Knowledge Agora



Similar Articles

Title Circular economy conceptualization using text mining analysis
ID_Doc 1271
Authors Alizadeh, M; Kashef, A; Wang, Y; Wang, J; Kremer, GEO; Ma, JF
Title Circular economy conceptualization using text mining analysis
Year 2023
Published
Abstract Circular economy (CE) concept has received tremendous attention from both academia and industries. Every individual working in this field attempts to propose a definition to describe the key characteristics of CE, thus resulting in confusion about the global definition. This paper aims to provide a cumulative understanding of CE. For this purpose, a dataset of 172 definitions proposed from 2005 to date was gathered. This dataset was analyzed using text mining approach, typically topic modeling with Latent Dirichlet Allocation (LDA). The analysis resulted in 12 topics each containing 10 keywords that were prevalently used by scholars working in the CE field. The results were then interpreted in four categories created for the first time in this study. These categories include activities, strategies, aims and business models. Finally, a brand-new and comprehensive definition was proposed to summarize the findings. The proposed definition has extended the 4R framework (reduce, reuse, recover and recycling) by including a relevant design approach and incorporated environmental quality and social harmony considerations. Furthermore, this definition also highlighted the impacts of CE on the future generation. The proposed CE description is able to supply the CE community with a more comprehensive and deep understanding which could serve as a conceptual foundation for future work and implementation.(c) 2022 Institution of Chemical Engineers. Published by Elsevier Ltd. All rights reserved.
PDF https://doi.org/10.1016/j.spc.2022.12.016

Similar Articles

ID Score Article
3109 Mishra, MK; Sharma, C; Sharma, S; Kumar, S; Srivastav, AL Exploring Antecedents, Consequences, Research Constituents and Future Directions of Circular Economy: A Predictive Analysis in the Preview of Text Mining(2024)
4378 Mahanty, S; Boons, F; Handl, J; Batista-Navarro, R An investigation of academic perspectives on the 'circular economy' using text mining and a Delphi study(2021)
4681 Agrawal, R; Wankhede, VA; Kumar, A; Luthra, S; Majumdar, A; Kazancoglu, Y An Exploratory State-of-the-Art Review of Artificial Intelligence Applications in Circular Economy using Structural Topic Modeling(2022)Operations Management Research, 15, 3-4
1483 Mahanty, S; Boons, F; Handl, J; Batista-Navarro, R Studying the Evolution of the 'Circular Economy' Concept Using Topic Modelling(2019)
4848 Chi, ZY; Liu, Z; Wang, FH; Osmani, M Driving Circular Economy through Digital Technologies: Current Research Status and Future Directions(2023)Sustainability, 15, 24
2701 Alcalde-Calonge, A; Saez-Martinez, FJ; Ruiz-Palomino, P Evolution of research on circular economy and related trends and topics. A thirteen-year review(2022)
381 Cisma, T; Agache, A; Ivascu, L; Coroian, A Bibliometric Insights into Circular Economy Strategy: Mapping Key Research Streams(2024)Proceedings Of The International Conference On Business Excellence, 18, 1
2711 Goyal, S; Chauhan, S; Mishra, P Circular economy research: A bibliometric analysis (2000-2019) and future research insights(2021)
27851 Alonso-Muñoz, S; González-Sánchez, R; Medina-Salgado, MS; García-Muiña, FE Technology development as a tool towards circularity: a research agenda(2022)
2570 Kurita, AE; Espuny, M; Campos, TLR; Kazancoglu, Y; Kandsamy, J; de Oliveira, OJ Drivers for circular economy development: making businesses more environmentally friendly(2023)Environmental Science And Pollution Research, 30, 33
Scroll