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Cheap talk and cherry-picking: What ClimateBert has to say on corporate climate risk disclosures

Author

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  • Bingler, Julia Anna
  • Kraus, Mathias
  • Leippold, Markus
  • Webersinke, Nicolas

Abstract

Disclosure of climate-related financial risks greatly helps investors assess companies’ preparedness for climate change. Voluntary disclosures such as those based on the recommendations of the Task Force for Climate-related Financial Disclosures (TCFD) are being hailed as an effective measure for better climate risk management. We ask whether this expectation is justified. We do so by training ClimateBERT, a deep neural language model fine-tuned based on the language model BERT. In analyzing the disclosures of TCFD-supporting firms, ClimateBERT comes to the sobering conclusion that the firms’ TCFD support is mostly cheap talk and that firms cherry-pick to report primarily non-material climate risk information.

Suggested Citation

  • Bingler, Julia Anna & Kraus, Mathias & Leippold, Markus & Webersinke, Nicolas, 2022. "Cheap talk and cherry-picking: What ClimateBert has to say on corporate climate risk disclosures," Finance Research Letters, Elsevier, vol. 47(PB).
    • Handle: RePEc:eee:finlet:v:47:y:2022:i:pb:s1544612322000897
    DOI: 10.1016/j.frl.2022.102776
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    1. Allie Goldstein & Will R. Turner & Jillian Gladstone & David G. Hole, 2019. "The private sector’s climate change risk and adaptation blind spots," Nature Climate Change, Nature, vol. 9(1), pages 18-25, January.
    2. Darwin Choi & Zhenyu Gao & Wenxi Jiang, 2020. "Attention to Global Warming," Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1112-1145.
    3. Lucas Bretschger & Susanne Soretz, 2022. "Stranded Assets: How Policy Uncertainty affects Capital, Growth, and the Environment," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 83(2), pages 261-288, October.
    4. Christos Karydas & Anastasios Xepapadeas, 2019. "Pricing climate change risks: CAPM with rare disasters and stochastic probabilities," CER-ETH Economics working paper series 19/311, CER-ETH - Center of Economic Research (CER-ETH) at ETH Zurich.
    5. Julian F Kölbel & Markus Leippold & Jordy Rillaerts & Qian Wang, 2021. "Ask BERT: How Regulatory Disclosure of Transition and Physical Climate Risks affects the CDS Term Structure," Swiss Finance Institute Research Paper Series 21-19, Swiss Finance Institute.
    6. Bernstein, Asaf & Gustafson, Matthew T. & Lewis, Ryan, 2019. "Disaster on the horizon: The price effect of sea level rise," Journal of Financial Economics, Elsevier, vol. 134(2), pages 253-272.
    7. Ravi Bansal & Dana Kiku & Marcelo Ochoa, 2016. "Price of Long-Run Temperature Shifts in Capital Markets," NBER Working Papers 22529, National Bureau of Economic Research, Inc.
    8. Markus Baldauf & Lorenzo Garlappi & Constantine Yannelis & José Scheinkman, 2020. "Does Climate Change Affect Real Estate Prices? Only If You Believe In It," Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1256-1295.
    9. Philipp Krueger & Zacharias Sautner & Laura T Starks, 2020. "The Importance of Climate Risks for Institutional Investors," Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1067-1111.
    10. Griffin, Paul A. & Jaffe, Amy Myers & Lont, David H. & Dominguez-Faus, Rosa, 2015. "Science and the stock market: Investors' recognition of unburnable carbon," Energy Economics, Elsevier, vol. 52(PA), pages 1-12.
    11. Gros, Daniel & Lane, Philip R. & Langfield, Sam & Matikainen, Sini & Pagano, Marco & Schoenmaker, Dirk & Suarez, Javier, 2016. "Too late, too sudden: Transition to a low-carbon economy and systemic risk," Report of the Advisory Scientific Committee 6, European Systemic Risk Board.
    12. Hong, Harrison & Li, Frank Weikai & Xu, Jiangmin, 2019. "Climate risks and market efficiency," Journal of Econometrics, Elsevier, vol. 208(1), pages 265-281.
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    Cited by:

    1. Matteo Gasparini & Peter Tufano, 2023. "The Evolving Academic Field of Climate Finance," Harvard Business School Working Papers 23-057, Harvard Business School.
    2. Jeanne, Amar & Demaria, Samira & Rigot, Sandra, 2023. "What are the drivers of corporates' climate transparency? Evidence from the S&P 1200 index," Ecological Economics, Elsevier, vol. 213(C).
    3. Erli Dan & Jianfei Shen & Yiwei Guo, 2023. "Corporate Sustainable Growth, Carbon Performance, and Voluntary Carbon Information Disclosure: New Panel Data Evidence for Chinese Listed Companies," Sustainability, MDPI, vol. 15(5), pages 1-27, March.
    4. Simona Malovana & Dominika Ehrenbergerova & Zuzana Gric, 2023. "What Do Economists Think About the Green Transition? Exploring the Impact of Environmental Awareness," Working Papers 2023/6, Czech National Bank.
    5. Zacharias Sautner & Laurence Van Lent & Grigory Vilkov & Ruishen Zhang, 2023. "Firm‐Level Climate Change Exposure," Journal of Finance, American Finance Association, vol. 78(3), pages 1449-1498, June.
    6. Acosta-Smith, Jonathan & Guin, Benjamin & Salgado-Moreno, Mauricio & Vo, Quynh-Anh, 2023. "Understanding climate-related disclosures of UK financial institutions," Bank of England working papers 1017, Bank of England.
    7. Tom Deweerdt & Kristin Caltabiano & Paul Dargusch, 2022. "Original Research: How Will the TNFD Impact the Health Sector’s Nature-Risks Management?," IJERPH, MDPI, vol. 19(20), pages 1-10, October.
    8. Rob Bauer & Dirk Broeders & Annick van Ool, 2023. "Walk the green talk? A textual analysis of pension funds’ disclosures of sustainable investing," Working Papers 770, DNB.
    9. Tobias Schimanski & Chiara Colesanti Senni & Glen Gostlow & Jingwei Ni & Tingyu Yu & Markus Leippold, 2023. "Exploring Nature: Datasets and Models for Analyzing Nature-Related Disclosures," Papers 2312.17337, arXiv.org.

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    More about this item

    Keywords

    Climate-risk disclosure; Voluntary reporting; TCFD recommendations; Natural language processing;
    All these keywords.

    JEL classification:

    • G2 - Financial Economics - - Financial Institutions and Services
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • C8 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs
    • M48 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Government Policy and Regulation

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