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Public views on carbon taxation and its fairness: a computational-linguistics analysis

Author

Listed:
  • Ivan Savin

    (ICTA, Edifici Z, UAB Campus
    Ural Federal University
    Universitat Autònoma de Barcelona)

  • Stefan Drews

    (Universitat Autònoma de Barcelona)

  • Sara Maestre-Andrés

    (Universitat Autònoma de Barcelona)

  • Jeroen Bergh

    (Universitat Autònoma de Barcelona
    ICREA
    VU University Amsterdam)

Abstract

Carbon taxes evoke a variety of public responses, often with negative implications for policy support, implementation, and stringency. Here we use topic modeling to analyze associations of Spanish citizens with a policy proposal to introduce a carbon tax. This involves asking two key questions, to elicit (1) citizens’ associations with a carbon tax and (2) their judgment of the fairness of such a policy for distinct uses of tax revenues. We identify 11 topics for the first question and 18 topics for the second. We perform regression analysis to assess how respondents’ associations relate to their carbon tax acceptability, knowledge, and sociodemographic characteristics. The results show that, compared to people accepting the carbon tax, those rejecting it show less trust in politicians, think that the rich should pay more than the poor, consider the tax to be less fair, and stress more a lack of renewable energy or low-carbon transport. Respondents accepting a carbon tax emphasize more the need to solve environmental problems and care about a just society. These insights can help policymakers to improve the design and communication of climate policy with the aim to increase its public acceptability.

Suggested Citation

  • Ivan Savin & Stefan Drews & Sara Maestre-Andrés & Jeroen Bergh, 2020. "Public views on carbon taxation and its fairness: a computational-linguistics analysis," Climatic Change, Springer, vol. 162(4), pages 2107-2138, October.
  • Handle: RePEc:spr:climat:v:162:y:2020:i:4:d:10.1007_s10584-020-02842-y
    DOI: 10.1007/s10584-020-02842-y
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    References listed on IDEAS

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    1. Douenne, Thomas & Fabre, Adrien, 2020. "French attitudes on climate change, carbon taxation and other climate policies," Ecological Economics, Elsevier, vol. 169(C).
    2. 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.
    3. 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.
    4. Bristow, Abigail L. & Wardman, Mark & Zanni, Alberto M. & Chintakayala, Phani K., 2010. "Public acceptability of personal carbon trading and carbon tax," Ecological Economics, Elsevier, vol. 69(9), pages 1824-1837, July.
    5. Alexandra Lesnikowski & Ella Belfer & Emma Rodman & Julie Smith & Robbert Biesbroek & John D. Wilkerson & James D. Ford & Lea Berrang‐Ford, 2019. "Frontiers in data analytics for adaptation research: Topic modeling," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 10(3), May.
    6. Stefano Carattini & Maria Carvalho & Sam Fankhauser, 2018. "Overcoming public resistance to carbon taxes," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 9(5), September.
    7. Margaret E. Roberts & Brandon M. Stewart & Dustin Tingley & Christopher Lucas & Jetson Leder‐Luis & Shana Kushner Gadarian & Bethany Albertson & David G. Rand, 2014. "Structural Topic Models for Open‐Ended Survey Responses," American Journal of Political Science, John Wiley & Sons, vol. 58(4), pages 1064-1082, October.
    8. Mark A. Andor & Manuel Frondel & Stephan Sommer, 2018. "Equity and the willingness to pay for green electricity in Germany," Nature Energy, Nature, vol. 3(10), pages 876-881, October.
    9. Sara Maestre-Andrés & Stefan Drews & Jeroen van den Bergh, 2020. "Perceived fairness and public acceptability of carbon pricing: a review of the literature," Climate Policy, Taylor & Francis Journals, vol. 19(9), pages 1186-1204, July.
    10. 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.
    11. 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.
    12. Savin, Ivan & Drews, Stefan & van den Bergh, Jeroen, 2021. "Free associations of citizens and scientists with economic and green growth: A computational-linguistics analysis," Ecological Economics, Elsevier, vol. 180(C).
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    Cited by:

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    2. Bongini, Paola & Osborne, Francesco & Pedrazzoli, Alessia & Rossolini, Monica, 2022. "A topic modelling analysis of white papers in security token offerings: Which topic matters for funding?," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    3. Drews, Stefan & Savin, Ivan & van den Bergh, Jeroen C.J.M. & Villamayor-Tomás, Sergio, 2022. "Climate concern and policy acceptance before and after COVID-19," Ecological Economics, Elsevier, vol. 199(C).
    4. Drews, Stefan & Savin, Ivan & van den Bergh, Jeroen C.J.M., 2022. "Biased perceptions of other people's attitudes to carbon taxation," Energy Policy, Elsevier, vol. 167(C).
    5. Andrea Amado & Koji Kotani & Makoto Kakinaka & Shunsuke Managi, 2023. "Carbon tax for cleaner-energy transition: A vignette experiment in Japan," Working Papers SDES-2023-6, Kochi University of Technology, School of Economics and Management, revised Oct 2023.
    6. Ewald, Jens & Sterner, Thomas & Sterner, Erik, 2021. "Understanding the Resistance to Carbon Taxes: A Case Study of Sweden," RFF Working Paper Series 21-18, Resources for the Future.
    7. Sara Maestre-Andrés & Stefan Drews & Ivan Savin & Jeroen Bergh, 2021. "Carbon tax acceptability with information provision and mixed revenue uses," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    8. Cascavilla, Alessandro, 2022. "Does climate change concern alter tax morale preferences? Evidence from an Italian survey," MPRA Paper 113039, University Library of Munich, Germany.
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    10. Fang, Ximeng & Innocenti, Stefania, 2023. "Increasing the acceptability of carbon taxation: The role of social norms and economic reasoning," INET Oxford Working Papers 2023-25, Institute for New Economic Thinking at the Oxford Martin School, University of Oxford.
    11. 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).
    12. Savin, Ivan & Drews, Stefan & van den Bergh, Jeroen, 2021. "Free associations of citizens and scientists with economic and green growth: A computational-linguistics analysis," Ecological Economics, Elsevier, vol. 180(C).
    13. Izlawanie Muhammad & Norfakhirah Nazihah Mohd Hasnu & Mohd Adha Ibrahim & Suhaila Abdul Hamid & Mustafa Mohd Hanefah, 2022. "Trust in Government and Its Determinants: An Empirical Study of Public Acceptability for Carbon Tax in Malaysia," Sustainability, MDPI, vol. 14(23), pages 1-12, November.
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