolitics of renewables: New board, new game," Energy Policy, Elsevier, vol. 138(C).
    15. Vakulchuk, Roman & Overland, Indra & Scholten, Daniel, 2020. "Renewable energy and geopolitics: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 122(C).
    16. Cepni, Oguzhan & Demirer, Riza & Rognone, Lavinia, 2022. "Hedging climate risks with green assets," Economics Letters, Elsevier, vol. 212(C).
    17. repec:dau:papers:123456789/14980 is not listed on IDEAS
    18. Christiane Baumeister & Lutz Kilian, 2016. "Forty Years of Oil Price Fluctuations: Why the Price of Oil May Still Surprise Us," Journal of Economic Perspectives, American Economic Association, vol. 30(1), pages 139-160, Winter.
    19. Jin, Yi & Zhao, Hang & Bu, Lin & Zhang, Dayong, 2023. "Geopolitical risk, climate risk and energy markets: A dynamic spillover analysis," International Review of Financial Analysis, Elsevier, vol. 87(C).
    20. Scholten, Daniel & Bosman, Rick, 2016. "The geopolitics of renewables; exploring the political implications of renewable energy systems," Technological Forecasting and Social Change, Elsevier, vol. 103(C), pages 273-283.
    21. Hué, Sullivan & Lucotte, Yannick & Tokpavi, Sessi, 2019. "Measuring network systemic risk contributions: A leave-one-out approach," Journal of Economic Dynamics and Control, Elsevier, vol. 100(C), pages 86-114.
    22. Krane, Jim & Medlock, Kenneth B., 2018. "Geopolitical dimensions of US oil security," Energy Policy, Elsevier, vol. 114(C), pages 558-565.
    23. Baur, Dirk G. & Smales, Lee A., 2020. "Hedging geopolitical risk with precious metals," Journal of Banking & Finance, Elsevier, vol. 117(C).
    24. Yuqin Zhou & Shan Wu & Zhenhua Liu & Lavinia Rognone, 2023. "The asymmetric effects of climate risk on higher-moment connectedness among carbon, energy and metals markets," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    25. Xu Gong & Yujing Jin & Chuanwang Sun, 2022. "Time‐varying pure contagion effect between energy and nonenergy commodity markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(10), pages 1960-1986, October.
    26. Zhang, Dongyang & Bai, Dingchuan & Wang, Yizhi, 2024. "Green vs. brown: Climate risk showdown – who’s thriving, who’s diving?," Journal of International Money and Finance, Elsevier, vol. 149(C).
    27. S. A. Raza & K. Guesmi & R. Benkraiem & R. Anwar, 2024. "Precious metals and currency markets during the Russia-Ukraine conflict’s inflationary periods," Post-Print hal-04720743, HAL.
    28. Evrim Mandaci, Pınar & Azimli, Asil & Mandaci, Nazif, 2023. "The impact of geopolitical risks on connectedness among natural resource commodities: A quantile vector autoregressive approach," Resources Policy, Elsevier, vol. 85(PA).
    29. Viebahn, Peter & Soukup, Ole & Samadi, Sascha & Teubler, Jens & Wiesen, Klaus & Ritthoff, Michael, 2015. "Assessing the need for critical minerals to shift the German energy system towards a high proportion of renewables," Renewable and Sustainable Energy Reviews, Elsevier, vol. 49(C), pages 655-671.
    30. Shi, Guiqiang & Goodell, John W. & Shen, Dehua, 2024. "Investor attention and GameFi returns: A transfer entropy analysis," Finance Research Letters, Elsevier, vol. 61(C).
    31. Aviral Kumar Tiwari & Sangram Keshari Jena & Emmanuel Joel Aikins Abakah & Seong-Min Yoon, 2024. "Does the dynamics between government bond and equity markets validate the adaptive market hypothesis? evidence from transfer entropy," Applied Economics, Taylor & Francis Journals, vol. 56(2), pages 186-201, January.
    32. Gong, Xu & Xu, Jun, 2022. "Geopolitical risk and dynamic connectedness between commodity markets," Energy Economics, Elsevier, vol. 110(C).
    33. Lee, Chien-Chiang & Xuan, Chengnan & Wang, Fuhao & Wang, Keying, 2024. "Path analysis of green finance on energy transition under climate change," Energy Economics, Elsevier, vol. 139(C).
    34. Alfredo Mendiola & Luis Chavez-Bedoya & Thilo Wallenstein, 2022. "Analyzing the Reaction of Mining Stocks to the Development of Copper Prices," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(1), pages 244-266, January.
    35. Gong, Xu & Liu, Yun & Wang, Xiong, 2021. "Dynamic volatility spillovers across oil and natural gas futures markets based on a time-varying spillover method," International Review of Financial Analysis, Elsevier, vol. 76(C).
    36. Banerjee, Ameet Kumar, 2024. "Second-order moment risk connectedness across climate and geopolitical risk and global commodity markets," Economics Letters, Elsevier, vol. 235(C).
    37. Lee, Chi-Chuan & Song, Hepeng & An, Jiafu, 2024. "The impact of green finance on energy transition: Does climate risk matter?," Energy Economics, Elsevier, vol. 129(C).
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