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Interconnectedness among supply chain disruptions, energy crisis, and oil market volatility on economic resilience

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  • Yang, Shaopeng
  • Fu, Yuxi

Abstract

Volatility in global energy markets, disruption of production and distribution networks, and the unpredictability of oil markets have had a major impact on overall economic stability, highlighting the need to review their complex interrelationships thoroughly. In this spirit, this study uses monthly data from 1998 to 2023 to investigate the causal impact of energy uncertainty, global supply chain pressures, and oil supply and demand shocks on economic stability. By using the rolling window approach, we discovered time-varying causality. Our findings reveal the causal relationship between energy uncertainty, global supply chain pressures, and economic growth, highlighting their negative impacts. In addition, the study identified the negative causal relationship between oil demand and supply shocks on economic stability, with the impact of oil supply shocks being more pronounced. Further, error prediction variance decomposition and impulse response analysis provide additional evidence for these causal relationships. Given these findings, the study advocates establishing a more resilient supply chain structure and the energy sector to enhance the sustainability of the global economy.

Suggested Citation

  • Yang, Shaopeng & Fu, Yuxi, 2025. "Interconnectedness among supply chain disruptions, energy crisis, and oil market volatility on economic resilience," Energy Economics, Elsevier, vol. 143(C).
  • Handle: RePEc:eee:eneeco:v:143:y:2025:i:c:s0140988325001136
    DOI: 10.1016/j.eneco.2025.108290
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    1. Zhong, Yufei & Chen, Xuesheng & Wang, Zhixian & Lin, Regina Fang-Ying, 2024. "The nexus among artificial intelligence, supply chain and energy sustainability: A time-varying analysis," Energy Economics, Elsevier, vol. 132(C).
    2. Calì, Massimiliano & Cantore, Nicola & Marin, Giovanni & Mazzanti, Massimiliano & Nicolli, Francesco & Presidente, Giorgio, 2023. "Energy prices and the economic performance of firms in emerging countries," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 357-366.
    3. Tayyab Ayaz, Muhammad & Prodromou, Tina & Le, Thanh & Nepal, Rabindra, 2024. "Energy security dimensions and economic growth in Non-OECD Asia: An analysis on the role of institutional quality with energy policy implications," Energy Policy, Elsevier, vol. 188(C).
    4. Ahmed, Rizwan & Chen, Xihui Haviour & Kumpamool, Chamaiporn & Nguyen, Dung T.K., 2023. "Inflation, oil prices, and economic activity in recent crisis: Evidence from the UK," Energy Economics, Elsevier, vol. 126(C).
    5. Dang, Tam Hoang-Nhat & Nguyen, Canh Phuc & Lee, Gabriel S. & Nguyen, Binh Quang & Le, Thuy Thu, 2023. "Measuring the energy-related uncertainty index," Energy Economics, Elsevier, vol. 124(C).
    6. Razzaq, Asif & Sharif, Arshian & Yang, Xiaodong & Dogan, Eyup, 2024. "Influence mechanism of electricity price distortion on industrial green transformation: A spatial analysis of Chinese regions," Energy Economics, Elsevier, vol. 130(C).
    7. Abdulrasheed Zakari & Hammed Oluwaseyi Musibau, 2024. "Sustainable economic development in OECD countries: Does energy security matter?," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(1), pages 1337-1353, February.
    8. Filippo Natoli, 2021. "Financialization Of Commodities Before And After The Great Financial Crisis," Journal of Economic Surveys, Wiley Blackwell, vol. 35(2), pages 488-511, April.
    9. Qazi Hye, 2012. "Long term effect of trade openness on economic growth in case of Pakistan," Quality & Quantity: International Journal of Methodology, Springer, vol. 46(4), pages 1137-1149, June.
    10. Ascari, Guido & Bonam, Dennis & Smadu, Andra, 2024. "Global supply chain pressures, inflation, and implications for monetary policy," Journal of International Money and Finance, Elsevier, vol. 142(C).
    11. Ren, Xiaohang & Fu, Chenjia & Jin, Chenglu & Li, Yuyi, 2024. "Dynamic causality between global supply chain pressures and China's resource industries: A time-varying Granger analysis," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    12. Francesco Audrino & Jonathan Chassot, 2024. "Hard to Beat: The Overlooked Impact of Rolling Windows in the Era of Machine Learning," Swiss Finance Institute Research Paper Series 24-70, Swiss Finance Institute.
    13. Jiménez-Rodríguez, Rebeca, 2022. "Oil shocks and global economy," Energy Economics, Elsevier, vol. 115(C).
    14. Onat, Nevzat & Bayar, Haydar, 2010. "The sustainability indicators of power production systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(9), pages 3108-3115, December.
    15. Christiane Baumeister & Dimitris Korobilis & Thomas K. Lee, 2022. "Energy Markets and Global Economic Conditions," The Review of Economics and Statistics, MIT Press, vol. 104(4), pages 828-844, October.
    16. Gozgor, Giray & Khalfaoui, Rabeh & Yarovaya, Larisa, 2023. "Global supply chain pressure and commodity markets: Evidence from multiple wavelet and quantile connectedness analyses," Finance Research Letters, Elsevier, vol. 54(C).
    17. Akyildirim, Erdinc & Cepni, Oguzhan & Molnár, Peter & Uddin, Gazi Salah, 2022. "Connectedness of energy markets around the world during the COVID-19 pandemic," Energy Economics, Elsevier, vol. 109(C).
    18. Li, Jingwen & Wang, Yue & Song, Yubing & Su, Chi Wei, 2023. "How resistant is gold to stress? New evidence from global supply chain," Resources Policy, Elsevier, vol. 85(PB).
    19. Baumeister, Christiane & Guérin, Pierre, 2021. "A comparison of monthly global indicators for forecasting growth," International Journal of Forecasting, Elsevier, vol. 37(3), pages 1276-1295.
    20. Diaz, Elena Maria & Cunado, Juncal & de Gracia, Fernando Perez, 2023. "Commodity price shocks, supply chain disruptions and U.S. inflation," Finance Research Letters, Elsevier, vol. 58(PC).
    21. Moghaddam, Mohsen Bakhshi, 2023. "The relationship between oil price changes and economic growth in Canadian provinces: Evidence from a quantile-on-quantile approach," Energy Economics, Elsevier, vol. 125(C).
    22. Huntington, Hillard & Liddle, Brantley, 2022. "How energy prices shape OECD economic growth: Panel evidence from multiple decades," Energy Economics, Elsevier, vol. 111(C).
    23. Feng, Pingping & Zhou, Xiaoyang & Zhang, Ding & Chen, Zhaobo & Wang, Shouyang, 2022. "The impact of trade policy on global supply chain network equilibrium: A new perspective of product-market chain competition," Omega, Elsevier, vol. 109(C).
    24. Finck, David & Tillmann, Peter, 2023. "The macroeconomic effects of global supply chain disruptions," IMFS Working Paper Series 178, Goethe University Frankfurt, Institute for Monetary and Financial Stability (IMFS).
    25. Farhad Taghizadeh Hesary & Naoyuki Yoshino & Ghahraman Abdoli & Asadollah Farzinvash, 2013. "An Estimation of the Impact of Oil Shocks on Crude Oil Exporting Economies and Their Trade Partners," Frontiers of Economics in China-Selected Publications from Chinese Universities, Higher Education Press, vol. 8(4), pages 571-591, December.
    26. James D. Hamilton, 2021. "Measuring global economic activity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(3), pages 293-303, April.
    27. Winzer, Christian, 2012. "Conceptualizing energy security," Energy Policy, Elsevier, vol. 46(C), pages 36-48.
    28. Alessandria, George & Khan, Shafaat Yar & Khederlarian, Armen & Mix, Carter & Ruhl, Kim J., 2023. "The aggregate effects of global and local supply chain disruptions: 2020–2022," Journal of International Economics, Elsevier, vol. 146(C).
    29. Robert H. Rasche & John A. Tatom, 1977. "The effects of the new energy regime on economic capacity, production, and prices," Review, Federal Reserve Bank of St. Louis, vol. 59(May), pages 2-12.
    30. Francesco Audrino & Jonathan Chassot, 2024. "HARd to Beat: The Overlooked Impact of Rolling Windows in the Era of Machine Learning," Papers 2406.08041, arXiv.org.
    31. Xue, Mingfu & Razzaq, Asif & Afshan, Sahar & Yang, Xiaodong, 2023. "Fiscal pressure and carbon intensity: A quasi-natural experiment based on education authority reform," Energy Economics, Elsevier, vol. 126(C).
    32. Punzi, Maria Teresa, 2019. "The impact of energy price uncertainty on macroeconomic variables," Energy Policy, Elsevier, vol. 129(C), pages 1306-1319.
    33. Kumar, Abhishek & Mallick, Sushanta, 2024. "Oil price dynamics in times of uncertainty: Revisiting the role of demand and supply shocks," Energy Economics, Elsevier, vol. 129(C).
    34. Razzaq, Asif & Sharif, Arshian & Ozturk, Ilhan & Yang, Xiaodong, 2023. "Central inspections of environmental protection and transition for low-carbon Chinese cities: Policy intervention and mechanism analysis," Energy Economics, Elsevier, vol. 124(C).
    35. Omid Asadollah & Linda Schwartz Carmy & Md. Rezwanul Hoque & Hakan Yilmazkuday, 2024. "Geopolitical risk, supply chains, and global inflation," The World Economy, Wiley Blackwell, vol. 47(8), pages 3450-3486, August.
    36. Hamilton, James D, 1983. "Oil and the Macroeconomy since World War II," Journal of Political Economy, University of Chicago Press, vol. 91(2), pages 228-248, April.
    37. Goel, Rajeev K. & Saunoris, James W. & Goel, Srishti S., 2021. "Supply chain performance and economic growth: The impact of COVID-19 disruptions," Journal of Policy Modeling, Elsevier, vol. 43(2), pages 298-316.
    38. Ge, Yiqing & Tang, Ke, 2020. "Commodity prices and GDP growth," International Review of Financial Analysis, Elsevier, vol. 71(C).
    39. Tillaguango, Brayan & Hossain, Mohammad Razib & Cuesta, Lizeth & Ahmad, Munir & Alvarado, Rafael & Murshed, Muntasir & Rehman, Abdul & Işık, Cem, 2024. "Impact of oil price, economic globalization, and inflation on economic output: Evidence from Latin American oil-producing countries using the quantile-on-quantile approach," Energy, Elsevier, vol. 302(C).
    40. Gianluca Benigno & Julian di Giovanni & Jan J. J. Groen & Adam I. Noble, 2022. "The GSCPI: A New Barometer of Global Supply Chain Pressures," Staff Reports 1017, Federal Reserve Bank of New York.
    41. Ponomareva, Natalia & Sheen, Jeffrey & Wang, Ben Zhe, 2024. "Metal and energy price uncertainties and the global economy," Journal of International Money and Finance, Elsevier, vol. 143(C).
    42. Lutz Kilian, 2009. "Not All Oil Price Shocks Are Alike: Disentangling Demand and Supply Shocks in the Crude Oil Market," American Economic Review, American Economic Association, vol. 99(3), pages 1053-1069, June.
    43. Le, Thai-Ha & Chang, Youngho & Taghizadeh-Hesary, Farhad & Yoshino, Naoyuki, 2019. "Energy insecurity in Asia: A multi-dimensional analysis," Economic Modelling, Elsevier, vol. 83(C), pages 84-95.
    44. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    45. Syed Tehseen Jawaid & Mohammad Haris Siddiqui & Zeeshan Atiq & Usman Azhar, 2019. "Fish Exports and Economic Growth: The Pakistan’s Experience," Global Business Review, International Management Institute, vol. 20(2), pages 279-296, April.
    46. Niu, Zibo & Ma, Feng & Zhang, Hongwei, 2022. "The role of uncertainty measures in volatility forecasting of the crude oil futures market before and during the COVID-19 pandemic," Energy Economics, Elsevier, vol. 112(C).
    47. Alquist, Ron & Bhattarai, Saroj & Coibion, Olivier, 2020. "Commodity-price comovement and global economic activity," Journal of Monetary Economics, Elsevier, vol. 112(C), pages 41-56.
    48. Le, Thai-Ha & Nguyen, Canh Phuc, 2019. "Is energy security a driver for economic growth? Evidence from a global sample," Energy Policy, Elsevier, vol. 129(C), pages 436-451.
    49. Christiane Baumeister & James D. Hamilton, 2019. "Structural Interpretation of Vector Autoregressions with Incomplete Identification: Revisiting the Role of Oil Supply and Demand Shocks," American Economic Review, American Economic Association, vol. 109(5), pages 1873-1910, May.
    50. Payne, James E. & Truong, Huong Hoang Diep & Chu, Lan Khanh & Doğan, Buhari & Ghosh, Sudeshna, 2023. "The effect of economic complexity and energy security on measures of energy efficiency: Evidence from panel quantile analysis," Energy Policy, Elsevier, vol. 177(C).
    51. Bollerslev, Tim & Patton, Andrew J. & Quaedvlieg, Rogier, 2016. "Exploiting the errors: A simple approach for improved volatility forecasting," Journal of Econometrics, Elsevier, vol. 192(1), pages 1-18.
    52. Farhad Taghizadeh-Hesary & Naoyuki Yoshino & Majid Mohammadi Hossein Abadi & Rosa Farboudmanesh, 2016. "Response of macro variables of emerging and developed oil importers to oil price movements," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 21(1), pages 91-102, January.
    53. Hu, Guoheng & Gozgor, Giray & Lu, Zhou & Mahalik, Mantu Kumar & Pal, Shreya, 2024. "Determinants of renewable stock returns: The role of global supply chain pressure," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(C).
    54. Qin, Meng & Su, Chi-Wei & Umar, Muhammad & Lobonţ, Oana-Ramona & Manta, Alina Georgiana, 2023. "Are climate and geopolitics the challenges to sustainable development? Novel evidence from the global supply chain," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 748-763.
    55. Cui, Lianbiao & Yue, Suyun & Nghiem, Xuan-Hoa & Duan, Mei, 2023. "Exploring the risk and economic vulnerability of global energy supply chain interruption in the context of Russo-Ukrainian war," Resources Policy, Elsevier, vol. 81(C).
    56. Zhu, Bo & Deng, Yuanyue & Hu, Xin, 2023. "Global energy security: Do internal and external risk spillovers matter? A multilayer network method," Energy Economics, Elsevier, vol. 126(C).
    57. Banna, Hasanul & Alam, Ashraful & Chen, Xihui Haviour & Alam, Ahmed W., 2023. "Energy security and economic stability: The role of inflation and war," Energy Economics, Elsevier, vol. 126(C).
    58. Zhao, Jun & Wang, Bo & Dong, Kangyin & Shahbaz, Muhammad & Ni, Guohua, 2023. "How do energy price shocks affect global economic stability? Reflection on geopolitical conflicts," Energy Economics, Elsevier, vol. 126(C).
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