IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v144y2025ics0140988325001161.html

Are interconnectedness and spillover alike across green sectors during the COVID-19 and the Russia–Ukraine conflict?

Author

Listed:
  • Hanif, Waqas
  • El Khoury, Rim
  • Arfaoui, Nadia
  • Hammoudeh, Shawkat

Abstract

This study investigates interconnectedness and spillover dynamics among nineteen clean energy equity sub-sectors during the COVID-19 pandemic and the Russia-Ukraine conflict. Using the Time-Varying Parameter Vector Autoregression (TVP-VAR) Joint Connectedness approach, the findings reveal intensified interconnectedness during crises, with the Total Connectedness Index (TCI) surpassing 100 % during COVID-19, while stabilizing amid the Russia-Ukraine conflict, indicating a partial resilience in clean energy markets. Sub-sectors such as Energy Management, Recycling, and Water consistently serve as risk transmitters, while Wind and Geothermal absorb risks, emphasizing heterogeneous roles within the sector. This high level of interconnectedness limits the ability to reduce risks within the clean energy sector alone during turbulent times. Policy interventions, such as subsidies and regulatory support for critical risk-transmitting sub-sectors, could stabilize the market and reduce systemic vulnerabilities. Sectors like Solar and Smart Grid adapt to market conditions, taking on different roles depending on crisis-specific factors, particularly in response to energy security and sustainability policies. Investors may enhance their portfolio stability by focusing on the risk-absorbing sub-sectors, such as Wind and Geothermal, and also adopting dynamic asset allocation strategies during crises.

Suggested Citation

  • Hanif, Waqas & El Khoury, Rim & Arfaoui, Nadia & Hammoudeh, Shawkat, 2025. "Are interconnectedness and spillover alike across green sectors during the COVID-19 and the Russia–Ukraine conflict?," Energy Economics, Elsevier, vol. 144(C).
  • Handle: RePEc:eee:eneeco:v:144:y:2025:i:c:s0140988325001161
    DOI: 10.1016/j.eneco.2025.108293
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988325001161
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2025.108293?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Halbrügge, Stephanie & Schott, Paul & Weibelzahl, Martin & Buhl, Hans Ulrich & Fridgen, Gilbert & Schöpf, Michael, 2021. "How did the German and other European electricity systems react to the COVID-19 pandemic?," Applied Energy, Elsevier, vol. 285(C).
    2. Asl, Mahdi Ghaemi & Canarella, Giorgio & Miller, Stephen M., 2021. "Dynamic asymmetric optimal portfolio allocation between energy stocks and energy commodities: Evidence from clean energy and oil and gas companies," Resources Policy, Elsevier, vol. 71(C).
    3. 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).
    4. Sandeep Jagani & Erika Marsillac & Paul Hong, 2024. "The Electric Vehicle Supply Chain Ecosystem: Changing Roles of Automotive Suppliers," Sustainability, MDPI, vol. 16(4), pages 1-19, February.
    5. Song, Ying & Bouri, Elie & Ghosh, Sajal & Kanjilal, Kakali, 2021. "Rare earth and financial markets: Dynamics of return and volatility connectedness around the COVID-19 outbreak," Resources Policy, Elsevier, vol. 74(C).
    6. Gustafsson, Robert & Dutta, Anupam & Bouri, Elie, 2022. "Are energy metals hedges or safe havens for clean energy stock returns?," Energy, Elsevier, vol. 244(PA).
    7. 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.
    8. Reboredo, Juan C. & Ugolini, Andrea, 2020. "Price spillovers between rare earth stocks and financial markets," Resources Policy, Elsevier, vol. 66(C).
    9. Farid, Saqib & Karim, Sitara & Naeem, Muhammad A. & Nepal, Rabindra & Jamasb, Tooraj, 2023. "Co-movement between dirty and clean energy: A time-frequency perspective," Energy Economics, Elsevier, vol. 119(C).
    10. Jiang, Wei & Chen, Yunfei, 2024. "Impact of Russia-Ukraine conflict on the time-frequency and quantile connectedness between energy, metal and agricultural markets," Resources Policy, Elsevier, vol. 88(C).
    11. 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).
    12. 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.
    13. Cheima Gharib & Salma Mefteh-Wali & Vanessa Serret & Sami Ben Jabeur, 2021. "Impact of COVID-19 pandemic on crude oil prices: Evidence from Econophysics approach," Post-Print hal-03375164, HAL.
    14. Xie, Wenhao & Cao, Guangxi, 2024. "Volatility and returns connectedness between cryptocurrency and China’s financial markets: A TVP-VAR extended joint connectedness approach," The North American Journal of Economics and Finance, Elsevier, vol. 74(C).
    15. Kim, Kyeongseok & Park, Hyoungbae & Kim, Hyoungkwan, 2017. "Real options analysis for renewable energy investment decisions in developing countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 918-926.
    16. Chatziantoniou, Ioannis & Gabauer, David & Stenfors, Alexis, 2021. "Interest rate swaps and the transmission mechanism of monetary policy: A quantile connectedness approach," Economics Letters, Elsevier, vol. 204(C).
    17. Su, Chi-Wei & Khan, Khalid & Umar, Muhammad & Zhang, Weike, 2021. "Does renewable energy redefine geopolitical risks?," Energy Policy, Elsevier, vol. 158(C).
    18. Naeem, Muhammad Abubakr & Hamouda, Foued & Karim, Sitara & Vigne, Samuel A., 2023. "Return and volatility spillovers among global assets: Comparing health crisis with geopolitical crisis," International Review of Economics & Finance, Elsevier, vol. 87(C), pages 557-575.
    19. Takashi Kanamura, 2022. "A model of price correlations between clean energy indices and energy commodities," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 12(2), pages 319-359, April.
    20. Aloui, Riadh & Aïssa, Mohamed Safouane Ben & Nguyen, Duc Khuong, 2011. "Global financial crisis, extreme interdependences, and contagion effects: The role of economic structure?," Journal of Banking & Finance, Elsevier, vol. 35(1), pages 130-141, January.
    21. Arfaoui, Nadia & Naeem, Muhammad Abubakr & Boubaker, Sabri & Mirza, Nawazish & Karim, Sitara, 2023. "Interdependence of clean energy and green markets with cryptocurrencies," Energy Economics, Elsevier, vol. 120(C).
    22. Naeem, Muhammad Abubakr & Gul, Raazia & Farid, Saqib & Karim, Sitara & Lucey, Brian M., 2023. "Assessing linkages between alternative energy markets and cryptocurrencies," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 513-529.
    23. Yousaf, Imran & Nekhili, Ramzi & Umar, Muhammad, 2025. "Corrigendum to “Extreme connectedness between renewable energy tokens and fossil fuel markets” [Energy Economics Volume 114, October 2022, 106305]," Energy Economics, Elsevier, vol. 149(C).
    24. Pham, Linh, 2019. "Do all clean energy stocks respond homogeneously to oil price?," Energy Economics, Elsevier, vol. 81(C), pages 355-379.
    25. Hao, Wei & Pham, Linh, 2024. "Dynamic connectedness in the higher moments between clean energy and oil prices," Energy Economics, Elsevier, vol. 140(C).
    26. Umar, Muhammad & Riaz, Yasir & Yousaf, Imran, 2022. "Impact of Russian-Ukraine war on clean energy, conventional energy, and metal markets: Evidence from event study approach," Resources Policy, Elsevier, vol. 79(C).
    27. Naeem, Muhammad Abubakr & Arfaoui, Nadia, 2023. "Exploring downside risk dependence across energy markets: Electricity, conventional energy, carbon, and clean energy during episodes of market crises," Energy Economics, Elsevier, vol. 127(PB).
    28. Jozef Baruník & Tomáš Křehlík, 2018. "Measuring the Frequency Dynamics of Financial Connectedness and Systemic Risk," Journal of Financial Econometrics, Oxford University Press, vol. 16(2), pages 271-296.
    29. Geng, Jiang-Bo & Liu, Changyu & Ji, Qiang & Zhang, Dayong, 2021. "Do oil price changes really matter for clean energy returns?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
    30. 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).
    31. Hanif, Waqas & Mensi, Walid & Gubareva, Mariya & Teplova, Tamara, 2023. "Impacts of COVID-19 on dynamic return and volatility spillovers between rare earth metals and renewable energy stock markets," Resources Policy, Elsevier, vol. 80(C).
    32. Qi, Haozhi & Ma, Lijun & Peng, Pin & Chen, Hao & Li, Kang, 2022. "Dynamic connectedness between clean energy stock markets and energy commodity markets during times of COVID-19: Empirical evidence from China," Resources Policy, Elsevier, vol. 79(C).
    33. Lu, Xunfa & Huang, Nan & Mo, Jianlei & Ye, Zhitao, 2023. "Dynamics of the return and volatility connectedness among green finance markets during the COVID-19 pandemic," Energy Economics, Elsevier, vol. 125(C).
    34. Inglesi-Lotz, R. & Dogan, Eyup & Nel, J. & Tzeremes, Panayiotis, 2023. "Connectedness and spillovers in the innovation network of green transportation," Energy Policy, Elsevier, vol. 180(C).
    35. Fan, Weina & Anser, Muhammad Khalid & Nasir, Muhammad Hamid & Nazar, Raima, 2023. "Uncertainty in firm innovation scheme and impact of green fiscal policy; Economic recovery of Chinese firms in the post-Covid-19 era," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 1424-1439.
    36. Gharib, Cheima & Mefteh-Wali, Salma & Serret, Vanessa & Ben Jabeur, Sami, 2021. "Impact of COVID-19 pandemic on crude oil prices: Evidence from Econophysics approach," Resources Policy, Elsevier, vol. 74(C).
    37. Ren, Boru & Lucey, Brian, 2022. "A clean, green haven?—Examining the relationship between clean energy, clean and dirty cryptocurrencies," Energy Economics, Elsevier, vol. 109(C).
    38. Manuel Lobato & Javier Rodríguez & Herminio Romero, 2021. "A volatility-match approach to measure performance: the case of socially responsible exchange traded funds (ETFs)," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 22(1), pages 34-43, May.
    39. Shahzad, Umer & Mohammed, Kamel Si & Tiwari, Sunil & Nakonieczny, Joanna & Nesterowicz, Renata, 2023. "Connectedness between geopolitical risk, financial instability indices and precious metals markets: Novel findings from Russia Ukraine conflict perspective," Resources Policy, Elsevier, vol. 80(C).
    40. 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.
    41. Li, Hailing & Li, Yuxin & Zhang, Hua, 2023. "The spillover effects among the traditional energy markets, metal markets and sub-sector clean energy markets," Energy, Elsevier, vol. 275(C).
    42. Umar, Muhammad & Farid, Saqib & Naeem, Muhammad Abubakr, 2022. "Time-frequency connectedness among clean-energy stocks and fossil fuel markets: Comparison between financial, oil and pandemic crisis," Energy, Elsevier, vol. 240(C).
    43. Lastrapes, William D. & Wiesen, Thomas F.P., 2021. "The joint spillover index," Economic Modelling, Elsevier, vol. 94(C), pages 681-691.
    44. Alola, Andrew Adewale, 2022. "The nexus of renewable energy equity and agricultural commodities in the United States: Evidence of regime-switching and price bubbles," Energy, Elsevier, vol. 239(PD).
    45. Li, Menghan & Hamawandy, Nawzad Majeed & Wahid, Fazle & Rjoub, Husam & Bao, Zongke, 2021. "Renewable energy resources investment and green finance: Evidence from China," Resources Policy, Elsevier, vol. 74(C).
    46. Chen, Jinyu & Liang, Zhipeng & Ding, Qian & Liu, Zhenhua, 2022. "Extreme spillovers among fossil energy, clean energy, and metals markets: Evidence from a quantile-based analysis," Energy Economics, Elsevier, vol. 107(C).
    47. Mišík, Matúš & Nosko, Andrej, 2023. "Post-pandemic lessons for EU energy and climate policy after the Russian invasion of Ukraine: Introduction to a special issue on EU green recovery in the post-Covid-19 period," Energy Policy, Elsevier, vol. 177(C).
    48. Su, Xianfang & Zhao, Yachao, 2023. "What has the strongest connectedness with clean energy? Technology, substitutes, or raw materials," Energy Economics, Elsevier, vol. 128(C).
    49. Lei, Lei & Aziz, Ghazala & Sarwar, Suleman & Waheed, Rida & Tiwari, Aviral Kumar, 2023. "Spillover and portfolio analysis for oil and stock market: A new insight across financial crisis, COVID-19 and Russian-Ukraine war," Resources Policy, Elsevier, vol. 85(PA).
    50. Belaïd, Fateh & Al-Sarihi, Aisha & Al-Mestneer, Raed, 2023. "Balancing climate mitigation and energy security goals amid converging global energy crises: The role of green investments," Renewable Energy, Elsevier, vol. 205(C), pages 534-542.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bohórquez Correa, Santiago & Mosquera-López, Stephanía & Uribe, Jorge M., 2026. "Time-varying systemic risk in electricity markets using generative adversarial networks: Market resilience and policy," Energy Policy, Elsevier, vol. 210(C).
    2. Yan Li & Jun Wu & Xin-Ping Wang, 2025. "Research on the Diffusion of Green Energy Technological Innovation from the Perspective of International Cooperation," Energies, MDPI, vol. 18(11), pages 1-22, May.
    3. Hau, Liya & Xue, Wenxin & Liu, Qigui, 2025. "Multiscale information network among fossil energy, renewable energy and ESG investment under the Russo-Ukrainian conflict," Research in International Business and Finance, Elsevier, vol. 80(C).
    4. Kim, Dong-Jun & Noh, Eunjung & Choi, Sun-Yong, 2025. "Quantile spillover effects and sector dynamics in U.S. stock markets: Normal vs. extreme market conditions," Finance Research Letters, Elsevier, vol. 83(C).
    5. Aslam, Adnan, 2026. "Oil shock spillovers in emerging markets: Sectoral dynamics of demand, supply, and risk channels," International Economics, Elsevier, vol. 185(C).
    6. Shi, Fengyuan & Guo, Yaoqi, 2025. "Differential impact of multiple risks on green and conventional bond markets: Evidence from multifractal analysis," Research in International Business and Finance, Elsevier, vol. 77(PB).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Basher, Syed Abul & Sadorsky, Perry, 2024. "Do climate change risks affect the systemic risk between the stocks of clean energy, electric vehicles, and critical minerals? Analysis under changing market conditions," Energy Economics, Elsevier, vol. 138(C).
    2. Cocca, Teodoro & Gabauer, David & Pomberger, Stefan, 2024. "Clean energy market connectedness and investment strategies: New evidence from DCC-GARCH R2 decomposed connectedness measures," Energy Economics, Elsevier, vol. 136(C).
    3. Malhotra, Priya & Kumar, Sanjeev & Gubareva, Mariya & Mendes, José Zorro, 2026. "Dynamic nexus of clean energy metals, energy commodities and traditional assets: Multidimensional techniques and portfolio analysis," Research in International Business and Finance, Elsevier, vol. 81(C).
    4. Abakah, Emmanuel Joel Aikins & Chowdhury, Mohammad Ashraful Ferdous & Abdullah, Mohammad & Hammoudeh, Shawkat, 2024. "Energy tokens and green energy markets under crisis periods: A quantile downside tail risk dependence analysis," International Review of Economics & Finance, Elsevier, vol. 96(PB).
    5. Al-Nassar, Nassar S. & Assaf, Rima & Chaibi, Anis & Makram, Beljid, 2024. "The nexus between mineral, renewable commodities, and regional stock sectors during health and military crises," Resources Policy, Elsevier, vol. 96(C).
    6. Palomba, Giulio & Tedeschi, Marco, 2025. "Commodity price dynamics in the era of energy transition: Exploring the substitutability of clean energy," Economic Analysis and Policy, Elsevier, vol. 88(C), pages 214-236.
    7. Zhang, Jiahao & Chen, Xiaodan & Wei, Yu & Bai, Lan, 2023. "Does the connectedness among fossil energy returns matter for renewable energy stock returns? Fresh insights from the Cross-Quantilogram analysis," International Review of Financial Analysis, Elsevier, vol. 88(C).
    8. Madaleno, Mara & Taskin, Dilvin & Dogan, Eyup & Tzeremes, Panayiotis, 2023. "A dynamic connectedness analysis between rare earth prices and renewable energy," Resources Policy, Elsevier, vol. 85(PB).
    9. Su, Xianfang & Zhao, Yachao, 2023. "What has the strongest connectedness with clean energy? Technology, substitutes, or raw materials," Energy Economics, Elsevier, vol. 128(C).
    10. El Khoury, Rim & Alshater, Muneer M. & Li, Yanshuang & Xiong, Xiong, 2024. "Quantile time-frequency connectedness among G7 stock markets and clean energy markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 93(C), pages 71-90.
    11. Tedeschi, Marco, 2025. "Do Rare Earth Elements (REEs) hedge financial risk? A spillover and portfolio analysis in the context of the energy market," Resources Policy, Elsevier, vol. 107(C).
    12. Li, Xinran & Cheng, Sheng & Liang, Ruibin & Tang, Tao, 2025. "Internal and external risk spillovers in energy and metal markets: the role of economic policy uncertainties," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 1742-1762.
    13. Naeem, Muhammad Abubakr & Husain, Afzol & Bossman, Ahmed & Karim, Sitara, 2024. "Assessing the linkage of energy cryptocurrency with clean and dirty energy markets," Energy Economics, Elsevier, vol. 130(C).
    14. Wang, Tiantian & Wu, Fei & Zhang, Dayong & Ji, Qiang, 2023. "Energy market reforms in China and the time-varying connectedness of domestic and international markets," Energy Economics, Elsevier, vol. 117(C).
    15. Li, Hailing & Li, Yuxin & Zhang, Hua, 2023. "The spillover effects among the traditional energy markets, metal markets and sub-sector clean energy markets," Energy, Elsevier, vol. 275(C).
    16. Zhang, Hongwei & Li, Zongzhen & Song, Huiling & Gao, Wang, 2024. "Insight into clean energy market’s role in the connectedness between joint-consumption metals," Energy, Elsevier, vol. 302(C).
    17. Duan, Xiaoping & Xiao, Ya & Ren, Xiaohang & Taghizadeh-Hesary, Farhad & Duan, Kun, 2023. "Dynamic spillover between traditional energy markets and emerging green markets: Implications for sustainable development," Resources Policy, Elsevier, vol. 82(C).
    18. Wu, Ruirui & Li, Bin & Qin, Zhongfeng, 2024. "Spillovers and dependency between green finance and traditional energy markets under different market conditions," Energy Policy, Elsevier, vol. 192(C).
    19. Alomari, Mohammed & Khoury, Rim El & Mensi, Walid & Vo, Xuan Vinh & Kang, Sang Hoon, 2024. "Extreme downside risk connectedness between green energy and stock markets," Energy, Elsevier, vol. 312(C).
    20. Gabauer, David & Chatziantoniou, Ioannis & Stenfors, Alexis, 2023. "Model-free connectedness measures," Finance Research Letters, Elsevier, vol. 54(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:eneeco:v:144:y:2025:i:c:s0140988325001161. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eneco .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.