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Unlocking the circular economy through new business models based on large-scale data: An integrative framework and research agenda

Citations

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Cited by:

  1. Fabio A. Madau & Brunella Arru & Roberto Furesi & Pietro Pulina, 2020. "Insect Farming for Feed and Food Production from a Circular Business Model Perspective," Sustainability, MDPI, vol. 12(13), pages 1-15, July.
  2. Bag, Surajit & Pretorius, Jan Ham Christiaan & Gupta, Shivam & Dwivedi, Yogesh K., 2021. "Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular economy capabilities," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
  3. Chiarello, Filippo & Fantoni, Gualtiero & Hogarth, Terence & Giordano, Vito & Baltina, Liga & Spada, Irene, 2021. "Towards ESCO 4.0 – Is the European classification of skills in line with Industry 4.0? A text mining approach," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
  4. An Duong Thi Binh & Mohammadreza Akbari & Huong Le Thi Cam & Lam Nguyen Canh & Huy Truong Quang, 2024. "Forging Pathways to Circular Economy Excellence: Integrating Industry 4.0 with Quality Management," Sustainability, MDPI, vol. 16(7), pages 1-26, April.
  5. Ávila-Robinson, Alfonso & Islam, Nazrul & Sengoku, Shintaro, 2022. "Exploring the knowledge base of innovation research: Towards an emerging innovation model," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
  6. Miranda, Bruno Varella & Monteiro, Guilherme Fowler A. & Rodrigues, Vinicius Picanço, 2021. "Circular agri-food systems: A governance perspective for the analysis of sustainable agri-food value chains," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
  7. Shamim, Saqib & Zeng, Jing & Shafi Choksy, Umair & Shariq, Syed Muhammad, 2020. "Connecting big data management capabilities with employee ambidexterity in Chinese multinational enterprises through the mediation of big data value creation at the employee level," International Business Review, Elsevier, vol. 29(6).
  8. Konstantinos Demestichas & Emmanouil Daskalakis, 2020. "Information and Communication Technology Solutions for the Circular Economy," Sustainability, MDPI, vol. 12(18), pages 1-19, September.
  9. Xuan, Li, 2022. "Big data-driven fuzzy large-scale group decision making (LSGDM) in circular economy environment," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
  10. Jinghua Liu & Muhammad Umer Quddoos & Muhammad Hanif Akhtar & Muhammad Sajid Amin & Muhammad Tariq & Arij Lamar, 2022. "Digital technologies and circular economy in supply chain management: in the era of COVID-19 pandemic," Operations Management Research, Springer, vol. 15(1), pages 326-341, June.
  11. Kamble, Sachin S. & Belhadi, Amine & Gunasekaran, Angappa & Ganapathy, L. & Verma, Surabhi, 2021. "A large multi-group decision-making technique for prioritizing the big data-driven circular economy practices in the automobile component manufacturing industry," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
  12. Alkaraan, Fadi & Elmarzouky, Mahmoud & Hussainey, Khaled & Venkatesh, V.G., 2023. "Sustainable strategic investment decision-making practices in UK companies: The influence of governance mechanisms on synergy between industry 4.0 and circular economy," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
  13. Núñez-Merino, Miguel & Maqueira-Marín, Juan Manuel & Moyano-Fuentes, José & Castaño-Moraga, Carlos Alberto, 2022. "Industry 4.0 and supply chain. A Systematic Science Mapping analysis," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
  14. Cui, Yongfeng & Liu, Wei & Rani, Pratibha & Alrasheedi, Melfi, 2021. "Internet of Things (IoT) adoption barriers for the circular economy using Pythagorean fuzzy SWARA-CoCoSo decision-making approach in the manufacturing sector," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
  15. Moacir Godinho Filho & Luiza Monteiro & Renata de Oliveira Mota & Jessica dos Santos Leite Gonella & Lucila Maria de Souza Campos, 2022. "The Relationship between Circular Economy, Industry 4.0 and Supply Chain Performance: A Combined ISM/Fuzzy MICMAC Approach," Sustainability, MDPI, vol. 14(5), pages 1-21, February.
  16. Modgil, Sachin & Gupta, Shivam & Sivarajah, Uthayasankar & Bhushan, Bharat, 2021. "Big data-enabled large-scale group decision making for circular economy: An emerging market context," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
  17. Provin, Ana Paula & Dutra, Ana Regina de Aguiar & de Sousa e Silva Gouveia, Isabel Cristina Aguiar & Cubas, e Anelise Leal Vieira, 2021. "Circular economy for fashion industry: Use of waste from the food industry for the production of biotextiles," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
  18. Yu, Vincent F. & Aloina, Grace & Eccarius, Timo, 2023. "Adoption intentions of home-refill delivery service for fast-moving consumer goods," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 171(C).
  19. Luthra, Sunil & Kumar, Anil & Sharma, Manu & Arturo Garza-Reyes, Jose & Kumar, Vikas, 2022. "An analysis of operational behavioural factors and circular economy practices in SMEs: An emerging economy perspective," Journal of Business Research, Elsevier, vol. 141(C), pages 321-336.
  20. Oliva, Fábio Lotti & Teberga, Pedro Marins Freire & Testi, Lucas Israel Oliveira & Kotabe, Masaaki & Giudice, Manlio Del & Kelle, Peter & Cunha, Miguel Pina, 2022. "Risks and critical success factors in the internationalization of born global startups of industry 4.0: A social, environmental, economic, and institutional analysis," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
  21. Ewa Stawiarska & Danuta Szwajca & Mirosław Matusek & Radosław Wolniak, 2021. "Diagnosis of the Maturity Level of Implementing Industry 4.0 Solutions in Selected Functional Areas of Management of Automotive Companies in Poland," Sustainability, MDPI, vol. 13(9), pages 1-38, April.
  22. Kajikawa, Yuya & Mejia, Cristian & Wu, Mengjia & Zhang, Yi, 2022. "Academic landscape of Technological Forecasting and Social Change through citation network and topic analyses," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
  23. Namho Cho & Mounir El Asmar & Mohammad Aldaaja, 2022. "An Analysis of the Impact of the Circular Economy Application on Construction and Demolition Waste in the United States of America," Sustainability, MDPI, vol. 14(16), pages 1-21, August.
  24. Jessica Rossi & Augusto Bianchini & Patricia Guarnieri, 2020. "Circular Economy Model Enhanced by Intelligent Assets from Industry 4.0: The Proposition of an Innovative Tool to Analyze Case Studies," Sustainability, MDPI, vol. 12(17), pages 1-22, September.
  25. Hermann, Roberto Rivas & Pansera, Mario & Nogueira, Leticia Antunes & Monteiro, Marko, 2022. "Socio-technical imaginaries of a circular economy in governmental discourse and among science, technology, and innovation actors: A Norwegian case study," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
  26. Huynh Evertsen, Phuc & Rasmussen, Einar & Nenadic, Oleg, 2022. "Commercializing circular economy innovations: A taxonomy of academic spin-offs," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
  27. Mushahid Ali Shamsi & Imran Anwar & Asiya Chaudhary & Samreen Akhtar & Alam Ahmad, 2023. "Sustainable Transition through Circular Textile Products: An Empirical Study of Consumers’ Acceptance in India," Sustainability, MDPI, vol. 15(18), pages 1-20, September.
  28. Rizzati, Massimiliano & Landoni, Matteo, 2024. "A systematic review of agent-based modelling in the circular economy: Insights towards a general model," Structural Change and Economic Dynamics, Elsevier, vol. 69(C), pages 617-631.
  29. Tang, Ming & Liao, Huchang, 2021. "Multi-attribute large-scale group decision making with data mining and subgroup leaders: An application to the development of the circular economy," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
  30. Barbara Bigliardi & Serena Filippelli, 2021. "Investigating Circular Business Model Innovation through Keywords Analysis," Sustainability, MDPI, vol. 13(9), pages 1-23, April.
  31. Stekelorum, Rebecca & Laguir, Issam & Lai, Kee-hung & Gupta, Shivam & Kumar, Ajay, 2021. "Responsible governance mechanisms and the role of suppliers’ ambidexterity and big data predictive analytics capabilities in circular economy practices improvements," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 155(C).
  32. Osei, Vivian & Bai, Chunguang & Asante-Darko, Disraeli & Quayson, Matthew, 2023. "Evaluating the barriers and drivers of adopting circular economy for improving sustainability in the mining industry," Resources Policy, Elsevier, vol. 86(PB).
  33. Raj, Keerthan & Aithal, Sreeramana, 2020. "A New Concept of Circular Model of Management for Achieving Sustainable Success and Growth," MPRA Paper 101749, University Library of Munich, Germany.
  34. Benzidia, Smail & Makaoui, Naouel & Bentahar, Omar, 2021. "The impact of big data analytics and artificial intelligence on green supply chain process integration and hospital environmental performance," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
  35. Wishal Naveed & Majsa Ammouriova & Noman Naveed & Angel A. Juan, 2022. "Circular Economy and Information Technologies: Identifying and Ranking the Factors of Successful Practices," Sustainability, MDPI, vol. 14(23), pages 1-18, November.
  36. Muhammad Noman Shafique & Umar Adeel & Ammar Rashid, 2024. "The Synergy Between Industry 5.0 and Circular Economy for Sustainable Performance in the Chinese Manufacturing Industry," Sustainability, MDPI, vol. 16(22), pages 1-17, November.
  37. Chauhan, Chetna & Parida, Vinit & Dhir, Amandeep, 2022. "Linking circular economy and digitalisation technologies: A systematic literature review of past achievements and future promises," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
  38. Bocken, Nancy & Konietzko, Jan, 2022. "Circular business model innovation in consumer-facing corporations," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
  39. Rodrigues Dias, Veruska Mazza & Jugend, Daniel & de Camargo Fiorini, Paula & Razzino, Carlos do Amaral & Paula Pinheiro, Marco Antonio, 2022. "Possibilities for applying the circular economy in the aerospace industry: Practices, opportunities and challenges," Journal of Air Transport Management, Elsevier, vol. 102(C).
  40. Mohammadreza Akbari & John L. Hopkins, 2022. "Digital technologies as enablers of supply chain sustainability in an emerging economy," Operations Management Research, Springer, vol. 15(3), pages 689-710, December.
  41. de Souza, Michele & Pereira, Giancarlo Medeiros & Lopes de Sousa Jabbour, Ana Beatriz & Chiappetta Jabbour, Charbel Jose & Trento, Luiz Reni & Borchardt, Miriam & Zvirtes, Leandro, 2021. "A digitally enabled circular economy for mitigating food waste: Understanding innovative marketing strategies in the context of an emerging economy," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
  42. Chatterjee, Sheshadri & Rana, Nripendra P. & Dwivedi, Yogesh K. & Baabdullah, Abdullah M., 2021. "Understanding AI adoption in manufacturing and production firms using an integrated TAM-TOE model," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
  43. Choi, Tsan-Ming & Chen, Yue, 2021. "Circular supply chain management with large scale group decision making in the big data era: The macro-micro model," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
  44. Biman Darshana Hettiarachchi & Stefan Seuring & Marcus Brandenburg, 2022. "Industry 4.0-driven operations and supply chains for the circular economy: a bibliometric analysis," Operations Management Research, Springer, vol. 15(3), pages 858-878, December.
  45. Anja Eisenreich & Johann Füller & Martin Stuchtey, 2021. "Open Circular Innovation: How Companies Can Develop Circular Innovations in Collaboration with Stakeholders," Sustainability, MDPI, vol. 13(23), pages 1-23, December.
  46. Zhen Liu & Jing Liu & Mohamed Osmani, 2021. "Integration of Digital Economy and Circular Economy: Current Status and Future Directions," Sustainability, MDPI, vol. 13(13), pages 1-27, June.
  47. Usama Awan & Robert Sroufe & Karoly Bozan, 2022. "Designing Value Chains for Industry 4.0 and a Circular Economy: A Review of the Literature," Sustainability, MDPI, vol. 14(12), pages 1-20, June.
  48. Rosangela de Fátima Pereira Marquesone & Tereza Cristina Melo de Brito Carvalho, 2022. "Examining the Nexus between the Vs of Big Data and the Sustainable Challenges in the Textile Industry," Sustainability, MDPI, vol. 14(8), pages 1-17, April.
  49. Juliana Araújo Pereira & Flávio José Simioni & Juliana Ferreira Soares & Jeane de Almeida do Rosário & Eduardo Bertol & Fabio Murilo Padilha Souza & Luiz Moreira Coelho Junior, 2024. "Circular Economy Practices in Biomass-Fired Power Plants in Brazil: An Assessment Using the ReSOLVE Framework," Sustainability, MDPI, vol. 16(21), pages 1-19, October.
  50. Poshan Yu & Haoran Xu & Jianing Chen, 2024. "Can ESG Integration Enhance the Stability of Disruptive Technology Stock Investments? Evidence from Copula-Based Approaches," JRFM, MDPI, vol. 17(5), pages 1-29, May.
  51. Adam Jabłoński & Marek Jabłoński, 2020. "Business Models in Water Supply Companies—Key Implications of Trust," IJERPH, MDPI, vol. 17(8), pages 1-27, April.
  52. Doroteja Vidmar & Marjeta Marolt & Andreja Pucihar, 2021. "Information Technology for Business Sustainability: A Literature Review with Automated Content Analysis," Sustainability, MDPI, vol. 13(3), pages 1-24, January.
  53. Srivastava, Deepak Kumar & Kumar, Vikas & Ekren, Banu Yetkin & Upadhyay, Arvind & Tyagi, Mrinal & Kumari, Archana, 2022. "Adopting Industry 4.0 by leveraging organisational factors," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
  54. Broccardo, Laura & Zicari, Adrián & Jabeen, Fauzia & Bhatti, Zeeshan A., 2023. "How digitalization supports a sustainable business model: A literature review," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
  55. Animesh Ghosh & Prabha Bhola & Uthayasankar Sivarajah, 2022. "Emerging Associates of the Circular Economy: Analysing Interactions and Trends by a Mixed Methods Systematic Review," Sustainability, MDPI, vol. 14(16), pages 1-41, August.
  56. Gregory C. Unruh, 2023. "From Geomimetic to Biomimetic Manufacturing: Digitally Transforming Industry for Sustainability," Sustainability, MDPI, vol. 15(5), pages 1-11, March.
  57. Jan Konietzko & Nancy Bocken & Erik Jan Hultink, 2020. "A Tool to Analyze, Ideate and Develop Circular Innovation Ecosystems," Sustainability, MDPI, vol. 12(1), pages 1-39, January.
  58. Popkova, Elena G. & Bogoviz, Aleksei V. & Lobova, Svetlana V. & DeLo, Piper & Alekseev, Alexander N. & Sergi, Bruno S., 2023. "Environmentally sustainable policies in the petroleum sector through the lens of industry 4.0. Russians Lukoil and Gazprom: The COVID-19 crisis of 2020 vs sanctions crisis of 2022," Resources Policy, Elsevier, vol. 84(C).
  59. Dragan, George Bogdan & Arfi, Wissal Ben & Tiberius, Victor & Ammari, Aymen & Ferasso, Marcos, 2024. "Acceptance of circular entrepreneurship: Employees’ perceptions on organizations’ transition to the circular economy," Journal of Business Research, Elsevier, vol. 173(C).
  60. Kristoffersen, Eivind & Blomsma, Fenna & Mikalef, Patrick & Li, Jingyue, 2020. "The smart circular economy: A digital-enabled circular strategies framework for manufacturing companies," Journal of Business Research, Elsevier, vol. 120(C), pages 241-261.
  61. Tortorella, Guilherme Luz & Fogliatto, Flavio S. & Cauchick-Miguel, Paulo A. & Kurnia, Sherah & Jurburg, Daniel, 2021. "Integration of Industry 4.0 technologies into Total Productive Maintenance practices," International Journal of Production Economics, Elsevier, vol. 240(C).
  62. Sehrish Atif & Shehzad Ahmed & Muhammad Wasim & Bassam Zeb & Zeeshan Pervez & Lorraine Quinn, 2021. "Towards a Conceptual Development of Industry 4.0, Servitisation, and Circular Economy: A Systematic Literature Review," Sustainability, MDPI, vol. 13(11), pages 1-27, June.
  63. Mohammad Zaher Akkad & Juraj Šebo & Tamás Bányai, 2022. "Investigation of the Industry 4.0 Technologies Adoption Effect on Circular Economy," Sustainability, MDPI, vol. 14(19), pages 1-20, October.
  64. Augusto Bianchini & Jessica Rossi & Marco Pellegrini, 2019. "Overcoming the Main Barriers of Circular Economy Implementation through a New Visualization Tool for Circular Business Models," Sustainability, MDPI, vol. 11(23), pages 1-33, November.
  65. Xuanlong Qin & Danish Iqbal Godil & Salman Sarwat & Zhang Yu & Syed Abdul Rehman Khan & Sobia Shujaat, 2022. "Green practices in food supply chains: evidence from emerging economies," Operations Management Research, Springer, vol. 15(1), pages 62-75, June.
  66. Kristoffersen, Eivind & Mikalef, Patrick & Blomsma, Fenna & Li, Jingyue, 2021. "The effects of business analytics capability on circular economy implementation, resource orchestration capability, and firm performance," International Journal of Production Economics, Elsevier, vol. 239(C).
  67. Alkaraan, Fadi & Albitar, Khaldoon & Hussainey, Khaled & Venkatesh, VG, 2022. "Corporate transformation toward Industry 4.0 and financial performance: The influence of environmental, social, and governance (ESG)," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
  68. Calabrese, Armando & Costa, Roberta & Tiburzi, Luigi & Brem, Alexander, 2023. "Merging two revolutions: A human-artificial intelligence method to study how sustainability and Industry 4.0 are intertwined," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
  69. Chiappetta Jabbour, Charbel Jose & De Camargo Fiorini, Paula & Wong, Christina W.Y. & Jugend, Daniel & Lopes De Sousa Jabbour, Ana Beatriz & Roman Pais Seles, Bruno Michel & Paula Pinheiro, Marco Anto, 2020. "First-mover firms in the transition towards the sharing economy in metallic natural resource-intensive industries: Implications for the circular economy and emerging industry 4.0 technologies," Resources Policy, Elsevier, vol. 66(C).
  70. Patwa, Nitin & Sivarajah, Uthayasankar & Seetharaman, Arumugam & Sarkar, Sabyasachi & Maiti, Kausik & Hingorani, Kunal, 2021. "Towards a circular economy: An emerging economies context," Journal of Business Research, Elsevier, vol. 122(C), pages 725-735.
  71. Acciarini, Chiara & Cappa, Francesco & Boccardelli, Paolo & Oriani, Raffaele, 2023. "How can organizations leverage big data to innovate their business models? A systematic literature review," Technovation, Elsevier, vol. 123(C).
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