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A Textual Analysis of US Corporate Social Responsibility Reports

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  • Peter M. Clarkson
  • Jordan Ponn
  • Gordon D. Richardson
  • Frank Rudzicz
  • Albert Tsang
  • Jingjing Wang

Abstract

We employ computer‐based textual analysis to examine disclosure patterns for a sample of US corporate social responsibility (CSR) reports from the period 2002–2016. Starting from 466 features commonly used in computational linguistics, our results show that the linguistics or disclosure patterns in CSR reports can be used to accurately predict the actual CSR performance type of CSR reporters. Specifically, we find that the two most commonly used disclosure characteristics, number of words and number of sentences, alone can be used to predict reporting firms’ CSR performance type with 81% accuracy. The accuracy of prediction increases to 96% when the top 50 linguistics features most relevant to firms’ CSR performance are included in the prediction model. In addition, we find that the linguistic features of CSR disclosure identified by our study are incrementally value relevant to investors even after controlling for the actual CSR performance score from the professional CSR rating agencies. This finding suggests that the linguistic features of CSR disclosure can be an important venue for capital market participants in evaluating firms’ CSR performance type, especially when professional CSR performance ratings are not available.

Suggested Citation

  • Peter M. Clarkson & Jordan Ponn & Gordon D. Richardson & Frank Rudzicz & Albert Tsang & Jingjing Wang, 2020. "A Textual Analysis of US Corporate Social Responsibility Reports," Abacus, Accounting Foundation, University of Sydney, vol. 56(1), pages 3-34, March.
  • Handle: RePEc:bla:abacus:v:56:y:2020:i:1:p:3-34
    DOI: 10.1111/abac.12182
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    2. Andrés Alonso-Robisco & José Manuel Carbó & José Manuel Marqués, 2023. "Machine Learning methods in climate finance: a systematic review," Working Papers 2310, Banco de España.
    3. Kim, Daehyun & Marin, Michael J. & Richardson, Gordon D. & Salterio, Steven E. & Tsang, Albert, 2023. "Modeling board governance, environmental expertise, and social engagement effects on firm environmental performance: Panel data evidence," Journal of Contemporary Accounting and Economics, Elsevier, vol. 19(2).
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    5. Michele Gendelsky de Oliveira & Graça Azevedo & Jonas Oliveira, 2021. "The Relationship between the Company’s Value and the Tone of the Risk-Related Narratives: The Case of Portugal," Economies, MDPI, vol. 9(2), pages 1-28, May.
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    7. Zhongtian Li & Jing Jia & Larelle J. Chapple, 2022. "Textual characteristics of corporate sustainability disclosure and corporate sustainability performance: evidence from Australia," Meditari Accountancy Research, Emerald Group Publishing Limited, vol. 31(3), pages 786-816, February.
    8. Mika Ylinen & Mikko Ranta, 2024. "Employer ratings in social media and firm performance: Evidence from an explainable machine learning approach," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 64(1), pages 247-276, March.
    9. Valentina Beretta & Maria Chiara Demartini & Laura Lico & Sara Trucco, 2021. "A Tone Analysis of the Non-Financial Disclosure in the Automotive Industry," Sustainability, MDPI, vol. 13(4), pages 1-16, February.

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