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Cruz B, Vaitsi A, Domingos S, Possidónio C, Luís S, Portugal E, Loureiro A, Padmanabhan S, Farias AR. Unpacking Online Discourse on Bioplastics: Insights from Reddit Sentiment Analysis. Polymers (Basel) 2025; 17:823. [PMID: 40292723 PMCID: PMC11945022 DOI: 10.3390/polym17060823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2025] [Revised: 03/12/2025] [Accepted: 03/18/2025] [Indexed: 04/30/2025] Open
Abstract
Bioplastics have been presented as a sustainable alternative to products derived from fossil sources. In response, industries have developed innovative products using biopolymers across various sectors, such as food, packaging, biomedical, and construction. However, consumer acceptance remains crucial for their widespread adoption. This study aims to explore public sentiment toward bioplastics, focusing on emotions expressed on Reddit. A dataset of 5041 Reddit comments was collected using keywords associated with bioplastics and the extraction process was facilitated by Python-based libraries like pandas, NLTK, and NumPy. The sentiment analysis was conducted using the NRCLex, a broadly used lexicon. The overall findings suggest that trust, anticipation, and joy were the most dominant emotions in the time frame 2014-2024, indicating that the public emotional response towards bioplastics has been mostly positive. Negative emotions such as fear, sadness, and anger were less prevalent, although an intense response was noted in 2018. Findings also indicate a temporal co-occurrence between significant events related to bioplastics and changes in sentiment among Reddit users. Although the representativeness of the sample is limited, the results of this study support the need to develop real-time monitoring of the public's emotional responses. Thus, it will be possible to design communication campaigns more aligned with public needs.
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Affiliation(s)
- Bernardo Cruz
- Digital Human-Environment Interaction Lab–HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal; (A.V.); (S.D.); (C.P.); (S.L.); (E.P.); (A.L.); (A.R.F.)
| | - Aimilia Vaitsi
- Digital Human-Environment Interaction Lab–HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal; (A.V.); (S.D.); (C.P.); (S.L.); (E.P.); (A.L.); (A.R.F.)
| | - Samuel Domingos
- Digital Human-Environment Interaction Lab–HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal; (A.V.); (S.D.); (C.P.); (S.L.); (E.P.); (A.L.); (A.R.F.)
| | - Catarina Possidónio
- Digital Human-Environment Interaction Lab–HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal; (A.V.); (S.D.); (C.P.); (S.L.); (E.P.); (A.L.); (A.R.F.)
| | - Sílvia Luís
- Digital Human-Environment Interaction Lab–HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal; (A.V.); (S.D.); (C.P.); (S.L.); (E.P.); (A.L.); (A.R.F.)
| | - Eliana Portugal
- Digital Human-Environment Interaction Lab–HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal; (A.V.); (S.D.); (C.P.); (S.L.); (E.P.); (A.L.); (A.R.F.)
| | - Ana Loureiro
- Digital Human-Environment Interaction Lab–HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal; (A.V.); (S.D.); (C.P.); (S.L.); (E.P.); (A.L.); (A.R.F.)
| | - Sibu Padmanabhan
- School of Chemistry, Trinity College Dublin, D02 Dublin, Ireland;
- Advanced Materials and BioEngineering Research (AMBER) Centre, Trinity College Dublin, D02 Dublin, Ireland
| | - Ana Rita Farias
- Digital Human-Environment Interaction Lab–HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal; (A.V.); (S.D.); (C.P.); (S.L.); (E.P.); (A.L.); (A.R.F.)
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Neef NE, Fußwinkel S, Roos C, Frank L, Shihepo K, Richter I. Optimistic narrative future visions: a communication tool for promoting sustainable (plastic) behavior. Front Psychol 2023; 14:1252895. [PMID: 37790233 PMCID: PMC10543889 DOI: 10.3389/fpsyg.2023.1252895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Accepted: 09/04/2023] [Indexed: 10/05/2023] Open
Abstract
Plastic pollution is a pressing global issue, necessitating a focus on consumer behavior to curb this problem at its source. To effectively promote sustainable practices, communication strategies that employ future visions have gained attention. This study examines the effects of a narrative video intervention depicting an optimistic future vision concerning single-use plastic bag consumption in South Africa, compared to a representation of the prevailing status quo. Using a preregistered within-subject design, we assess the psychological and emotional responses to two scenarios of which one is illustrating adaptive behaviors toward reduced plastic bag usage, and the other showcasing current consumption patterns. Parametric analyses revealed a shift in emotional states, characterized by a greater experience of positive emotions and a reduced experience of negative emotions following the exposure to the optimistic future scenario video, as compared to the status quo video. Moreover, engagement with the optimistic future scenario was associated with higher levels of perceived behavioral control and behavioral intentions. No significant changes were found regarding sense of responsibility. These findings point to the potential of optimistic future visions to influence individuals at psychological and emotional levels. This renders optimistic future vision communication as an effective tool for sustainable behavior change, particularly in relation to the sustainable use of plastic shopping bags.
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Affiliation(s)
- Nicolas E. Neef
- Department of Sustainable Development and Change, Institute of Education, Work, and Society, University of Hohenheim, Stuttgart, Germany
| | - Selina Fußwinkel
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Claudine Roos
- School for Geo- and Spatial Sciences, North-West University, Potchefstroom, South Africa
- Unit for Environmental Sciences and Management, North-West University, Potchefstroom, South Africa
| | - Lilli Frank
- Department of Sustainable Development and Change, Institute of Education, Work, and Society, University of Hohenheim, Stuttgart, Germany
| | - Kapandu Shihepo
- School for Geo- and Spatial Sciences, North-West University, Potchefstroom, South Africa
| | - Isabell Richter
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Norway
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Richter I, Roberts BR, Sailley SF, Sullivan E, Cheung VV, Eales J, Fortnam M, Jontila JB, Maharja C, Nguyen TH, Pahl S, Praptiwi RA, Sugardjito J, Sumeldan JDC, Syazwan WM, Then AY, Austen MC. Building bridges between natural and social science disciplines: a standardized methodology to combine data on ecosystem quality trends. Philos Trans R Soc Lond B Biol Sci 2022; 377:20210487. [PMID: 35574850 PMCID: PMC9108946 DOI: 10.1098/rstb.2021.0487] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Accepted: 03/18/2022] [Indexed: 12/14/2022] Open
Abstract
Despite a growing interest in interdisciplinary research, systematic ways of how to integrate data from different disciplines are still scarce. We argue that successful resource management relies on two key data sources: natural science data, which represents ecosystem structure and processes, and social science data, which describes people's perceptions and understanding. Both are vital, mutually complementing information sources that can underpin the development of feasible and effective policies and management interventions. To harvest the added value of combined knowledge, a uniform scaling system is needed. In this paper, we propose a standardized methodology to connect and explore different types of quantitative data from the natural and social sciences reflecting temporal trends in ecosystem quality. We demonstrate this methodology with different types of data such as fisheries stocks and mangrove cover on the one hand and community's perceptions on the other. The example data are collected from three United Nations Educational Scientific and Cultural Organization (UNESCO) Biosphere reserves and one marine park in Southeast Asia. To easily identify patterns of convergence or divergence among the datasets, we propose heat maps using colour codes and icons for language- and education-independent understandability. Finally, we discuss the limitations as well as potential implications for resource management and the accompanying communication strategies. This article is part of the theme issue 'Nurturing resilient marine ecosystems'.
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Affiliation(s)
- I. Richter
- School of Psychology, University of Plymouth, Plymouth, Devon, UK
- Department of Psychology, Norwegian University of Science and Technology, Trondheim, Trøndelag, Norway
| | - B. R. Roberts
- European Centre for Environment and Human Health, University of Exeter, Exeter, Devon, UK
| | | | - E. Sullivan
- Plymouth Marine Laboratory, Plymouth, Devon, UK
| | - V. V. Cheung
- School of Biological and Marine Sciences, University of Plymouth, Plymouth, Devon, UK
| | - J. Eales
- European Centre for Environment and Human Health, University of Exeter, Exeter, Devon, UK
| | - M. Fortnam
- Department of Geography, University of Exeter, Exeter, Devon, UK
| | - J. B. Jontila
- College of Fisheries and Aquatic Sciences, Western Philippines University, Puerto Princesa, Palawan, the Philippines
| | - C. Maharja
- Centre for Sustainable Energy and Resources Management, Universitas Nasional, Jakarta, Indonesia
| | - T. Ha. Nguyen
- Faculty of Social Work, Hanoi National University of Education, Hanoi, Vietnam
| | - S. Pahl
- School of Psychology, University of Plymouth, Plymouth, Devon, UK
- Urban and Environmental Psychology Group, University of Vienna, 1010 Vienna, Austria
| | - R. A. Praptiwi
- Centre for Sustainable Energy and Resources Management, Universitas Nasional, Jakarta, Indonesia
- Department of Biotechnology, Universitas Esa Unggul, Jakarta, Indonesia
| | - J. Sugardjito
- Centre for Sustainable Energy and Resources Management, Universitas Nasional, Jakarta, Indonesia
| | - J. D. C. Sumeldan
- College of Fisheries and Aquatic Sciences, Western Philippines University, Puerto Princesa, Palawan, the Philippines
| | - W. M. Syazwan
- Department of Urban and Regional Planning, Faculty of Built Environment, Universitas Esa Unggul, Jakarta, Indonesia
- Department of Biology, Faculty of Science, Universiti Putra Malaysia, Kuala Lumpur, Malaysia
| | - A. Y. Then
- Institute of Biological Sciences, Faculty of Science, Universiti Malaya, Kuala Lumpur, Malaysia
| | - M. C. Austen
- School of Biological and Marine Sciences, University of Plymouth, Plymouth, Devon, UK
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