The Impact of Economic and Environmental Factors on the Development of the Circular Economy in Iran: A Nonlinear Multilevel Regression Analysis (1993–2023)

Document Type : Research Paper

Authors

1 Faculty of economics, Allameh Tabataba'i University, Tehran, Iran, E-mail: m.khadem360@gmail.com

2 Associate Professor, Department of Economics, Faculty of Management and Economics, Shahid Bahonar University of Kerman, Iran, E-mail: mbahmani@uk.ac.ir

10.22111/ijbds.2025.53038.2277

Abstract

This study investigates the role of economic factors such as total annual water withdrawal, total renewable energy consumption, total greenhouse gas emissions, and waste generation in shaping the trajectory of the circular economy.
Utilizing a nonlinear multilevel regression model with combined fixed and random effects, the research examines the impact of these variables on the circular economy index in Iran over the period 1993 to 2023. The choice of this model is justified by its ability to incorporate both fixed effects (such as average variable levels) and random effects (to account for unobserved heterogeneity across observations or units).
The results indicate that among the factors influencing the circular economy, renewable energy consumption has a positive and statistically significant effect on circular economy index, with a coefficient of 0.004. In other words, higher renewable energy consumption is associated with improvements in the circular economy index, underscoring the positive role of clean and renewable energy in promoting sustainable economic development. Conversely, water withdrawal, greenhouse gas emissions, and waste generation negatively impact the circular economy, with coefficients of -0.091, -0.02, and -0.003, respectively. This implies that increased unsustainable resource use (such as water extraction), higher greenhouse gas emissions, and greater waste generation hinder the development of a circular economy.
Strategic and targeted investment in water-efficient technologies, renewable energy development, greenhouse gas mitigation, and comprehensive waste management can serve as fundamental pillars for advancing the circular economy.

Keywords


  1. Balali, H., Farzanegan, M. R., Zamani, O., & Baniasadi, M. (2025). Economic sanctions, energy consumption, and CO2 emissions in Iran: a system dynamics model. Policy Studies46(5), 718-747.
  2. Baratsas, S.G., Pistikopoulos, E.N., Avraamidou, S., (2022). A quantitative and holistic circular economy assessment framework at the micro level. Comput. Chem. Eng. 160, 107697.
  3. Bilitewski, B., (2012). The circular economy and its risks. Waste Manag. 32 (1), 1-2.
  4. Brown, G., Stone, L., (2007). Cleaner production in New Zealand: taking stock. J. Clean. Prod. 15, 716-728.
  5. Chertow, M.R., (2000). Industrial symbiosis: literature and taxonomy. Annu. Rev. Energy Environ. 25, 313-337.
  6. Drofenik, J., Seljak, T., & Pintarič, Z. N. (2025). A multi-level approach to circular economy progress: Linking national targets with corporate implementation. Journal of cleaner production493, 144902.‏
  7. Elia, V., Gnoni, M.G., Tornese, F., (2017). Measuring circular economy strategies through index methods: a critical analysis. J. Clean. Prod. 142, 2741-2751.
  8. Ellen MacArthur Foundation, (2015b). Delivering the Circular Economy: a Toolkit for Policymakers.
  9. European Commission, (2018). EU-report on critical raw materials and the circular economy. SWD 2018, 1-68, 36 final.
  10. European Commission, 2024. Establishing a framework for ensuring a secure and sustainable supply of critical raw materials and amending regulations (EU) No 168/ 2013, (EU) 2018/858, (EU) 2018/1724 and (EU) 2019/1020 [Online]
  11. European Environment Agency. (2024). Capturing the climate change mitigation benefits of circular economy and waste sector policies and measures.
  12. Feng, Z., Yan, N., (2007). Putting a circular economy into practice in China. Sustain. Sci.2, 95-101.
  13. Franco, M.A., (2017). Circular economy at the micro level: a dynamic view of incumbent’s struggles and challenges in the textile industry. J. Clean. Prod. 168, 833-845.
  14. Frascareli, F.C.d.O., Furlan, M., Mariano, E.B., Jugend, D., 2024. A macro-level circular economy index: theoretical proposal and application in European union countries. Environ. Dev. Sustain. 26, 18297–18331.
  15. Geissdoerfer, M., et al., (2017). The Circular Economy e A new sustainability paradigm? J. Clean. Prod. 143, 757-768.
  16. Gelman, A., & Hill, J. (2007). Data analysis using regression and multilevel/hierarchical models. Cambridge university press, 1-52.
  17. Ghisellini, P., Cialani, C., Ulgiati, S., (2016). A review on circular economy: the expected transition to a balanced interplay of environmental and economic systems. J. Clean. Prod. 114, 11-32.
  18. Hox, J., Moerbeek, M., & Van de Schoot, R. (2017). Multilevel analysis: Techniques and applications. Routledge. 1-46.‏
  19. International Energy Agency (IEA). (2023). World Energy Outlook 2023.
  20. Ishaq, M., et al., (2022). From fossil energy to renewable energy: why is circular economy needed in the energy transition? Front. Environ. Sci. 10, 941791.
  21. Janik, A., Ryszko, A., Szafraniec, M., (2020). Greenhouse gases and circular economy issues in sustainability reports from the energy sector in the European union. Energies, 12 (22), 5993.
  22. Kalmykova, Y., Sadagopan, M., Rosado, L., (2018). Circular economy e from review of theories and practices to development of implementation tools. Resou. Conserv. Recyc. 135 (October), 190-201.
  23. Kirchherr, J., Piscicelli, L., Bour, R., Kostense-Smit, E., Muller, J., Huibrechtse-Truijens, A., & Hekkert, M. (2018). Barriers to the circular economy: Evidence from the European Union (EU). Ecological economics150, 264-272.‏
  24. Korhonen, J., et al., (2018a). Circular economy as an essentially contested concept. J. Clean. Prod. 175, 544-552.
  25. Korhonen, J., Honkasalo, A., Seppala, J., (2018b). Circular Economy: the concept and its limitations. Ecol. Econ. 143 (January), 37-46.
  26. Leal Filho, W., et al., 2024. Integrating climate change practices in a circular economy context—the perspective from chemical enterprises. Sustain. Dev. 6 (32), 2489–2505.
  27. Mansuino, M., Thakur, J., Lakshmi, A., 2024. Turning the wheel: measuring circularity in Swedish automotive products. Sustain. Prod. Consum. 45, 2352–5509, pp. 139–157.
  28. Murray, A., Skene, K., Haynes, K., (2017). The circular Economy: an interdisciplinary exploration of the concept and application in a global context. J. Bus. Ethics 140(3), 369-380.
  29. Nahidi Amirkhiz, Mohammadreza, RAHIMZADEH, FARZAD, & SHOKOUHIFARD, SIAMAK. (2020). Study of the Relation among Economic Growth, Energy Using and Greenhouse Gas Emissions (Case study: Selected Countries of the OIC). JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 22(3(94)), 13-26.
  30. Nowaczek, A., Dziobek, E., & Kulczycka, J. (2023). Benefits and limitations of indicators for monitoring the transformation towards a circular economy in Poland. Resources12(2), 24.
  31. Nwankwo, C.O., et al., (2024). Chemical engineering and the circular water economy: simulations for sustainable water management. World J. Adv. Res. Rev. 21 (3), 1–9.
  32. Obiuto, N. C., Olu-lawal, K. A., Ani, E. C., Ugwuanyi, E. D., & Ninduwezuor-Ehiobu, N. (2024). Chemical engineering and the circular water economy: Simulations for sustainable water management in environmental systems. World journal of advanced research and reviews21(3), 001-009.
  33. Pinheiro, J. C., & Bates, D. M. (2000). Mixed-effects models in S and S-PLUS. Springer, 337-421.
  34. Pintilie, N., (2021). Measuring the progress towards circular economy in European union countries. Business Excell. Manag. 11 (1), 19–35.
  35. Rabe-Hesketh, S., & Skrondal, A. (2012). Multilevel and longitudinal modeling using Stata (3rd ed.). Stata Press, 1-14.
  36. , Mohsen. (2022). A Multi-Criteria Decision-Making Approach for Sustainable Energy Prioritization, Environmental Energy and Economic Research 2022 6(1), 1-19.
  37. Sauve, S., Bernard, S., Sloan, P., (2016). Environmental sciences, sustainable development and circular economy: alternative concepts for trans-disciplinary research. Environ. Dev. 17, 48-56.
  38. Walters, J.P., V´eliz, K.,Vargas, M. & C. Busco. (2024). A systems-focused assessment of policies for circular economy in construction demolition waste management in the Ays´en region of Chile, Sustain. Futures 7 (1) , 1–13.
  39. Wang, X., Liu, L., (2023). The impacts of climate change on the hydrological cycle and water resource management. Water 15, 2342.
  40. Zhu, Q., Geng, Y., Lai, K., (2010). Circular economy practices among Chinese manufacturers varying in environmental-oriented supply chain cooperation and the performance implications. J. Environ. Manag. 91 (6), 1324-1331.