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A Text Mining Model to Evaluate Firms’ ESG Activities: An Application for Japanese Firms

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  • Takuya Kiriu

    (Mitsubishi UFJ Trust Investment Technology Institute Co., Ltd. (MTEC)
    Keio University)

  • Masatoshi Nozaki

    (Mitsubishi UFJ Trust Investment Technology Institute Co., Ltd. (MTEC))

Abstract

Environmental, social, and corporate governance (ESG) refers to the three important contributors to the sustainable growth of firms. Firms publish corporate social responsibility (CSR) reports that include quantitative and qualitative information concerning ESG activities. Although these reports are easily accessed, their qualitative information is hard to apply because manual analyses are difficult. We develop a text mining model that visualizes ESG activities from the structure of ESG-related words in CSR reports. This model quickly, effectively, and objectively facilitates processing CSR reports and comparing them with reports from peer firms. We analyze Japanese CSR reports and present an example. Further, we propose scores to evaluate the quantity and specificity of ESG activities. From the result, we obtain the following findings. First, large quantity and high specificity of ESG activities indicate a higher current ESG quantitative performance. Second, the high specificity of E-related and the large quantity of S and G-related activities portend subsequent improvement of ESG quantitative performance.

Suggested Citation

  • Takuya Kiriu & Masatoshi Nozaki, 2020. "A Text Mining Model to Evaluate Firms’ ESG Activities: An Application for Japanese Firms," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 27(4), pages 621-632, December.
  • Handle: RePEc:kap:apfinm:v:27:y:2020:i:4:d:10.1007_s10690-020-09309-1
    DOI: 10.1007/s10690-020-09309-1
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    References listed on IDEAS

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    1. Fatemi, Ali & Glaum, Martin & Kaiser, Stefanie, 2018. "ESG performance and firm value: The moderating role of disclosure," Global Finance Journal, Elsevier, vol. 38(C), pages 45-64.
    2. Gunnar Friede & Timo Busch & Alexander Bassen, 2015. "ESG and financial performance: aggregated evidence from more than 2000 empirical studies," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 5(4), pages 210-233, October.
    3. Nadine Székely & Jan vom Brocke, 2017. "What can we learn from corporate sustainability reporting? Deriving propositions for research and practice from over 9,500 corporate sustainability reports published between 1999 and 2015 using topic ," PLOS ONE, Public Library of Science, vol. 12(4), pages 1-27, April.
    4. Mahoney, Lois S. & Thorne, Linda & Cecil, Lianna & LaGore, William, 2013. "A research note on standalone corporate social responsibility reports: Signaling or greenwashing?," CRITICAL PERSPECTIVES ON ACCOUNTING, Elsevier, vol. 24(4), pages 350-359.
    5. Timo Busch & Gunnar Friede, 2018. "The Robustness of the Corporate Social and Financial Performance Relation: A Second‐Order Meta‐Analysis," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 25(4), pages 583-608, July.
    6. Jun Xie & Wataru Nozawa & Michiyuki Yagi & Hidemichi Fujii & Shunsuke Managi, 2019. "Do environmental, social, and governance activities improve corporate financial performance?," Business Strategy and the Environment, Wiley Blackwell, vol. 28(2), pages 286-300, February.
    7. Clarkson, Peter M. & Li, Yue & Richardson, Gordon D. & Vasvari, Florin P., 2008. "Revisiting the relation between environmental performance and environmental disclosure: An empirical analysis," Accounting, Organizations and Society, Elsevier, vol. 33(4-5), pages 303-327.
    8. Frank Sampong & Na Song & Kingsley Osei Boahene & Kwame Ansong Wadie, 2018. "Disclosure of CSR Performance and Firm Value: New Evidence from South Africa on the Basis of the GRI Guidelines for Sustainability Disclosure," Sustainability, MDPI, vol. 10(12), pages 1-28, November.
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    More about this item

    Keywords

    CSR report; ESG; Text mining; Visualization;
    All these keywords.

    JEL classification:

    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access

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