A Twitter Sentiment Analysis on Circular Economy
DOI:
https://doi.org/10.58968/bs.v1i1.292Keywords:
Circular Economy, Text Mining, RAbstract
This research aims to understand the development of public sentiment towards the circular economy. The research adopts a qualitative method with a focus on sentiment analysis using primary data obtained from Twitter. The tweet data is then processed using the VADER Python programming. The results show significant daily fluctuations in the number of tweets discussing the circular economy. The peak tweet activity occurs around the middle of the month, reaching a maximum of 970 tweets. London, England, is noted as the location with the highest tweet activity related to the circular economy, reaching a total of 666 tweets. In terms of sentiment, the majority of tweets exhibit a positive attitude with a percentage of 64.5%. This positive sentiment reflects optimism and support for the concept of the circular economy. The successful implementation of the circular economy paradigm is proven to develop sustainable business and development models, creating hope for a new supportive ecosystem, where economic, environmental, and social sectors are integrated.
References
REFERENCES
Agusni, A. (2023). Circular economy in asean: challenges and opportunities for Indonesian leadership. Standard: Better Standard Better Living, 2(5), 7-10.
Ainin, S., Feizollah, A., Anuar, N. B., & Abdullah, N. A. (2020). Sentiment analyses of multilingual tweets on halal tourism. Tourism Management Perspectives, 34, 100658. https://doi.org/10.1016/j.tmp.2020.100658
Amirova, N.R., Sargina, L.V., & Kondratyeva, Y. (2021). Circular economy: opportunities and barriers. University proceedings. Volga region. Social sciences. https://doi.org/10.21685/2072-3016-2021-3-17
Antonioli, D., Ghisetti, C., Mazzanti, M., & Nicolli, F. (2022). Sustainable production: The economic returns of circular economy practices. Business Strategy and the Environment, 31(5), 2603-2617. https://doi.org/10.2139/ssrn.4038168
Batlles-delaFuente, A., Abad-Segura, E., González-Zamar, M. D., & Cortés-García, F. J. (2022). An evolutionary approach on the framework of circular economy applied to agriculture. Agronomy, 12(3), 620. https://doi.org/10.3390/agronomy12030620
Biswas, S., Ghosh, A., Chakraborty, S., Roy, S., & Bose, R. (2020). Scope of sentiment analysis on news articles regarding stock market and GDP in struggling economic condition. International Journal, 8(7), 3594-3609.
Castellet-Viciano, L., Hernández-Chover, V., & Hernández-Sancho, F. (2022). The benefits of circular economy strategies in urban water facilities. Science of the Total Environment, 844, 157172. https://doi.org/10.1016/j.scitotenv.2022.157172
Consoli, S., Barbaglia, L., & Manzan, S. (2022). Fine-grained, aspect-based sentiment analysis on economic and financial lexicon. Knowledge-Based Systems, 247, 108781. https://doi.org/10.1016/j.knosys.2022.108781
Despoudi, S., Sivarajah, U., Spanaki, K., Charles, V., & Durai, V. K. (2023). Industry 4.0 and circular economy for emerging markets: evidence from small and medium-sized enterprises (SMEs) in the Indian food sector. Annals of Operations Research, 1-39.
Ellen MacArthur Foundation. (2023). The circular economy in detail. Ellen MacArthur Foundation. https://www.ellenmacarthurfoundation.org/the-circular-economy-in-detail-deep-dive
Fasa, A. W. H. (2021). Legal Aspects and Indonesian Government Policies on Circular Economy in order to achieve Sustainable Development Goals. Journal of Rechts Vinding: Media for National Law Development, 10(3), 339-357. https://doi.org/10.1016/j.
Garcés-Ayerbe, C., Rivera-Torres, P., Suárez-Perales, I., & Leyva-de la Hiz, D. I. (2019). Is it possible to change from a linear to a circular economy? An overview of opportunities and barriers for European small and medium-sized enterprise companies. International journal of environmental research and public health, 16(5), 851. https://doi.org/10.3390%2Fijerph16050851
Haidar, A., As-Salafiyah, A., & Herindar, E. (2022). Sentiment Analysis of Digital Sharia Banking. Ekonomi Islam Indonesia, 4(1).
Hasbi, M. Z. N. (2022). Circular Economy and Sustainable Development. In Jejak Pustaka (1st editio, Issue January). Jejak Pustaka. https://manajemen.uisi.ac.id/ekonomi-sirkular/
Holly, F., Kolar, G., Berger, M., Fink, S., Ogonowski, P., & Schlund, S. Challenges on the way to a circular economy from the perspective of the Austrian manufacturing industry. Frontiers in Sustainability, 4, 1243374. https://doi.org/10.3389/frsus.2023.1243374
ING Bank. (2020). Learning from consumers: How shifting demands are shaping companies' circular economy transition. A circular economy survey. https://www.ingwb.com/binaries/content/assets/insights/themes/circular-economy/ing-circular-economy-survey-2020-learning-from-consumers.pdf
Ivanova, V. (2020). Development of Circular Economy: Opportunities and Impediments. Mednarodno inovativno poslovanje= Journal of Innovative Business and Management, 12(1), 9-17. https://doi.org/10.32015/jibm%2F2020-12-1-2
Jayawati, D., Taufik, A., & Taryana, U. (2020). Supply Chain Management in Supporting Circular Economy: A Literature Study Supply Chain Management in Supporting Circular Economy: a Literature Study. Proceedings of the National Seminar on Industrial and Supply Chain Management, 85-94.
Kirchherr, J., Reike, D., & Hekkert, M. (2017). Conceptualizing the circular economy: An analysis of 114 definitions. Resources, conservation and recycling, 127, 221-232. http://dx.doi.org/10.1016/j.resconrec.2017.09.005
Korhonen, J., Honkasalo, A., & Seppälä, J. (2018). Circular economy: the concept and its limitations. Ecological economics, 143, 37-46. https://doi.org/10.1016/j.ecolecon.2017.06.041
Kristianto, A. H., & Nadapdap, J. P. (2021). Dynamics of the Community-Based Circular Economic System of Bengkayang City Causal Loop Diagram Method. Sebatik, 25(1), 59-67. https://doi.org/10.46984/sebatik.v25i1.1279
Krysovatyy, A., Zvarych, R., Zvarych, I., Krysovatyy, I., & Krysovata, K. (2020). Methodological architectonics of inclusive circular economy for eco-security of society under pandemic. Economic Annals-XXI, 183. https://doi.org/10.21003/EA.V184-01
Kucherenko, D., & Martyniuk, O. (2021). The European Green Deal: Challenges for Ukraine in Implementing the Circular Economy Model. Polgári Szemle: Gazdasági És Társadalmi Folyóirat, 17(1-3), 390-398. https://doi.org/10.24307/psz.2021.0728
Kurnia, S., Alamsyahbana, M. I., Chartady, R., Arifin, S. V., & Sesaria, M. I. (2023). Circular Solutions for Decent Work and Economic Growth: Lessons from Sustainable Development Goals (SDG) 8. Academia Open, 8(1), 1-12.
Li, W., & Chen, H. (2014, September). Identifying top sellers in underground economy using deep learning-based sentiment analysis. In 2014 IEEE joint intelligence and security informatics conference (pp. 64-67). IEEE.
Liu, B. (2012). Sentiment Analysis and Mining of Opinions. Morgan & Claypool Publishers, 30(May), 503-523. https://doi.org/10.1007/978-3-319-60435-0_20
Maulida, S. (2022). A Sentiment Analysis on Pesantren Entrepreneurship. The Economic Review of Pesantren, 1(1).
Maulida, S., & Rusydiana, A. S. (2022). Twitter Sentiment Analysis on Credit Card. Maqasid al-Shariah Review, 1(1).
Maysyaroh, S., Salmah, S., & Nadia, T. (2022). Sentiment Analysis of Halal Media and Recreation Trends in The Last 10 Years. Islamic Marketing Review, 1(1).
McGinty, D. B. (2021). 5 Opportunities of a Circular Economy. World Resources Institute. https://www.wri.org/insights/5-opportunities-circular-economy
Mirzaei, S., & Shokouhyar, S. (2023). Applying a thematic analysis in identifying the role of circular economy in sustainable supply chain practices. Environment, Development and Sustainability, 25(5), 4691-4722. https://doi.org/10.1007/s10668-022-02217-6
Niwalkar, A., Indorkar, T., Gupta, A., Anshul, A., Bherwani, H., Biniwale, R., & Kumar, R. (2023). Circular economy based approach for green energy transitions and climate change benefits. Proceedings of the Indian National Science Academy, 89(1), 37-50. https://doi.org/10.1007%2Fs43538-022-00137
Schroeder, P., Anggraeni, K., & Weber, U. (2019). The Relevance of Circular Economy Practices to the Sustainable Development Goals. Journal of Industrial Ecology, 23(1), 77-95. https://doi.org/10.1111/jiec.12732
Stanovskaya, A. (2022). Methodological Features of Assessment of the Level of Development of the Circular Economy of an Enterprise. Vestnik of Polotsk State University. Part D. Economic and legal sciences, (14), 72-80. https://doi.org/10.52928/2070-1632-2021-59-14-72-80
Teekasap, P. (2018, May). National economic benefits of circular economy policy. In 2018 5th International Conference on Business and Industrial Research (ICBIR) (pp. 486-490). IEEE. https://doi.org/10.1109/ICBIR.2018.8391246
van Capelleveen, G., Amrit, C., Zijm, H., Yazan, D. M., & Abdi, A. (2021). Toward building recommender systems for the circular economy: Exploring the perils of the European Waste Catalogue. Journal of environmental management, 277, 111430. https://doi.org/10.1016/j.jenvman.2020.111430
Vargo, C. J., Guo, L., Mccombs, M., & Shaw, D. L. (2014). Network Issue Agendas on Twitter During the 2012 U.S. Presidential Election. Journal of Communication, 64(2), 296-316.













