IDEAS home Printed from https://ideas.repec.org/a/sae/enejou/v45y2024i2p237-260.html
   My bibliography  Save this article

Dependence Structure among Carbon Markets around the World: New Evidence from GARCH-Copula Analysis

Author

Listed:
  • Karishma Ansaram
  • Paolo Mazza

Abstract

In this paper, we investigate the dependence structure among carbon markets globally through different copulas. The analysis examines the relationship between carbon prices being traded across different emission trading systems (ETS) worldwide. The novelty of our approach lies in assessing carbon allowances for both futures and spot prices across all the key carbon markets as well as the three Chinese carbon markets for the period from 2011 to 2019 for future prices and the period from 2015 to 2020 for spot prices. The results demonstrate an asymmetric relationship between most carbon markets. A low tail dependence was observed between the European Union ETS and Regional Greenhouse Gas Initiative ETS, California and Quebec carbon markets, while higher tail dependence was found in the Asian carbon markets. Furthermore, carbon markets that have linkage agreements, ongoing cooperation or are geographically close tend to have positive and higher tail dependence. Our findings suggest the formation of regional carbon clubs based on the dependence structure.

Suggested Citation

  • Karishma Ansaram & Paolo Mazza, 2024. "Dependence Structure among Carbon Markets around the World: New Evidence from GARCH-Copula Analysis," The Energy Journal, , vol. 45(2), pages 237-260, March.
  • Handle: RePEc:sae:enejou:v:45:y:2024:i:2:p:237-260
    DOI: 10.5547/01956574.45.2.kans
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.5547/01956574.45.2.kans
    Download Restriction: no

    File URL: https://libkey.io/10.5547/01956574.45.2.kans?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
    ---><---

    References listed on IDEAS

    as
    1. Yu, Lean & Zha, Rui & Stafylas, Dimitrios & He, Kaijian & Liu, Jia, 2020. "Dependences and volatility spillovers between the oil and stock markets: New evidence from the copula and VAR-BEKK-GARCH models," International Review of Financial Analysis, Elsevier, vol. 68(C).
    2. Richard Schmalensee & Robert N. Stavins, 2017. "Lessons Learned from Three Decades of Experience with Cap and Trade," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 11(1), pages 59-79.
    3. Aloui, Riadh & Hammoudeh, Shawkat & Nguyen, Duc Khuong, 2013. "A time-varying copula approach to oil and stock market dependence: The case of transition economies," Energy Economics, Elsevier, vol. 39(C), pages 208-221.
    4. Balcılar, Mehmet & Demirer, Rıza & Hammoudeh, Shawkat & Nguyen, Duc Khuong, 2016. "Risk spillovers across the energy and carbon markets and hedging strategies for carbon risk," Energy Economics, Elsevier, vol. 54(C), pages 159-172.
    5. repec:dau:papers:123456789/4237 is not listed on IDEAS
    6. repec:dau:papers:123456789/6790 is not listed on IDEAS
    7. Julien Chevallier, 2011. "Anticipating correlations between EUAs and CERs: a Dynamic Conditional Correlation GARCH model," Economics Bulletin, AccessEcon, vol. 31(1), pages 255-272.
    8. Rittler, Daniel, 2012. "Price discovery and volatility spillovers in the European Union emissions trading scheme: A high-frequency analysis," Journal of Banking & Finance, Elsevier, vol. 36(3), pages 774-785.
    9. Vlad-Cosmin Bulai & Alexandra Horobet & Oana Cristina Popovici & Lucian Belascu & Sofia Adriana Dumitrescu, 2021. "A VaR-Based Methodology for Assessing Carbon Price Risk across European Union Economic Sectors," Energies, MDPI, vol. 14(24), pages 1-21, December.
    10. Karan Capoor & Philippe Ambrosi, "undated". "State and Trends of the Carbon Market 2007," World Bank Publications - Reports 13407, The World Bank Group.
    11. Rolf Golombek & Jan Braten, 1994. "Incomplete International Climate Agreements: Optimal Carbon Taxes, Market Failures and Welfare Effects," The Energy Journal, , vol. 15(4), pages 141-165, October.
    12. Julien Chevallier, 2010. "A Note on Cointegrating and Vector Autoregressive Relationships between CO2 allowances spot and futures prices," Economics Bulletin, AccessEcon, vol. 30(2), pages 1564-1584.
    13. Anger, Niels, 2008. "Emissions trading beyond Europe: Linking schemes in a post-Kyoto world," Energy Economics, Elsevier, vol. 30(4), pages 2028-2049, July.
    14. repec:dau:papers:123456789/5441 is not listed on IDEAS
    15. Hege Westskog, 1996. "Market Power in a System of Tradeable CO2 Quotas," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 85-103.
    16. Don Bredin and John Parsons, 2016. "Why is Spot Carbon so Cheap and Future Carbon so Dear? The Term Structure of Carbon Prices," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
    17. Bangzhu Zhu & Shunxin Ye & Kaijian He & Julien Chevallier & Rui Xie, 2019. "Measuring the risk of European carbon market: an empirical mode decomposition-based value at risk approach," Annals of Operations Research, Springer, vol. 281(1), pages 373-395, October.
    18. Julien Chevallier, 2012. "Time-varying correlations in oil, gas and CO 2 prices: an application using BEKK, CCC and DCC-MGARCH models," Applied Economics, Taylor & Francis Journals, vol. 44(32), pages 4257-4274, November.
    19. Wen Zhang & Zhibin Wu, 2022. "Optimal hybrid framework for carbon price forecasting using time series analysis and least squares support vector machine," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 41(3), pages 615-632, April.
    20. Kojadinovic, Ivan & Yan, Jun, 2010. "Modeling Multivariate Distributions with Continuous Margins Using the copula R Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 34(i09).
    21. Nathaniel O. Keohane, 2009. "Cap and Trade, Rehabilitated: Using Tradable Permits to Control U.S. Greenhouse Gases," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 3(1), pages 42-62, Winter.
    22. Karan Capoor & Philippe Ambrosi, "undated". "State and Trends of the Carbon Market 2007," World Bank Publications - Reports 13406, The World Bank Group.
    Full references (including those not matched with items on IDEAS)

    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. Karishma Ansaram & Paolo Mazza, 2022. "Dependence structure among carbon markets around the world: New evidence from GARCH-copula analysis," Working Papers 2022-ACF-03, IESEG School of Management.
    2. Hammoudeh, Shawkat & Nguyen, Duc Khuong & Sousa, Ricardo M., 2014. "What explain the short-term dynamics of the prices of CO2 emissions?," Energy Economics, Elsevier, vol. 46(C), pages 122-135.
    3. Vellachami, Sanggetha & Hasanov, Akram Shavkatovich & Brooks, Robert, 2023. "Risk transmission from the energy markets to the carbon market: Evidence from the recursive window approach," International Review of Financial Analysis, Elsevier, vol. 89(C).
    4. Wen, Xiaoqian & Bouri, Elie & Roubaud, David, 2017. "Can energy commodity futures add to the value of carbon assets?," Economic Modelling, Elsevier, vol. 62(C), pages 194-206.
    5. Hao Chen & Zhixin Liu & Yinpeng Zhang & You Wu, 2020. "The Linkages of Carbon Spot-Futures: Evidence from EU-ETS in the Third Phase," Sustainability, MDPI, vol. 12(6), pages 1-18, March.
    6. Zhao, Lili & Wen, Fenghua & Wang, Xiong, 2020. "Interaction among China carbon emission trading markets: Nonlinear Granger causality and time-varying effect," Energy Economics, Elsevier, vol. 91(C).
    7. Koop, Gary & Tole, Lise, 2013. "Modeling the relationship between European carbon permits and certified emission reductions," Journal of Empirical Finance, Elsevier, vol. 24(C), pages 166-181.
    8. Friedrich, Marina & Mauer, Eva-Maria & Pahle, Michael & Tietjen, Oliver, 2020. "From fundamentals to financial assets: the evolution of understanding price formation in the EU ETS," EconStor Preprints 196150, ZBW - Leibniz Information Centre for Economics, revised 2020.
    9. Reboredo, Juan C. & Ugando, Mikel, 2015. "Downside risks in EU carbon and fossil fuel markets," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 111(C), pages 17-35.
    10. Mensi, Walid & Rehman, Mobeen Ur & Vo, Xuan Vinh, 2022. "Spillovers and diversification benefits between oil futures and ASEAN stock markets," Resources Policy, Elsevier, vol. 79(C).
    11. Raitzer, David A., 2010. "Assessing the Impact of Policy-Oriented Research: The Case of CIFOR's Influence on the Indonesian Pulp and Paper Sector," World Development, Elsevier, vol. 38(10), pages 1506-1518, October.
    12. Adekoya, Oluwasegun B. & Oliyide, Johnson A. & Noman, Ambreen, 2021. "The volatility connectedness of the EU carbon market with commodity and financial markets in time- and frequency-domain: The role of the U.S. economic policy uncertainty," Resources Policy, Elsevier, vol. 74(C).
    13. Meng, Bin & Chen, Shuiyang & Haralambides, Hercules & Kuang, Haibo & Fan, Lidong, 2023. "Information spillovers between carbon emissions trading prices and shipping markets: A time-frequency analysis," Energy Economics, Elsevier, vol. 120(C).
    14. Melisa Pollak & Elizabeth J. Wilson, 2009. "Risk governance for geological storage of CO 2 under the Clean Development Mechanism," Climate Policy, Taylor & Francis Journals, vol. 9(1), pages 71-87, January.
    15. Hayashi, Daisuke & Huenteler, Joern & Lewis, Joanna I., 2018. "Gone with the wind: A learning curve analysis of China's wind power industry," Energy Policy, Elsevier, vol. 120(C), pages 38-51.
    16. Gomes, Gabriel Lourenço & Szklo, Alexandre & Schaeffer, Roberto, 2009. "The impact of CO2 taxation on the configuration of new refineries: An application to Brazil," Energy Policy, Elsevier, vol. 37(12), pages 5519-5529, December.
    17. Chaurey, A. & Kandpal, T.C., 2009. "Carbon abatement potential of solar home systems in India and their cost reduction due to carbon finance," Energy Policy, Elsevier, vol. 37(1), pages 115-125, January.
    18. Philip, Dennis & Shi, Yukun, 2015. "Impact of allowance submissions in European carbon emission markets," International Review of Financial Analysis, Elsevier, vol. 40(C), pages 27-37.
    19. Philipp Pattberg & Johannes Stripple, 2008. "Beyond the public and private divide: remapping transnational climate governance in the 21st century," International Environmental Agreements: Politics, Law and Economics, Springer, vol. 8(4), pages 367-388, December.
    20. Christoph Böhringer & Thomas Rutherford & Marco Springmann, 2015. "Clean-Development Investments: An Incentive-Compatible CGE Modelling Framework," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 60(4), pages 633-651, April.

    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:sae:enejou:v:45:y:2024:i:2:p:237-260. 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: SAGE Publications (email available below). General contact details of provider: .

    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.