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Understanding #WorldEnvironmentDay User Opinions in Twitter: A Topic-Based Sentiment Analysis Approach

Author

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  • Ana Reyes-Menendez

    (Department of Business Economics, Faculty of Social Sciences and Law, Rey Juan Carlos University, Paseo Artilleros s/n, 28032 Madrid, Spain)

  • José Ramón Saura

    (Department of Business Economics, Faculty of Social Sciences and Law, Rey Juan Carlos University, Paseo Artilleros s/n, 28032 Madrid, Spain)

  • Cesar Alvarez-Alonso

    (Institute for Global Law and Policy, Harvard Law School, Harvard University, Cambridge, MA 02138, USA)

Abstract

The main objective of this exploratory study is to identify the social, economic, environmental and cultural factors related to the sustainable care of both environment and public health that most concern Twitter users. With 336 million active users as of 2018, Twitter is a social network that is increasingly used in research to get information and to understand public opinion as exemplified by Twitter users. In order to identify the factors related to the sustainable care of environment and public health, we have downloaded n = 5873 tweets that used the hashtag #WorldEnvironmentDay on the respective day. As the next step, sentiment analysis with an algorithm developed in Python and trained with data mining was applied to the sample of tweets to group them according to the expressed feelings. Thereafter, a textual analysis was used to group the tweets according to the Sustainable Development Goals (SDGs), identifying the key factors about environment and public health that most concern Twitter users. To this end, we used the qualitative analysis software NVivo Pro 12. The results of the analysis enabled us to establish the key factors that most concern users about the environment and public health such as climate change, global warming, extreme weather, water pollution, deforestation, climate risks, acid rain or massive industrialization. The conclusions of the present study can be useful to companies and institutions that have initiatives related to the environment and they also facilitate decision-making regarding the environment in non-profit organizations. Our findings will also serve the United Nations that will thoroughly review the 17 SDGs at the High-level Political Forum in 2019.

Suggested Citation

  • Ana Reyes-Menendez & José Ramón Saura & Cesar Alvarez-Alonso, 2018. "Understanding #WorldEnvironmentDay User Opinions in Twitter: A Topic-Based Sentiment Analysis Approach," IJERPH, MDPI, vol. 15(11), pages 1-18, November.
    • Handle: RePEc:gam:jijerp:v:15:y:2018:i:11:p:2537-:d:182380
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    1. Klaus M. Miller & Bernd Skiera, 2017. "Economic Damage of Cookie Lifetime Restrictions," Working Papers 17-02, NET Institute.
    2. Elinor Chisholm & Kimberley O’Sullivan, 2017. "Using Twitter to Explore (un)Healthy Housing: Learning from the #Characterbuildings Campaign in New Zealand," IJERPH, MDPI, vol. 14(11), pages 1-14, November.
    3. Dag Bennett & Diana Pérez-Bustamante Yábar & José Ramón Saura, 2017. "University Incubators May Be Socially Valuable, but How Effective Are They? A Case Study on Business Incubators at Universities," Innovation, Technology, and Knowledge Management, in: Marta Peris-Ortiz & Jaime Alonso Gómez & José M. Merigó-Lindahl & Carlos Rueda-Armengot (ed.), Entrepreneurial Universities, chapter 0, pages 165-177, Springer.
    4. Matteo Pedercini & Gunda Zuellich & Kaveh Dianati & Steven Arquitt, 2018. "Toward achieving Sustainable Development Goals in Ivory Coast: Simulating pathways to sustainable development," Sustainable Development, John Wiley & Sons, Ltd., vol. 26(6), pages 588-595, November.
    5. Katia Vladimirova & David Le Blanc, 2016. "Exploring Links Between Education and Sustainable Development Goals Through the Lens of UN Flagship Reports," Sustainable Development, John Wiley & Sons, Ltd., vol. 24(4), pages 254-271, July.
    6. Helen Santiago Fink, 2016. "Human-Nature for Climate Action: Nature-Based Solutions for Urban Sustainability," Sustainability, MDPI, vol. 8(3), pages 1-21, March.
    7. Christine C. Ekenga & Cora-Ann McElwain & Nadav Sprague, 2018. "Examining Public Perceptions about Lead in School Drinking Water: A Mixed-Methods Analysis of Twitter Response to an Environmental Health Hazard," IJERPH, MDPI, vol. 15(1), pages 1-10, January.
    8. Messerlin, Patrick, 2017. "Trade and Trade Policy Issues in the United Nations’ Millennium Development Goals and the Sustainable Development Goals," ADBI Working Papers 638, Asian Development Bank Institute.
    9. Marco Palomino & Tim Taylor & Ayse Göker & John Isaacs & Sara Warber, 2016. "The Online Dissemination of Nature–Health Concepts: Lessons from Sentiment Analysis of Social Media Relating to “Nature-Deficit Disorder”," IJERPH, MDPI, vol. 13(1), pages 1-23, January.
    10. Pedro Palos-Sanchez & Felix Martin-Velicia & Jose Ramon Saura, 2018. "Complexity in the Acceptance of Sustainable Search Engines on the Internet: An Analysis of Unobserved Heterogeneity with FIMIX-PLS," Complexity, Hindawi, vol. 2018, pages 1-19, October.
    11. Alan Fowler & Kees Biekart, 2017. "Multi‐Stakeholder Initiatives for Sustainable Development Goals: The Importance of Interlocutors," Public Administration & Development, Blackwell Publishing, vol. 37(2), pages 81-93, May.
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