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Asymmetric connectedness among regional green economies, carbon markets, and oil shocks

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  • Hanif, Waqas
  • El Khoury, Rim
  • Gubareva, Mariya
  • Teplova, Tamara

Abstract

This study investigates spillovers among the US, Europe, and Asia green economies, carbon allowances and oil price shocks in 2010–2023. We segregate oil shocks in demand-, supply-, and risk-driven price movements. The TVP-VAR methodology is applied to model the dynamic interrelationships among the markets. Our static connectedness outcomes highlight a substantial role of the US and European green economy and the demand-driven shocks as emitters of innovations to other markets. It is found that European green economy is the main innovations contributor to global carbon allowances whereas the demand-driven oil shocks dominate in transmitting spillovers to others. We demonstrate that major economic events make connectedness increase. Our asymmetry analysis reveals a heightened susceptibility of the system to negative news, with the impacts of negative spillovers overcoming those of positive ones. The dynamics of spillovers emphasize how crucial it is to take into account both the time and the sign. Our research advances understanding of the complex relationships within the green-carbon-oil-shocks system. The results are potentially useful for risk managers and investors, as they allow the creation of effective risk management plans.

Suggested Citation

  • Hanif, Waqas & El Khoury, Rim & Gubareva, Mariya & Teplova, Tamara, 2025. "Asymmetric connectedness among regional green economies, carbon markets, and oil shocks," International Review of Economics & Finance, Elsevier, vol. 103(C).
    • Handle: RePEc:eee:reveco:v:103:y:2025:i:c:s1059056025005799
    DOI: 10.1016/j.iref.2025.104416
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    1. Ding, Qian & Huang, Jianbai & Zhang, Hongwei, 2022. "Time-frequency spillovers among carbon, fossil energy and clean energy markets: The effects of attention to climate change," International Review of Financial Analysis, Elsevier, vol. 83(C).
    2. Bouri, Elie & Cepni, Oguzhan & Gabauer, David & Gupta, Rangan, 2021. "Return connectedness across asset classes around the COVID-19 outbreak," International Review of Financial Analysis, Elsevier, vol. 73(C).
    3. Huang, Shoujun & Bossman, Ahmed & Gubareva, Mariya & Teplova, Tamara, 2024. "International transmission of shocks and African forex markets," Energy Economics, Elsevier, vol. 131(C).
    4. Dogan, Eyup & Madaleno, Mara & Taskin, Dilvin & Tzeremes, Panayiotis, 2022. "Investigating the spillovers and connectedness between green finance and renewable energy sources," Renewable Energy, Elsevier, vol. 197(C), pages 709-722.
    5. Ali, Shoaib & Umar, Muhammad & Gubareva, Mariya & Vo, Xuan Vinh, 2024. "Extreme connectedness between NFTs and US equity market: A sectoral analysis," International Review of Economics & Finance, Elsevier, vol. 91(C), pages 299-315.
    6. Tiwari, Aviral Kumar & Aikins Abakah, Emmanuel Joel & Gabauer, David & Dwumfour, Richard Adjei, 2022. "Dynamic spillover effects among green bond, renewable energy stocks and carbon markets during COVID-19 pandemic: Implications for hedging and investments strategies," Global Finance Journal, Elsevier, vol. 51(C).
    7. Ghosh, Bikramaditya & Pham, Linh & Gubareva, Mariya & Teplova, Tamara, 2023. "Energy transition metals and global sentiment: Evidence from extreme quantiles," Resources Policy, Elsevier, vol. 86(PA).
    8. Umar, Zaghum & Gubareva, Mariya, 2021. "Faith-based investments and the Covid-19 pandemic: Analyzing equity volatility and media coverage time-frequency relations," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    9. Yang, Ming-Yuan & Chen, Zhanghangjian & Liang, Zongzheng & Li, Sai-Ping, 2023. "Dynamic and asymmetric connectedness in the global “Carbon-Energy-Stock” system under shocks from exogenous events," Journal of Commodity Markets, Elsevier, vol. 32(C).
    10. Wang, Xiong & Li, Jingyao & Ren, Xiaohang, 2022. "Asymmetric causality of economic policy uncertainty and oil volatility index on time-varying nexus of the clean energy, carbon and green bond," International Review of Financial Analysis, Elsevier, vol. 83(C).
    11. Madaleno, Mara & Dogan, Eyup & Taskin, Dilvin, 2022. "A step forward on sustainability: The nexus of environmental responsibility, green technology, clean energy and green finance," Energy Economics, Elsevier, vol. 109(C).
    12. Lyu, Chenyan & Scholtens, Bert, 2024. "Integration of the international carbon market: A time-varying analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(C).
    13. Ahmed Bossman & Mariya Gubareva & Tamara Teplova, 2023. "Economic policy uncertainty, geopolitical risk, market sentiment, and regional stocks: asymmetric analyses of the EU sectors," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 13(3), pages 321-372, December.
    14. Kocaarslan, Baris & Soytas, Ugur, 2021. "Reserve currency and the volatility of clean energy stocks: The role of uncertainty," Energy Economics, Elsevier, vol. 104(C).
    15. Gubareva, Mariya & Bossman, Ahmed & Teplova, Tamara, 2023. "Stablecoins as the cornerstone in the linkage between the digital and conventional financial markets," The North American Journal of Economics and Finance, Elsevier, vol. 68(C).
    16. Mukhriz Izraf Azman Aziz & Zaghum Umar & Mariya Gubareva & Tatiana Sokolova & Xuan Vinh Vo, 2022. "ASEAN-5 forex rates and crude oil: Markov regime-switching analysis," Applied Economics, Taylor & Francis Journals, vol. 54(54), pages 6234-6253, November.
    17. Umar, Zaghum & Mokni, Khaled & Manel, Youssef & Gubareva, Mariya, 2024. "Dynamic spillover between oil price shocks and technology stock indices: A country level analysis," Research in International Business and Finance, Elsevier, vol. 69(C).
    18. Naveed, Muhammad & Ali, Shoaib & Gubareva, Mariya & Omri, Anis, 2024. "When giants fall: Tracing the ripple effects of Silicon Valley Bank (SVB) collapse on global financial markets," Research in International Business and Finance, Elsevier, vol. 67(PA).
    19. Umar, Zaghum & Gubareva, Mariya, 2020. "A time–frequency analysis of the impact of the Covid-19 induced panic on the volatility of currency and cryptocurrency markets," Journal of Behavioral and Experimental Finance, Elsevier, vol. 28(C).
    20. Mariya Gubareva & Zaghum Umar & Tamara Teplova & Dang K. Tran, 2023. "Decoupling Between the Energy and Semiconductor Sectors During the Pandemic: New Evidence from Wavelet Analysis," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(6), pages 1707-1719, May.
    21. Wu, Ruirui & Qin, Zhongfeng & Liu, Bing-Yue, 2022. "A systemic analysis of dynamic frequency spillovers among carbon emissions trading (CET), fossil energy and sectoral stock markets: Evidence from China," Energy, Elsevier, vol. 254(PA).
    22. Esparcia, Carlos & Gubareva, Mariya, 2024. "ESG rating changes and portfolio returns: A wavelet analysis across market caps," Finance Research Letters, Elsevier, vol. 63(C).
    23. Wei, Yu & Zhang, Jiahao & Bai, Lan & Wang, Yizhi, 2023. "Connectedness among El Niño-Southern Oscillation, carbon emission allowance, crude oil and renewable energy stock markets: Time- and frequency-domain evidence based on TVP-VAR model," Renewable Energy, Elsevier, vol. 202(C), pages 289-309.
    24. Zaghum Umar & Mariya Gubareva & Tatiana Sokolova, 2021. "The impact of the Covid-19 related media coverage upon the five major developing markets," PLOS ONE, Public Library of Science, vol. 16(7), pages 1-28, July.
    25. Ali, Shoaib & Naveed, Muhammad & Gubareva, Mariya & Vinh Vo, Xuan, 2024. "Reputational contagion from the Silicon Valley Bank debacle," Research in International Business and Finance, Elsevier, vol. 69(C).
    26. Umar, Zaghum & Manel, Youssef & Riaz, Yasir & Gubareva, Mariya, 2021. "Return and volatility transmission between emerging markets and US debt throughout the pandemic crisis," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    27. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    28. Zheng, Yan & Yin, Hua & Zhou, Min & Liu, Wenhua & Wen, Fenghua, 2021. "Impacts of oil shocks on the EU carbon emissions allowances under different market conditions," Energy Economics, Elsevier, vol. 104(C).
    29. Yousaf, Imran & Nekhili, Ramzi & Gubareva, Mariya, 2022. "Linkages between DeFi assets and conventional currencies: Evidence from the COVID-19 pandemic," International Review of Financial Analysis, Elsevier, vol. 81(C).
    30. Gubareva, Mariya, 2021. "The impact of Covid-19 on liquidity of emerging market bonds," Finance Research Letters, Elsevier, vol. 41(C).
    31. Gubareva, Mariya & Shafiullah, Muhammad & Teplova, Tamara, 2025. "Corrigendum to “Cross-quantile risk assessment: The interplay of crude oil, artificial intelligence, clean tech, and other markets” [Energy Economics Volume 141, January 2025, 108085]," Energy Economics, Elsevier, vol. 141(C).
    32. Mensi, Walid & Gubareva, Mariya & Teplova, Tamara, 2025. "Risk transmission between oil price shocks and major equity indices across bull and bear markets over various time horizons," The North American Journal of Economics and Finance, Elsevier, vol. 79(C).
    33. Tan, Xueping & Sirichand, Kavita & Vivian, Andrew & Wang, Xinyu, 2020. "How connected is the carbon market to energy and financial markets? A systematic analysis of spillovers and dynamics," Energy Economics, Elsevier, vol. 90(C).
    34. Mariya Gubareva & Zaghum Umar & Tatiana Sokolova & Valentina Antonyuk, 2023. "For whom does it pay to be a moral capitalist? Sustainability of corporate financial performance of ESG investment," PLOS ONE, Public Library of Science, vol. 18(5), pages 1-14, May.
    35. Zaghum Umar & Mariya Gubareva & Muhammad Naeem & Ayesha Akhter, 2021. "Return and volatility transmission between oil price shocks and agricultural commodities," PLOS ONE, Public Library of Science, vol. 16(2), pages 1-18, February.
    36. Wen, Fenghua & Zhao, Lili & He, Shaoyi & Yang, Guozheng, 2020. "Asymmetric relationship between carbon emission trading market and stock market: Evidences from China," Energy Economics, Elsevier, vol. 91(C).
    37. Reboredo, Juan C. & Ugolini, Andrea & Ojea-Ferreiro, Javier, 2022. "Do green bonds de-risk investment in low-carbon stocks?," Economic Modelling, Elsevier, vol. 108(C).
    38. Robert C Ready, 2018. "Oil Prices and the Stock Market [The vix, the variance premium and stock market volatility]," Review of Finance, European Finance Association, vol. 22(1), pages 155-176.
    39. Umar, Zaghum & Polat, Onur & Choi, Sun-Yong & Teplova, Tamara, 2022. "The impact of the Russia-Ukraine conflict on the connectedness of financial markets," Finance Research Letters, Elsevier, vol. 48(C).
    40. Bossman, Ahmed & Gubareva, Mariya & Teplova, Tamara, 2023. "EU sectoral stocks amid geopolitical risk, market sentiment, and crude oil implied volatility: An asymmetric analysis of the Russia-Ukraine tensions," Resources Policy, Elsevier, vol. 82(C).
    41. Ren, Xiaohang & Li, Yiying & Qi, Yinshu & Duan, Kun, 2022. "Asymmetric effects of decomposed oil-price shocks on the EU carbon market dynamics," Energy, Elsevier, vol. 254(PB).
    42. Hanif, Waqas & Teplova, Tamara & Rodina, Victoria & Alomari, Mohammed & Mensi, Walid, 2023. "Volatility spillovers and frequency dependence between oil price shocks and green stock markets," Resources Policy, Elsevier, vol. 85(PB).
    43. Patel, Ritesh & Gubareva, Mariya & Chishti, Muhammad Zubair & Teplova, Tamara, 2024. "Connectedness between healthcare cryptocurrencies and major asset classes: Implications for hedging and investments strategies," International Review of Financial Analysis, Elsevier, vol. 93(C).
    44. Wang, Ziwei & Li, Youwei & He, Feng, 2020. "Asymmetric volatility spillovers between economic policy uncertainty and stock markets: Evidence from China," Research in International Business and Finance, Elsevier, vol. 53(C).
    45. Balcilar, Mehmet & Gabauer, David & Umar, Zaghum, 2021. "Crude Oil futures contracts and commodity markets: New evidence from a TVP-VAR extended joint connectedness approach," Resources Policy, Elsevier, vol. 73(C).
    46. Wang, Yudong & Guo, Zhuangyue, 2018. "The dynamic spillover between carbon and energy markets: New evidence," Energy, Elsevier, vol. 149(C), pages 24-33.
    47. Mariya Gubareva & Zaghum Umar & Tatiana Sokolova & Xuan Vinh Vo, 2022. "Astonishing insights: emerging market debt spreads throughout the pandemic," Applied Economics, Taylor & Francis Journals, vol. 54(18), pages 2067-2076, April.
    48. Dai, Zhifeng & Zhang, Xiaotong & Yin, Zhujia, 2023. "Extreme time-varying spillovers between high carbon emission stocks, green bond and crude oil: Evidence from a quantile-based analysis," Energy Economics, Elsevier, vol. 118(C).
    49. Zheng, Yan & Zhou, Min & Wen, Fenghua, 2021. "Asymmetric effects of oil shocks on carbon allowance price: Evidence from China," Energy Economics, Elsevier, vol. 97(C).
    50. Çelik, İsmail & Sak, Ahmet Furkan & Höl, Arife Özdemir & Vergili, Gizem, 2022. "The dynamic connectedness and hedging opportunities of implied and realized volatility: Evidence from clean energy ETFs," The North American Journal of Economics and Finance, Elsevier, vol. 60(C).
    51. Dogan, Eyup & Majeed, Muhammad Tariq & Luni, Tania, 2022. "Analyzing the nexus of COVID-19 and natural resources and commodities: Evidence from time-varying causality," Resources Policy, Elsevier, vol. 77(C).
    52. Dechezleprêtre, Antoine & Nachtigall, Daniel & Venmans, Frank, 2023. "The joint impact of the European Union emissions trading system on carbon emissions and economic performance," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
    53. Dan Nie & Yanbin Li & Xiyu Li, 2021. "Dynamic Spillovers and Asymmetric Spillover Effect between the Carbon Emission Trading Market, Fossil Energy Market, and New Energy Stock Market in China," Energies, MDPI, vol. 14(19), pages 1-22, October.
    54. Zhao, Lili & Wen, Fenghua, 2022. "Risk-return relationship and structural breaks: Evidence from China carbon market," International Review of Economics & Finance, Elsevier, vol. 77(C), pages 481-492.
    55. He, Feng & Feng, Yaqian & Hao, Jing, 2022. "Information disclosure source, investors’ searching and stock price crash risk," Economics Letters, Elsevier, vol. 210(C).
    56. Ji, Qiang & Zhang, Dayong, 2019. "China’s crude oil futures: Introduction and some stylized facts," Finance Research Letters, Elsevier, vol. 28(C), pages 376-380.
    57. Mariya Gubareva & Orlando Gomes, 2019. "On the Edge of Climate Change: In a Search of an Adequate Agent-Based Methodology to Model Environmental Dynamics," Contributions to Economics, in: Tiago Sequeira & Liliana Reis (ed.), Climate Change and Global Development, pages 37-57, Springer.
    58. Ha, Le Thanh & Bouteska, Ahmed & Sharif, Taimur & Abedin, Mohammad Zoynul, 2024. "Dynamic interlinkages between carbon risk and volatility of green and renewable energy: A TVP-VAR analysis," Research in International Business and Finance, Elsevier, vol. 69(C).
    59. Walid Mensi & Mariya Gubareva & Hee-Un Ko & Xuan Vinh Vo & Sang Hoon Kang, 2023. "Tail spillover effects between cryptocurrencies and uncertainty in the gold, oil, and stock markets," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-27, December.
    60. Mariya Gubareva & Zaghum Umar & Tamara Teplova & Xuan Vinh Vo, 2023. "Flights-to-quality from EM Bonds to safe-haven US Treasury Securities: A time-frequency Analysis," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(2), pages 338-362, January.
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    JEL classification:

    • C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics
    • F37 - International Economics - - International Finance - - - International Finance Forecasting and Simulation: Models and Applications
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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