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Natural Language Processing Methods for Scoring Sustainability Reports—A Study of Nordic Listed Companies

Author

Listed:
  • Marcelo Gutierrez-Bustamante

    (SUSTEX.io, AI Research, 00150 Helsinki, Finland
    Department of Business Management and Analytics, Arcada University of Applied Sciences, 00560 Helsinki, Finland)

  • Leonardo Espinosa-Leal

    (Department of Business Management and Analytics, Arcada University of Applied Sciences, 00560 Helsinki, Finland)

Abstract

This paper aims to evaluate the degree of affinity that Nordic companies’ reports published under the Global Reporting Initiatives (GRI) framework have. Several natural language processing and text-mining techniques were implemented and tested to achieve this goal. We extracted strings, corpus, and hybrid semantic similarities from the reports and evaluated the models through the intrinsic assessment methodology. A quantitative ranking score based on index matching was developed to complement the semantic valuation. The final results show that Latent Semantic Analysis (LSA) and Global Vectors for word representation (GloVE) are the best methods for our study. Our findings will open the door to the automatic evaluation of sustainability reports which could have a substantial impact on the environment.

Suggested Citation

  • Marcelo Gutierrez-Bustamante & Leonardo Espinosa-Leal, 2022. "Natural Language Processing Methods for Scoring Sustainability Reports—A Study of Nordic Listed Companies," Sustainability, MDPI, vol. 14(15), pages 1-26, July.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:15:p:9165-:d:872264
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    References listed on IDEAS

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    1. Bongsug (Kevin) Chae & Eunhye (Olivia) Park, 2018. "Corporate Social Responsibility (CSR): A Survey of Topics and Trends Using Twitter Data and Topic Modeling," Sustainability, MDPI, vol. 10(7), pages 1-20, June.
    2. Michael Freundlieb & Frank Teuteberg, 2013. "Corporate social responsibility reporting - a transnational analysis of online corporate social responsibility reports by market-listed companies: contents and their evolution," International Journal of Innovation and Sustainable Development, Inderscience Enterprises Ltd, vol. 7(1), pages 1-26.
    3. Victoria Cox, 2017. "Translating Statistics to Make Decisions," Springer Books, Springer, number 978-1-4842-2256-0, December.
    4. Halkos, George & Nomikos, Stylianos, 2021. "Corporate social responsibility: Trends in global reporting initiative standards," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 106-117.
    5. 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.
    6. John Dumay & James Guthrie & Federica Farneti, 2010. "Gri Sustainability Reporting Guidelines For Public And Third Sector Organizations," Public Management Review, Taylor & Francis Journals, vol. 12(4), pages 531-548, July.
    7. Belen Fernandez-Feijoo & Silvia Romero & Silvia Ruiz, 2014. "Effect of Stakeholders’ Pressure on Transparency of Sustainability Reports within the GRI Framework," Journal of Business Ethics, Springer, vol. 122(1), pages 53-63, June.
    8. Ans Kolk, 2003. "Trends in sustainability reporting by the Fortune Global 250," Business Strategy and the Environment, Wiley Blackwell, vol. 12(5), pages 279-291, September.
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