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Exploring visual communication in corporate sustainability reporting: Using image recognition with deep learning

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  • Yuriko Nakao
  • Aya Ishino
  • Katsuhiko Kokubu
  • Hitoshi Okada

Abstract

Photographs and images in sustainability reports can affect readers' impressions of a company. This study conducts an exploratory analysis to investigate the impact of visual content on sustainability reporting and identify corporate reporting strategies. Using image recognition with deep learning technology, we analyse how 1025 global companies, publishing reports in English, incorporate images into their sustainability reports. The study also identifies factors influencing image selection and utilisation, assessing the images based on these factors' impact. Our findings highlight that economic development, cultural preferences and industry type contribute to variations in image usage. Moreover, these influences differ according to disclosure medium (i.e., integrated or sustainability reports), revealing industry‐specific image trends and providing insights into workforce characteristics. Leveraging deep learning, the study delves into facial expressions and demographic differences in the images, providing a comprehensive understanding of corporate communication strategies.

Suggested Citation

  • Yuriko Nakao & Aya Ishino & Katsuhiko Kokubu & Hitoshi Okada, 2024. "Exploring visual communication in corporate sustainability reporting: Using image recognition with deep learning," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(4), pages 3210-3234, July.
    • Handle: RePEc:wly:corsem:v:31:y:2024:i:4:p:3210-3234
    DOI: 10.1002/csr.2735
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    1. Jane Davison, 2007. "Photographs and accountability: cracking the codes of an NGO," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 20(1), pages 133-158, March.
    2. Cho, Charles H. & Patten, Dennis M., 2007. "The role of environmental disclosures as tools of legitimacy: A research note," Accounting, Organizations and Society, Elsevier, vol. 32(7-8), pages 639-647.
    3. Giulio Greco & Nick Sciulli & Giuseppe D'Onza, 2015. "The Influence of Stakeholder Engagement on Sustainability Reporting: Evidence from Italian local councils," Public Management Review, Taylor & Francis Journals, vol. 17(4), pages 465-488, April.
    4. Beattie, Vivien, 2014. "Accounting narratives and the narrative turn in accounting research: Issues, theory, methodology, methods and a research framework," The British Accounting Review, Elsevier, vol. 46(2), pages 111-134.
    5. Waris Ali & Jedrzej George Frynas & Zeeshan Mahmood, 2017. "Determinants of Corporate Social Responsibility (CSR) Disclosure in Developed and Developing Countries: A Literature Review," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 24(4), pages 273-294, July.
    6. Jane Davison, 2015. "Visualising accounting: an interdisciplinary review and synthesis," Accounting and Business Research, Taylor & Francis Journals, vol. 45(2), pages 121-165, February.
    7. Pratima Bansal & Geoffrey Kistruck, 2006. "Seeing Is (Not) Believing: Managing the Impressions of the Firm’s Commitment to the Natural Environment," Journal of Business Ethics, Springer, vol. 67(2), pages 165-180, August.
    8. Ruggiero, Pasquale & Bachiller, Patricia, 2023. "Seeing more than reading:The visual mode in utilities' sustainability reports," Utilities Policy, Elsevier, vol. 83(C).
    9. Hanxin Hu & Ting Sun, 2022. "The Applications of Machine Learning in Accounting and Auditing Research," Springer Books, in: Cheng-Few Lee & Alice C. Lee (ed.), Encyclopedia of Finance, edition 0, chapter 89, pages 2095-2115, Springer.
    10. Gudrun Baldvinsdottir & John Burns & Hanne Nørreklit & Robert W. Scapens, 2009. "The image of accountants: from bean counters to extreme accountants," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 22(6), pages 858-882, July.
    11. Irina Lock & Theo Araujo, 2020. "Visualizing the triple bottom line: A large‐scale automated visual content analysis of European corporations' website and social media images," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(6), pages 2631-2641, November.
    12. Sue Hrasky, 2012. "Visual disclosure strategies adopted by more and less sustainability-driven companies," Accounting Forum, Taylor & Francis Journals, vol. 36(3), pages 154-165, September.
    13. Hrasky, Sue, 2012. "Visual disclosure strategies adopted by more and less sustainability-driven companies," Accounting forum, Elsevier, vol. 36(3), pages 154-165.
    14. Judy Brown, 2010. "Accounting and visual cultural studies: potentialities, challenges and prospects," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 23(4), pages 482-505, May.
    15. Davison, Jane, 2014. "Visual rhetoric and the case of intellectual capital," Accounting, Organizations and Society, Elsevier, vol. 39(1), pages 20-37.
    16. Sabrina Chong & Anil K. Narayan & Irshad Ali, 2019. "Photographs depicting CSR: captured reality or creative illusion?," Pacific Accounting Review, Emerald Group Publishing Limited, vol. 31(3), pages 313-335, May.
    17. Preston, Alistair M. & Wright, Christopher & Young, Joni J., 1996. "IMag[in]ing annual reports," Accounting, Organizations and Society, Elsevier, vol. 21(1), pages 113-137, January.
    18. Irene M. Herremans & Jamal A. Nazari & Fereshteh Mahmoudian, 2016. "Stakeholder Relationships, Engagement, and Sustainability Reporting," Journal of Business Ethics, Springer, vol. 138(3), pages 417-435, October.
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