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Recycling through technology diffusion for circular economy in Europe: A decomposed assessment

Author

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  • Islam, Md. Monirul
  • Mahmudul Alam, Md.
  • Sohag, Kazi

Abstract

Data management in the recycling business through technology diffusion is crucial for the success of the circular economy. This study analyzes the role of the Internet of Things and industrial patents in circular economy trade, including recyclable material exports and employment in the recycling industry in Europe from 2000 to 2021. The research employs the quantiles-via-moments approach and finds a consistent positive influence of the Internet of Things on recyclable material exports and employment in the recycling sector across all quantiles. Additionally, industrial patents positively affect recyclable material exports in all quantiles and employment levels at higher and extreme quantiles. Regulatory quality positively impacts employment in the Europe's recycling sector. Importantly, the empirical evidence from the quantiles-via-moments method aligns with the Driscoll-Kraay standard errors procedure. However, this research advocates for implementing effective regulatory measures to enhance recyclable material trade and advance the circular economy.

Suggested Citation

  • Islam, Md. Monirul & Mahmudul Alam, Md. & Sohag, Kazi, 2025. "Recycling through technology diffusion for circular economy in Europe: A decomposed assessment," Technological Forecasting and Social Change, Elsevier, vol. 214(C).
  • Handle: RePEc:eee:tefoso:v:214:y:2025:i:c:s0040162525000836
    DOI: 10.1016/j.techfore.2025.124052
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Sean Holly & Ivan Petrella, 2012. "Factor Demand Linkages, Technology Shocks, and the Business Cycle," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 948-963, November.
    3. David Autor & Anna Salomons, 2018. "Is Automation Labor-Displacing? Productivity Growth, Employment, and the Labor Share," NBER Working Papers 24871, National Bureau of Economic Research, Inc.
    4. Francesco Lissoni, 2012. "Academic patenting in Europe: an overview of recent research and new perspectives," Post-Print hal-00779435, HAL.
    5. Bettina Bahn-Walkowiak & Raimund Bleischwitz & Martin Distelkamp & Mark Meyer, 2012. "Taxing construction minerals: a contribution to a resource-efficient Europe," Mineral Economics, Springer;Raw Materials Group (RMG);Luleå University of Technology, vol. 25(1), pages 29-43, July.
    6. Sajjad Shokouhyar & Neda Pahlevani & Farhang Mir Mohammad Sadeghi, 2019. "Scenario analysis of smart, sustainable supply chain on the basis of a fuzzy cognitive map," Management Research Review, Emerald Group Publishing Limited, vol. 43(4), pages 463-496, October.
    7. Horbach, Jens & Rammer, Christian & Rennings, Klaus, 2012. "Determinants of eco-innovations by type of environmental impact — The role of regulatory push/pull, technology push and market pull," Ecological Economics, Elsevier, vol. 78(C), pages 112-122.
    8. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    9. Victor Chernozhukov & Iv·n Fern·ndez-Val & Alfred Galichon, 2010. "Quantile and Probability Curves Without Crossing," Econometrica, Econometric Society, vol. 78(3), pages 1093-1125, May.
    10. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    11. Young-woo Kim & Tai-Woo Chang & Jinwoo Park, 2017. "Gen2 RFID-Based System Framework for Resource Circulation in Closed-Loop Supply Chains," Sustainability, MDPI, vol. 9(11), pages 1-17, October.
    12. Gulzhazira Ilyassova & Aigul Nukusheva & Leila Arenova & Guldana Karzhassova & Marzhangul Akimzhanova, 2021. "RETRACTED ARTICLE: Prospects of legal regulation in the field of electronic waste management in the context of a circular economy," International Environmental Agreements: Politics, Law and Economics, Springer, vol. 21(3), pages 367-388, September.
    13. Dehghanian, Farzad & Mansour, Saeed, 2009. "Designing sustainable recovery network of end-of-life products using genetic algorithm," Resources, Conservation & Recycling, Elsevier, vol. 53(10), pages 559-570.
    14. Millo, Giovanni, 2014. "Maximum likelihood estimation of spatially and serially correlated panels with random effects," Computational Statistics & Data Analysis, Elsevier, vol. 71(C), pages 914-933.
    15. Bassett, Gilbert W. & Koenker, Roger W., 1986. "Strong Consistency of Regression Quantiles and Related Empirical Processes," Econometric Theory, Cambridge University Press, vol. 2(2), pages 191-201, August.
    16. repec:hal:wpspec:info:hdl:2441/5rkqqmvrn4tl22s9mc4b6ga2g is not listed on IDEAS
    17. Simone Sehnem & Adriane A. Farias S. L. de Queiroz & Susana Carla Farias Pereira & Gabriel dos Santos Correia & Edson Kuzma, 2022. "Circular economy and innovation: A look from the perspective of organizational capabilities," Business Strategy and the Environment, Wiley Blackwell, vol. 31(1), pages 236-250, January.
    18. Giovanni Marin & Francesca Lotti, 2017. "Productivity effects of eco-innovations using data on eco-patents," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 26(1), pages 125-148.
    19. repec:spo:wpmain:info:hdl:2441/5rkqqmvrn4tl22s9mc4b6ga2g is not listed on IDEAS
    20. 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).
    21. D'Adamo, Idiano & Gastaldi, Massimo & Rosa, Paolo, 2020. "Recycling of end-of-life vehicles: Assessing trends and performances in Europe," Technological Forecasting and Social Change, Elsevier, vol. 152(C).
    22. Joshi, Jignesh M. & Dalei, Narendra N. & Mehta, Pratik, 2021. "Estimation of gross refining margin of Indian petroleum refineries using Driscoll-Kraay standard error estimator," Energy Policy, Elsevier, vol. 150(C).
    23. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    24. Alessandra Neri & Marta Negri & Enrico Cagno & Simone Franzò & Vikas Kumar & Tommaso Lampertico & Carlo Andrea Bassani, 2023. "The role of digital technologies in supporting the implementation of circular economy practices by industrial small and medium enterprises," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4693-4718, November.
    25. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    26. Ferreira, João J.M. & Fernandes, Cristina I. & Ferreira, Fernando A.F., 2020. "Technology transfer, climate change mitigation, and environmental patent impact on sustainability and economic growth: A comparison of European countries," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    27. repec:hal:spmain:info:hdl:2441/5rkqqmvrn4tl22s9mc4b6ga2g is not listed on IDEAS
    28. Sajjad Shokouhyar & Neda Pahlevani & Farhang Mir Mohammad Sadeghi, 2019. "Scenario analysis of smart, sustainable supply chain on the basis of a fuzzy cognitive map," Management Research Review, Emerald Group Publishing Limited, vol. 43(4), pages 463-496, October.
    29. Costantini, Valeria & Crespi, Francesco & Paglialunga, Elena, 2018. "The employment impact of private and public actions for energy efficiency: Evidence from European industries," Energy Policy, Elsevier, vol. 119(C), pages 250-267.
    30. Alessandro Fontana & Andrea Barni & Deborah Leone & Maurizio Spirito & Agata Tringale & Matteo Ferraris & Joao Reis & Gil Goncalves, 2021. "Circular Economy Strategies for Equipment Lifetime Extension: A Systematic Review," Sustainability, MDPI, vol. 13(3), pages 1-28, January.
    31. Bongers, Anelí & Casas, Pablo, 2022. "The circular economy and the optimal recycling rate: A macroeconomic approach," Ecological Economics, Elsevier, vol. 199(C).
    32. repec:osf:socarx:7gw8c_v1 is not listed on IDEAS
    33. Kirchherr, Julian & Piscicelli, Laura & Bour, Ruben & Kostense-Smit, Erica & Muller, Jennifer & Huibrechtse-Truijens, Anne & Hekkert, Marko, 2018. "Barriers to the Circular Economy: Evidence From the European Union (EU)," Ecological Economics, Elsevier, vol. 150(C), pages 264-272.
    34. Massimiliano Agovino & Maria Ferrara & Katia Marchesano & Antonio Garofalo, 2020. "The separate collection of recyclable waste materials as a flywheel for the circular economy: the role of institutional quality and socio-economic factors," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 37(2), pages 659-681, July.
    35. Yue Cui & Yunmeng Cao & Yijun Ji & I‐Shin Chang & Jing Wu, 2022. "Determinant factors and business strategy in a sustainable business model: An explorative analysis for the promotion of solid waste recycling technologies," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2533-2545, July.
    36. Gulzhazira Ilyassova & Aigul Nukusheva & Leila Arenova & Guldana Karzhassova & Marzhangul Akimzhanova, 2021. "Correction to: Prospects of legal regulation in the field of electronic waste management in the context of a circular economy," International Environmental Agreements: Politics, Law and Economics, Springer, vol. 21(3), pages 389-389, September.
    37. Gianmarco Bressanelli & Federico Adrodegari & Marco Perona & Nicola Saccani, 2018. "Exploring How Usage-Focused Business Models Enable Circular Economy through Digital Technologies," Sustainability, MDPI, vol. 10(3), pages 1-21, February.
    38. Dunant, Cyrille F. & Drewniok, Michał P. & Sansom, Michael & Corbey, Simon & Allwood, Julian M. & Cullen, Jonathan M., 2017. "Real and perceived barriers to steel reuse across the UK construction value chain," Resources, Conservation & Recycling, Elsevier, vol. 126(C), pages 118-131.
    39. Eglantina Hysa & Alba Kruja & Naqeeb Ur Rehman & Rafael Laurenti, 2020. "Circular Economy Innovation and Environmental Sustainability Impact on Economic Growth: An Integrated Model for Sustainable Development," Sustainability, MDPI, vol. 12(12), pages 1-16, June.
    40. Di Foggia, Giacomo & Beccarello, Massimo, 2022. "Introducing a system operator in the waste management industry by adapting lessons from the energy sector," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, pages 1-10.
    41. repec:spo:wpecon:info:hdl:2441/5rkqqmvrn4tl22s9mc4b6ga2g is not listed on IDEAS
    42. Shumail Mazahir & Vedat Verter & Tamer Boyaci & Luk N. Van Wassenhove, 2019. "Did Europe Move in the Right Direction on E‐waste Legislation?," Production and Operations Management, Production and Operations Management Society, vol. 28(1), pages 121-139, January.
    43. 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).
    44. Pollitt, Michael G., 2012. "Lessons from the history of independent system operators in the energy sector," Energy Policy, Elsevier, vol. 47(C), pages 32-48.
    45. Alan Murray & Keith Skene & Kathryn Haynes, 2017. "The Circular Economy: An Interdisciplinary Exploration of the Concept and Application in a Global Context," Journal of Business Ethics, Springer, vol. 140(3), pages 369-380, February.
    46. Dosi, Giovanni & Llerena, Patrick & Labini, Mauro Sylos, 2006. "The relationships between science, technologies and their industrial exploitation: An illustration through the myths and realities of the so-called `European Paradox'," Research Policy, Elsevier, vol. 35(10), pages 1450-1464, December.
    47. Cave, Martin & Stern, Jon, 2013. "Economics and the development of system operators in infrastructure industries," Utilities Policy, Elsevier, vol. 26(C), pages 56-66.
    48. Emilia Ingemarsdotter & Ella Jamsin & Gerd Kortuem & Ruud Balkenende, 2019. "Circular Strategies Enabled by the Internet of Things—A Framework and Analysis of Current Practice," Sustainability, MDPI, vol. 11(20), pages 1-37, October.
    49. Magdalena Rusch & Josef‐Peter Schöggl & Rupert J. Baumgartner, 2023. "Application of digital technologies for sustainable product management in a circular economy: A review," Business Strategy and the Environment, Wiley Blackwell, vol. 32(3), pages 1159-1174, March.
    50. Horbach, Jens, 2008. "Determinants of environmental innovation--New evidence from German panel data sources," Research Policy, Elsevier, vol. 37(1), pages 163-173, February.
    51. Victor Chernozhukov & Ivan Fernandez-Val & Alfred Galichon, 2007. "Quantile and probability curves without crossing," CeMMAP working papers CWP10/07, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    52. Brian Chi-ang Lin, 2020. "Sustainable Growth: A Circular Economy Perspective," Journal of Economic Issues, Taylor & Francis Journals, vol. 54(2), pages 465-471, April.
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