Using big data to evaluate corporate social responsibility and sustainable development practices
Adriana Barbeito-Caamaño
Departamento de Lenguajes y Sistemas Informáticos, Grupo de Investigación en Integración y Re-Ingeniería de Sistemas (IRIS), Universitat Jaume I, Castellón, Spain
Search for more papers by this authorCorresponding Author
Ricardo Chalmeta
Departamento de Lenguajes y Sistemas Informáticos, Grupo de Investigación en Integración y Re-Ingeniería de Sistemas (IRIS), Universitat Jaume I, Castellón, Spain
Correspondence
Ricardo Chalmeta, Departamento de Lenguajes y Sistemas Informáticos, Grupo de Investigación en Integración y Re-Ingeniería de Sistemas (IRIS), Universitat Jaume I, 12006 Castellón, Spain.
Email: rchalmet@uji.es
Search for more papers by this authorAdriana Barbeito-Caamaño
Departamento de Lenguajes y Sistemas Informáticos, Grupo de Investigación en Integración y Re-Ingeniería de Sistemas (IRIS), Universitat Jaume I, Castellón, Spain
Search for more papers by this authorCorresponding Author
Ricardo Chalmeta
Departamento de Lenguajes y Sistemas Informáticos, Grupo de Investigación en Integración y Re-Ingeniería de Sistemas (IRIS), Universitat Jaume I, Castellón, Spain
Correspondence
Ricardo Chalmeta, Departamento de Lenguajes y Sistemas Informáticos, Grupo de Investigación en Integración y Re-Ingeniería de Sistemas (IRIS), Universitat Jaume I, 12006 Castellón, Spain.
Email: rchalmet@uji.es
Search for more papers by this authorAbstract
This paper shows an alternative method to evaluate sustainable development and corporate social responsibility (CSR) practices based on the opinions of companies' stakeholders expressed on Twitter. An application of the method is performed with the Inditex textile group. This paper shows two important findings: (a) knowledge about companies' CSR practices and stakeholders opinions can be obtained using big data to analyse CSR information about the company on online social networks; and (b) there are important differences between the contents of the sustainability report of a company and the CSR opinions of its stakeholders on the internet. These findings have benefits for the company's stakeholders, who will be able to know the CSR practices of a company in a more objective way, and for the company, which will be able to improve its CSR performance and communication strategy, as well as the stakeholder engagement.
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REFERENCES
- Acuti, D., Grazzini, L., Mazzoli, V., & Aiello, G. (2019). Stakeholder engagement in green place branding: A focus on user-generated content. Corporate Social Responsibility and Environmental Management, 26(2), 492–501.
- Adams, M. N. (2010). Perspectives on data mining. International Journal of Market Research, 52(1), 11–19.
- Arora, D., Li, K. F., & Neville, S. W. (2015). Consumers' sentiment analysis of popular phone brands and operating system preference using twitter data: a feasibility study. AINA, 2015, 680–686.
- Amor-Esteban, V., Galindo-Villardon, M. P., & Garcia-Sanchez, I. M. (2020). Bias in composite indexes of CSR practice: An analysis of CUR matrix decomposition. Corporate Social Responsibility and Environmental Management.
- Ancos, H. (2014). Big Data. Hacia una RSC de datos. RSC: Para superar la retórica. Economistas sin Fronteras, 14.
- Araujo, T., & Kollat, J. (2018). Communicating effectively about CSR on Twitter: The power of engaging strategies and storytelling elements. Internet Research, 28(2), 419–431.
- Arribas, V., Díaz, T., Josa, M. E., Sanmiguel, P., & Sádaba, T. (2013). Hoss Intropia: A Spanish brand that is born with sustainability as its main value proposition. 5th Global Conference Fashion Exploring Critical Issues. Oxford.
- Bebbington, J., Larrinaga, C., & Moneva, J. M. (2008). Corporate social reporting and reputation risk management. Accounting, Auditing & Accountability Journal, 21(3), 337–361. https://doi.org/10.1108/09513570810863932
10.1108/09513570810863932 Google Scholar
- Capelle-Blancard, G., & Petit, A. (2019). Every little helps? ESG news and stock market reaction. Journal of Business Ethics, 157, 543–565.
- Capriotti, P. (2011). Communicating corporate social responsibility through the internet and social media. The handbook of communication and corporate social responsibility. New Jersey: Wiley.
- Castelló, I., Morsing, M., & Schultz, F. (2013). Communicative dynamics and the polyphony of corporate social responsibility in the network society. Journal of Business Ethics, 118(4), 683–694.
- Chalmeta, R., & Viinikka, H. (2017). Corporate philanthropy communication on donor websites. Journal of Information, Communication and Ethics in Society, 15(1), 53–73 2017.
10.1108/JICES-03-2016-0008 Google Scholar
- Cho, C. H., Laine, M., Roberts, R. W., & Rodrigue, M. (2018). The frontstage and backstage of corporate sustainability reporting: Evidence from the Arctic National Wildlife Refuge Bill. Journal of Business Ethics, 152(3), 865–886. https://doi.org/10.1007/s10551-016-3375-4
- Cortado, F.J., & Chalmeta, R. (2016). Use of social networks as a CSR communication tool. Cogent Business & Management, 3, 1187783
- Colleoni, E. (2013). CSR communication strategies for organizational legitimacy in social media. Corporate Communications: An International Journal, 18(2), 228–248. https://doi.org/10.1108/13563281311319508
10.1108/13563281311319508 Google Scholar
- Crawford et al. (2013). Communities and Ethical Resilience: A framework for Action. Big Data, Communities and Ethical Resilience: White paper.
- De Queiroz, G, Fay, c., Hvitfeldt, E., Keyes, O., Misra, K., Mastny, T., Erickson, J., Robinson, D., Silge, J. (2019). tidytext: Text Mining using “dplyr”, “ggplot2”, and OtherTidy Tools. R package version 0.2.2. Retrieved from https://CRAN.R-project.org/package=tidytext
- Deegan, C. (2002). The legitimising effect of social and environmental disclosures—A theoretical foundation. Accounting, Auditing and Accountability Journal, 15(3), 282–311.
10.1108/09513570210435852 Google Scholar
- Eding, E., & Scholtens, B. (2017). Corporate social responsibility and shareholder proposals. Corporate Social Responsibility and Environmental Management, 24(6), 648–660. https://doi.org/10.1002/csr.1434
- Elving, W. (2013). Scepticism and corporate social responsibility communications: The influence of fit and reputation. Journal of Marketing Communications, 19(4), 277–292.
10.1080/13527266.2011.631569 Google Scholar
- Etter, M. (2013). Reasons for low levels of interactivity (non-) interactive CSR communication in twitter. Public Relations Review, 39, 606–608.
- Etter, M. (2014). Broadcasting, reacting, engaging-three strategies for CSR communication in Twitter. Journal of Communication Management, 18(4), 322–342.
10.1108/JCOM-01-2013-0007 Google Scholar
- Ettinger, A., Grabner-Kräuter, S., & Terlutter, R. (2018). Online CSR communication in the hotel industry: Evidence from small hotels. International Journal of Hospitality Management., 68, 94–104.
- Farache, F., Tetchner, I., & Kollat, J. (2018). CSR communications on Twitter: An exploration into stakeholder reactions. In G. Grigore, A. Stancu, & D. McQueen (Eds.), Corporate responsibility and digital communities. Palgrave studies in governance, leadership and responsibility. Cham: Palgrave Macmillan.
10.1007/978-3-319-63480-7_8 Google Scholar
- Feinerer, I., & Hornik, H. (2017). tm: Text mining package. R package version 0.7-6. Retrieved from https://CRAN.R-project.org/package=tm
- Fernández, R. (2005). Administración de la responsabilidad social corporativa. Madrid, Spain: Thomson.
- Freeman, R. E. (1984). Strategic management: A stakeholder approach. Boston, MA: Pitman.
10.1057/palgrave.crr.1540226 Google Scholar
- Friedman, M. (1970). The social responsibility of business is to increase its profits. The New York Times Magazine.
- Garcia-De los Salmones, M., & Pérez, A. (2018). Reactions to the corporate social responsibility advertising of financial entities, 4. https://doi.org/10.3232/UBR.2018.V15.N4.01
- Garcia-Torea, N., Fernandez-Feijoo, B., & De La Cuesta, M. (2018). CSR reporting communication: Defective reporting models or misapplication. Corporate Social Responsibility and Environmental Management, 1(17), 952–968. https://doi.org/10.1002/csr.1858
- Gentry, J. (2015). twitteR: R Based Twitter Client. R package version 1.1.9. Retrieved from https://CRAN.R-project.org/package=twitteR
- Global Reporting Initiative (GRI). (2016). GRI G4 - Sustainability reporting guidelines. Obtenido de: Retrieved from https://www2.globalreporting.org/standards/g4/
- Gong, V., Daamen, W., Bozzon, A., & Hoogendoorn, S. (2019). Estimate sentiment of crowds from social media during city events. Transportation Research Record Journal of the Transportation Research Board, 2673(2019), 836–850.
10.1177/0361198119846461 Google Scholar
- Gray, R. (2006). Does sustainability reporting improve corporate behaviour?: Wrong question? Right time? Accounting and Business Research, 36(1), 65–88.
10.1080/00014788.2006.9730048 Google Scholar
- Grover, P., Kar, A. K., & Ilavarasan, P. V. (2019). Impact of corporate social responsibility on reputation-insights from tweets on sustainable development goals by CEOs. International Journal of Information Management, 48, 39–52.
- Hu, M., & Liu, B. (2004). Mining and summarizing customer reviews. Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 168–177, ACM.
- Huang, Y. F., Do, M. H., & Kumar, V. (2019). Consumers' perception on corporate social responsibility: Evidence from Vietnam. Corporate Social Responsibility and Environmental Management, 26(6), 1272–1284.
- Kemna, T. (2013). Dialogue, Twitter and New Technology-based firms: The communication practice on a social Medium. Retrieved from http://su-beta.diva-portal.org/smash/get/diva2:629600/FULLTEXT01.pdf;jsessionid=cf4e559c4a22712b67093e831943
- Knebel, S., & Seele, P. (2015). Quo vadis GRI? A (critical) assessment of GRI 3.1 A+ non-financial reports and implications for credibility and standardization. Corporate Communications: An International Journal, 20(2), 196–212. https://doi.org/10.1108/CCIJ-11-2013-0101
- Kumar Ravindran, S., & Garg, V. (2015). Mastering social media mining with R (pp. 21–54). Birmingham, United Kingdom: Packt Publishing.
- Liu, B. (2015). Sentiment analysis: Mining opinions, sentiments, and emotions. New York, NY: Ed Cambridge University Press.
10.1017/CBO9781139084789 Google Scholar
- Lovejoy, K., & Saxton, G. D. (2012). Information, community, and action: How nonprofit organizations use social media. Journal of Computed-Mediated Communication, 17(2012), 337–353.
- Luoma-aho, V. (2015). Understanding stakeholder engagement: Faith-holders, Hateholders & Fakeholders. Research Journal of the Institute for Public Relations, 2(1).
- Maignan, I. (2001). Consumers' perceptions of corporate social responsibilities: A cross-cultural comparison. Journal of Business Ethics, 30(1), 57–72.
- Merco Talent. (2020). Monitor Empresarial de Reputación Corporativa. Retrieved from https://www.merco.info/es/que-es-merco#!
- Michelon, G., Pilonato, S., & Ricceri, F. (2015). CSR reporting practices and the quality of disclosure: An empirical analysis. Critical Perspectives on Accounting, 33, 59–78. https://doi.org/10.1016/j.cpa.2014.10.003
- Michelon, G., & Rodrigue, M. (2015). Demand for CSR: Insights from shareholder proposals. Social and Environmental Accountability Journal, 35(3), 157–175. https://doi.org/10.1080/0969160X.2015.1094396
10.1080/0969160X.2015.1094396 Google Scholar
- Molina-González, M., Martínez-Cámara, E., Martín-Valdivia, M. T., & Perea-Ortega, J. M. (2013). iSOL semantic orientation for polarity classification in Spanish reviews. Expert systems with applications, 40(18), 7250–7257 Retrieved from http://sinai.ujaen.es/wp-content/uploads/2013/05/isol.tar.gz
- Morsing, M., & Schultz, M. (2006). Corporate social responsibility communication: Stakeholder information, response and involvement strategies. Business Ethics, 15(4), 323–333.
10.1111/j.1467-8608.2006.00460.x Google Scholar
- Nielsen, F.A. (2011). A new ANEW: evaluation of a word list for sentiment analysis in microblogs, In Proceedings of the ESWC2011 Workshop on ’Making Sense of Microposts’: Big things come in small packages, Heraklion, Crete, Greece, May 30, 2011, ( 93–98).
- Pomering, A., Johnson, L., & Nobl, G. (2013). Advertising corporate social responsibility. Results from an experimental manipulation of key message variables. Corporate Communications: An International Journal, 18(2), 249–263.
10.1108/13563281311319517 Google Scholar
- Ruf, B. M., Muralidhar, K., Brown, R. M., Janney, J. J., & Paul, K. (2001). An empirical investigation of the relationship between change in corporate social performance and financial performance: A stakeholder theory perspective. Journal of Business Ethics, 32(2), 143–156.
- Slater, K. (2000). Environmental impact of textiles: Production, processes and protection. Cambridge, England: Woodhead Publishing.
- Smith, N. C. (2003). Corporate social responsibility: Whether or how? California Management Review, 45(4), 52–76.
- Song, B., & Jing, W. (2019). Online corporate social responsibility communication strategies and stakeholder engagements: A comparison of controversial versus noncontroversial industries. Corporate Social Responsibility and Environmental Management, 27(2), 881–896.
- Srivastava, S. K. (2007). Green Supply chain management: A state-of-the-art literature review. International Journal of Management Reviews, 9(1), 53–80.
- Szumniak-Samolej, J. (2019). Social media for corporate social responsibility strategy creation and communication in Poland: Strategies, opportunities and challenges. Springer, Cham: Corporate Social Responsibility in Poland Publisher.
10.1007/978-3-030-00440-8_17 Google Scholar
- The European Union Commission. (2011). Corporate social responsibility (CSR) in the EU. Retrieved from http://ec.europa.eu/social/main.jsp?catId=331.
- Wang, Z., Hsieh, T. S., & Sarkis, J. (2018). CSR performance and the readability of CSR reports: Too good to be true? Corporate Social Responsibility and Environmental Management, 25(1), 66–79.
- Wickham, H. (2016). plyr: Tools por splitting, applying and combining data. R package version 1.8.4. Retrieved from https://CRAN.R-project.org/package=plyr
- Zizka, L. (2017). The (mis) use of social media to communicate CSR in hospitality: Increasing stakeholders'(dis) engagement through social media. Journal of Hospitality and Tourism Technology, 8(1), 73–86.