IDEAS home Printed from https://ideas.repec.org/a/eee/enepol/v158y2021ics0301421521004298.html
   My bibliography  Save this article

Exploring public opinions on climate change policy in "Big Data Era"—A case study of the European Union Emission Trading System (EU-ETS) based on Twitter

Author

Listed:
  • Wei, Yigang
  • Gong, Ping
  • Zhang, Jianhong
  • Wang, Li

Abstract

Public awareness has an important effect on the legislation and implementation of climate change policies. Against the backdrop of the "Big Data Era," social media is an appealing and promising tool for a timely and complete understanding of public perception and attitudes towards climate policies. This paper examines the public's spontaneous attention and awareness about carbon emissions trading (ETS). Tweets related to the EU-ETS, published between 2008 and 2019, were collected for multi-dimensional analysis. Empirical results show several important findings. First, public attention on the EU-ETS has increased significantly since 2011. Second, government officials and industry practitioners have a stronger influence in the discussions than the public and industrial enterprises. Third, topic followers mostly gathered in Belgium (16.65%), the UK (11.6%), and some non-regulated countries like the US and Australia. Fourth, the public mainly focused on the policies and legislation, allowance price, and allocation. The innovation of this study rests in the development of a social media data-based research framework to examine the public's cognition of climate policies, which integrates the advantages of public social media, social network analysis, and text topic analysis. This study provides comprehensive analysis and support for climate policy implementation and public acceptance improvement.

Suggested Citation

  • Wei, Yigang & Gong, Ping & Zhang, Jianhong & Wang, Li, 2021. "Exploring public opinions on climate change policy in "Big Data Era"—A case study of the European Union Emission Trading System (EU-ETS) based on Twitter," Energy Policy, Elsevier, vol. 158(C).
  • Handle: RePEc:eee:enepol:v:158:y:2021:i:c:s0301421521004298
    DOI: 10.1016/j.enpol.2021.112559
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0301421521004298
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.enpol.2021.112559?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Egenhofer, Christian, 2007. "The Making of the EU Emissions Trading Scheme:: Status, Prospects and Implications for Business," European Management Journal, Elsevier, vol. 25(6), pages 453-463, December.
    2. Thomas Bernauer & Liam F. McGrath, 2016. "Simple reframing unlikely to boost public support for climate policy," Nature Climate Change, Nature, vol. 6(7), pages 680-683, July.
    3. Erik Haites, 2018. "Carbon taxes and greenhouse gas emissions trading systems: what have we learned?," Climate Policy, Taylor & Francis Journals, vol. 18(8), pages 955-966, September.
    4. Warren Pearce & Sabine Niederer & Suay Melisa Özkula & Natalia Sánchez Querubín, 2019. "The social media life of climate change: Platforms, publics, and future imaginaries," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 10(2), March.
    5. Eugenia Sanin, María & Violante, Francesco & Mansanet-Bataller, María, 2015. "Understanding volatility dynamics in the EU-ETS market," Energy Policy, Elsevier, vol. 82(C), pages 321-331.
    6. Paul Stroik & D. Chakraborty & W. Ge & J. Boulter & E. Jamelske, 2019. "Effect of reciprocity on public opinion of international climate treaties: experimental evidence from the US and China," Climate Policy, Taylor & Francis Journals, vol. 19(8), pages 959-973, September.
    7. Li, Yan & Wei, Yigang & Zhang, Xiaoling & Tao, Yuan, 2020. "Regional and provincial CO2 emission reduction task decomposition of China's 2030 carbon emission peak based on the efficiency, equity and synthesizing principles," Structural Change and Economic Dynamics, Elsevier, vol. 53(C), pages 237-256.
    8. Alló, Maria & Loureiro, Maria L., 2014. "The role of social norms on preferences towards climate change policies: A meta-analysis," Energy Policy, Elsevier, vol. 73(C), pages 563-574.
    9. Wei, Yigang & Li, Yan & Wu, Meiyu & Li, Yingbo, 2019. "The decomposition of total-factor CO2 emission efficiency of 97 contracting countries in Paris Agreement," Energy Economics, Elsevier, vol. 78(C), pages 365-378.
    10. Anderson, Brilé & Bernauer, Thomas, 2016. "How much carbon offsetting and where? Implications of efficiency, effectiveness, and ethicality considerations for public opinion formation," Energy Policy, Elsevier, vol. 94(C), pages 387-395.
    11. David Klenert & Linus Mattauch & Emmanuel Combet & Ottmar Edenhofer & Cameron Hepburn & Ryan Rafaty & Nicholas Stern, 2018. "Making carbon pricing work for citizens," Nature Climate Change, Nature, vol. 8(8), pages 669-677, August.
    12. Daniel Rosenbloom & Jochen Markard & Frank W. Geels & Lea Fuenfschilling, 2020. "Opinion: Why carbon pricing is not sufficient to mitigate climate change—and how “sustainability transition policy” can help," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(16), pages 8664-8668, April.
    13. Andrea Baranzini & Jeroen C. J. M. van den Bergh & Stefano Carattini & Richard B. Howarth & Emilio Padilla & Jordi Roca, 2017. "Carbon pricing in climate policy: seven reasons, complementary instruments, and political economy considerations," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 8(4), July.
    14. Medina, Vicente & Pardo, Ángel & Pascual, Roberto, 2014. "The timeline of trading frictions in the European carbon market," Energy Economics, Elsevier, vol. 42(C), pages 378-394.
    15. John Chung-En Liu & Bo Zhao, 2017. "Who speaks for climate change in China? Evidence from Weibo," Climatic Change, Springer, vol. 140(3), pages 413-422, February.
    16. Yan Li & Yigang Wei, 2021. "Estimating The Potential Co2 Emission Reduction In 97 Contracting Countries Of The Paris Agreement," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 12(02), pages 1-36, May.
    17. Kotchen, Matthew J. & Boyle, Kevin J. & Leiserowitz, Anthony A., 2013. "Willingness-to-pay and policy-instrument choice for climate-change policy in the United States," Energy Policy, Elsevier, vol. 55(C), pages 617-625.
    18. Saffron O’Neill & Hywel T. P. Williams & Tim Kurz & Bouke Wiersma & Maxwell Boykoff, 2015. "Dominant frames in legacy and social media coverage of the IPCC Fifth Assessment Report," Nature Climate Change, Nature, vol. 5(4), pages 380-385, April.
    19. Stefan Drews & Jeroen C.J.M. van den Bergh, 2016. "What explains public support for climate policies? A review of empirical and experimental studies," Climate Policy, Taylor & Francis Journals, vol. 16(7), pages 855-876, October.
    20. Z. Eylem Gevrek & Ayse Uyduranoglu, 2015. "Public Preferences for Carbon Tax Attributes," Working Paper Series of the Department of Economics, University of Konstanz 2015-15, Department of Economics, University of Konstanz.
    21. Georgia Makridou & Michael Doumpos & Emilios Galariotis, 2019. "The financial performance of firms participating in the EU Emissions Trading Scheme Energy Policy," Post-Print hal-02013153, HAL.
    22. Makridou, Georgia & Doumpos, Michalis & Galariotis, Emilios, 2019. "The financial performance of firms participating in the EU emissions trading scheme," Energy Policy, Elsevier, vol. 129(C), pages 250-259.
    23. Nava, Consuelo R. & Meleo, Linda & Cassetta, Ernesto & Morelli, Giovanna, 2018. "The impact of the EU-ETS on the aviation sector: Competitive effects of abatement efforts by airlines," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 20-34.
    24. Richard Schmalensee & Robert N Stavins, 2017. "The design of environmental markets: What have we learned from experience with cap and trade?," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 33(4), pages 572-588.
    25. Gevrek, Z.Eylem & Uyduranoglu, Ayse, 2015. "Public preferences for carbon tax attributes," Ecological Economics, Elsevier, vol. 118(C), pages 186-197.
    26. Federica Genovese & Endre Tvinnereim, 2019. "Who opposes climate regulation? Business preferences for the European emission trading scheme," The Review of International Organizations, Springer, vol. 14(3), pages 511-542, September.
    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. Debnath, R. & Bardhan, R. & Mohaddes, K. & Shah, D. U. & Ramage, M. H. & Alvarez, R. M., 2022. "People-centric Emission Reduction in Buildings: A Data-driven and Network Topology-based Investigation," Janeway Institute Working Papers 2201, Faculty of Economics, University of Cambridge.
    2. Wei, Yigang & Liang, Xin & Xu, Liang & Kou, Gang & Chevallier, Julien, 2023. "Trading, storage, or penalty? Uncovering firms' decision-making behavior in the Shanghai emissions trading scheme: Insights from agent-based modeling," Energy Economics, Elsevier, vol. 117(C).
    3. Fang Dong & Chengdong Shi & Weitong Yu, 2022. "Coordinated Decision-Making in Embedded Supply Chain from a Sustainable Development Perspective," Sustainability, MDPI, vol. 15(1), pages 1-19, December.
    4. Huang, Wenyang & Wang, Huiwen & Qin, Haotong & Wei, Yigang & Chevallier, Julien, 2022. "Convolutional neural network forecasting of European Union allowances futures using a novel unconstrained transformation method," Energy Economics, Elsevier, vol. 110(C).
    5. Wei, Yigang & Li, Yan & Wang, Zhicheng, 2022. "Multiple price bubbles in global major emission trading schemes: Evidence from European Union, New Zealand, South Korea and China," Energy Economics, Elsevier, vol. 113(C).
    6. Liu, Tao & Guan, Xinyue & Wei, Yigang & Xue, Shan & Xu, Liang, 2023. "Impact of economic policy uncertainty on the volatility of China's emission trading scheme pilots," Energy Economics, Elsevier, vol. 121(C).
    7. Yadu Zhang & Yiteng Zhang & Zuoren Sun, 2023. "The Impact of Carbon Emission Trading Policy on Enterprise ESG Performance: Evidence from China," Sustainability, MDPI, vol. 15(10), pages 1-27, May.
    8. Chenghao Yang & Tongtong Liu, 2022. "Social Media Data in Urban Design and Landscape Research: A Comprehensive Literature Review," Land, MDPI, vol. 11(10), pages 1-22, October.

    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. Kruse, Tobias & Atkinson, Giles, 2022. "Understanding public support for international climate adaptation payments: Evidence from a choice experiment," Ecological Economics, Elsevier, vol. 194(C).
    2. Kruse, Tobias & Atkinson, Giles, 2022. "Understanding public support for international climate adaptation payments: evidence from a choice experiment," LSE Research Online Documents on Economics 112963, London School of Economics and Political Science, LSE Library.
    3. Dorband, Ira Irina & Jakob, Michael & Kalkuhl, Matthias & Steckel, Jan Christoph, 2019. "Poverty and distributional effects of carbon pricing in low- and middle-income countries – A global comparative analysis," World Development, Elsevier, vol. 115(C), pages 246-257.
    4. Fanghella, Valeria & Faure, Corinne & Guetlein, Marie-Charlotte & Schleich, Joachim, 2023. "What's in it for me? Self-interest and preferences for distribution of costs and benefits of energy efficiency policies," Ecological Economics, Elsevier, vol. 204(PA).
    5. Douenne, Thomas & Fabre, Adrien, 2020. "French attitudes on climate change, carbon taxation and other climate policies," Ecological Economics, Elsevier, vol. 169(C).
    6. Mireille Chiroleu-Assouline, 2022. "Rendre acceptable la nécessaire taxation du carbone. Quelles pistes pour la France ?," Revue de l'OFCE, Presses de Sciences-Po, vol. 0(1), pages 15-53.
    7. Jakub Sokołowski & Piotr Lewandowski & Jan Frankowski, 2023. "How to Prevent Yellow Vests? Evaluating Preferences for a Carbon Tax with a Discrete Choice Experiment," IBS Working Papers 03/2023, Instytut Badan Strukturalnych.
    8. Hammerle, Mara & Best, Rohan & Crosby, Paul, 2021. "Public acceptance of carbon taxes in Australia," Energy Economics, Elsevier, vol. 101(C).
    9. Thomas Douenne & Adrien Fabre, 2019. "Can We Reconcile French People with the Carbon Tax? Disentangling Beliefs from Preferences," Policy Papers 2019.05, FAERE - French Association of Environmental and Resource Economists.
    10. Ewald, Jens & Sterner, Thomas & Sterner, Erik, 2022. "Understanding the resistance to carbon taxes: Drivers and barriers among the general public and fuel-tax protesters," Resource and Energy Economics, Elsevier, vol. 70(C).
    11. Stefano Carattini & Simon Levin & Alessandro Tavoni, 2019. "Cooperation in the Climate Commons," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 13(2), pages 227-247.
    12. Silvi, Mariateresa & Padilla Rosa, Emilio, 2023. "A tragedy of the horizons? An intertemporal perspective on public support for carbon taxes," Energy Economics, Elsevier, vol. 125(C).
    13. Sverker C. Jagers & Erick Lachapelle & Johan Martinsson & Simon Matti, 2021. "Bridging the ideological gap? How fairness perceptions mediate the effect of revenue recycling on public support for carbon taxes in the United States, Canada and Germany," Review of Policy Research, Policy Studies Organization, vol. 38(5), pages 529-554, September.
    14. Stefano Carattini & Andrea Baranzini & Philippe Thalmann & Frédéric Varone & Frank Vöhringer, 2017. "Green Taxes in a Post-Paris World: Are Millions of Nays Inevitable?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(1), pages 97-128, September.
    15. Kanberger, Elke D. & Ziegler, Andreas, 2023. "On the preferences for an environmentally friendly and fair energy transition: A stated choice experiment for Germany," Energy Policy, Elsevier, vol. 182(C).
    16. Bourgeois, Cyril & Giraudet, Louis-Gaëtan & Quirion, Philippe, 2021. "Lump-sum vs. energy-efficiency subsidy recycling of carbon tax revenue in the residential sector: A French assessment," Ecological Economics, Elsevier, vol. 184(C).
    17. Paola D'Orazio, 2022. "Mapping the emergence and diffusion of climate-related financial policies: Evidence from a cluster analysis on G20 countries," International Economics, CEPII research center, issue 169, pages 135-147.
    18. Martin Rabbia, 2023. "Why did Argentina and Uruguay decide to pursue a carbon tax? Fiscal reforms and explicit carbon prices," Review of Policy Research, Policy Studies Organization, vol. 40(2), pages 230-259, March.
    19. Sibylle Braungardt & Veit Bürger & Benjamin Köhler, 2021. "Carbon Pricing and Complementary Policies—Consistency of the Policy Mix for Decarbonizing Buildings in Germany," Energies, MDPI, vol. 14(21), pages 1-14, November.
    20. Ravigné, Emilien & Ghersi, Frédéric & Nadaud, Franck, 2022. "Is a fair energy transition possible? Evidence from the French low-carbon strategy," Ecological Economics, Elsevier, vol. 196(C).

    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:enepol:v:158:y:2021:i:c:s0301421521004298. 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/enpol .

    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.