An Empirical Analysis of the Relationship Between Learning City Indicators and Environmental Sustainability within the Framework of Smart City Development (Case Study: Ardabil)

Authors

1 Department of Urban Planning, Tab,. C,, Islamic Azad University ,Tabriz, Iran.

2 Department of Urbanism and Architecture,, Ilk., C,, Islamic Azad University, Ilkhchi, Iran.

3 Department of Urban Planning, Tab, C,. Islamic Azad University ,Tabriz, Iran.

Abstract
Abstract:
In recent decades, the integration of the concepts of learning cities and smart cities has emerged as an innovative approach for achieving environmental sustainability in urban governance. However, empirical evidence from urban contexts Iran-particularly in medium-sized metropolitan areas such as Ardabil—reveals functional gap in leveraging urban learning capacities and smart technologies to improve environmental quality. This study aims empirically examine the relationship between learning city indicators and environmental sustainability within the framework of smart city development. The research is quantitative and applied in nature. The statistical population consists of subject-related experts and professionals residing in Ardabil. The sample size, determined based on the number of measurable items, was 273 individuals. Data collection was conducted using a researcher-designed questionnaire, the validity (face, convergent, and discriminant) and reliability of which were confirmed through SmartPLS software. The results of confirmatory factor analysis and path analysis indicated that learning city indicators have a positive and significant effect smart city development, which in turn positively influences environmental sustainability. The highest path coefficient was between learning cities and smart city development (0.78), followed by smart city development and environmental sustainability (0.73). The Q² values for endogenous variables were greater than zero, indicating the model’s predictive power, and low VIF values confirmed the absence of multicollinearity. Indicators such as environmental education, lifelong learning, and data-driven governance showed the highest factor loadings. Based on these findings, strengthening educational infrastructure, implementing environmental awareness programs, and expanding smart services in Ardabil can meaningfully contribute to enhancing environmental sustainability.

Keywords


1-Berezsky O, Kovalchuk O, Berezka K, Ivanytskyy R. Assessing smart cities’ effectiveness: machine learning approaches. Front Sustain Cities. 2025;7:1400917. https://doi.org/10.3389/frsc.2025.1400917.
2-Sarostani Nejad Z, Maleki S. Evaluation and feasibility of the role of the smart city in the sustainability of urban livability (case study: Ahvaz metropolis). Geography and Human Relationships. 2025;7(4): 208–27. https://doi.org/10.22034.gahr.2025.499410.2363.
3-Zeynali Azim, A. (2025). New developments in the relations of world cities: with the technology of smart cities. Development of humanities, 5(10), 29-49. https://doi.org/110.22047/hsd.2024.471869.1022.
4-Rieckmann, M. Learning to transform the world: Key competencies in ESD. In Issues and Trends in Education for Sustainable Development; Leicht, A., Heiss, J., Byun,W.J., Eds.; UNESCO Publishing: Paris,
France, 2018; Chapter 2; p. 276. https://unesdoc.unesco.org/ark:/48223/pf0000261445. 2025.
5-Bucea-Manea-Țoniș R, Păun DG, Martins OMD, Santos AJ, Urdeș L. Education for sustainable development: What matters? Sustainability. 2024;16(12):9493. https://doi.org/10.3390/su16129493.
6-Marques MM, Ferreira-Santos J, Rodrigues R, Pombo L. Mobile augmented reality games towards smart learning city environments: learning about sustainability. Computers. 2025;14(7):267. https://doi.org/10.3390/computers14070267.
7-Khan J, Elfakharany R, Nazmudeen MSH, Pathan MM, Shahzad E, Dhou S, Aloul F. Can machine learning enhance intrusion detection to safeguard smart city networks from multi-step cyberattacks? Smart Cities. 2025;8(1):13. https://doi.org/10.3390/smartcities8010013.
8-Addas A (2023) The concept of smart cities: a sustainability aspect for future urban development based on different cities. Front. Environ. Sci. 11:1241593. https://doi.org/10.3389/fenvs.2023.1241593.
9-Bibri SE, Alexandre A, Sharifi A, Krogstie J. Environmentally sustainable smart cities and their converging AI, IoT, and big data technologies and solutions: an integrated approach to an extensive literature review. Energy Inform. 2023;6(1):9. https://doi.org/10.1186/s42162-023-00259-2.
10-Procopie FG, Butnariu AR. Exploring the relationship between smart city, sustainable development and innovation as a model for urban economic growth. Ann Fac Econ Univ Oradea. 2021;1(1):82–91.
https://ideas.repec.org/a/ora/journl/v1y2021i1p82-91.html?utm_source=chatgpt.com.
11-Ajalli, M. Identifying and evaluating factors affecting the realization of a sustainable smart city and examining the level of readiness at Tehran metropolis. Journal of Sustainable Urban & Regional
Development Studies (JSURDS), 2025; 6(3): 1-18. https://www.srds.ir/article_215587.html?lang=en.
12-Hajarian, A. Spatial Analysis of the Relationship between Smart Cities and Urban Livability (Case Study: Neighborhoods of Isfahan). Geography and Environmental Sustainability, 2025; 15(1): 97-114.
https://doi.org/10.22126/ges.2025.11462.2807.
13-Baghali Aghdam, L., Sadeghi, S. K., Nobahar, E. Modeling the Smart City of Tabriz in the 2030 Horizon: A Comprehensive Study of Infrastructure, Economic, and Governance Indicators. Urban Economics and Planning, 2025; 6(1): 58-75. https://doi.org/10.22034/uep.2025.501394.1588.
14-Khaliji, M. A. The Role of Smart Technologies in Enhancing the Ecological Passive Defense of Tehran. Human Ecology, 2025; 4(10): 763-779. https://doi.org/10.22034/el.2025.513750.1075.
15-Asadi, A., Ahadnejad Roshti, M., Zadvali khajeh, S. Presenting a Smart City Development Model with an Emphasis on the Characteristics of Education City (Case Study: Qaen City). Geography and Urban Space Development, 2023; 10(3): 1-20. https://doi.org/10.22067/jgusd.2022.72739.1109.
16-Raoufi A, Naghdi H, Kianian H. Investigating urban sustainable development: sustainability of smart city services. J New Res Approaches Manag Account. 2024;8(31):577–589. Available from: https://majournal.ir/index.php/ma/article/view/2990
17-Al-Rimawi TH, Nadler M. Leveraging smart city technologies for enhanced real estate development: An integrative review. Smart Cities. 2025;8(1):10. doi: 10.3390/smartcities8010010
18-Zeynali Azim, A. New developments in the smart cities of the world. Science Cultivation, 2024; 14(2): 93-99. https://www.sciencecultivation.ir/article_717201.html?lang=en.
19-Rodrigues R, Ferreira-Santos J, Draghi J, Marques MM, Pombo L. EduCITY, a project for a sustainable smart learning city environment – preliminary results. In: Proceedings of the International conferences e-Society 2024 and Mobile Learning 2024; 2024; Aveiro, Portugal. University of Aveiro; 2024. https://doi.org/10.1163/15718093-12341375.
20-Feli S, Habib F, Zabihi H. A conceptual model for achieving a learning city with an emphasis on civic culture (Case study: selected public spaces in Tehran). Sustainability, Development and Environment.
2024;3(5):15–32. https://sanad.iau.ir/fa/Article/846767?FullText=FullText.
21-Rostami, L., Zolfaghari Zafarani, R. Identify the Status of Influential Components of Citizenship Education for the Cultural and Social Development of Citizens. Islamic lifestyle with a focus on health, 2021; 5(4): 34-45. https://www.islamiilife.com/article_186128.html?lang=en.
22-Macagno T, Nguyen-Quoc A, Jarvis SP. Nurturing Sustainability Changemakers through Transformative Learning Using Design Thinking: Evidence from an Exploratory Qualitative Study. Sustainability. 2024; 16(3):1243. https://doi.org/10.3390/su16031243.
23-Kim J, Chen Z, editors. Trends in environmental sustainability and green energy: proceedings of 2022 5th International Conference on Green Energy and Environment Engineering. Cham: Springer; 2023. (Springer Proceedings in Earth and Environmental Sciences). https://doi.org/10.1007/978-3-031-27803-7.
24-Baghali Aghdam, L., Sadeghi, S. K., Nobahar, E. Modeling the Smart City of Tabriz in the 2030 Horizon: A Comprehensive Study of Infrastructure, Economic, and Governance Indicators. Urban Economics and Planning, 2025; 6(1): 58-75. https://doi.org/10.22034/uep.2025.501394.1588.
25-Feli, S, Habib, F. and Zabihi, H. Investigating the Mechanism of Socio-Cultural Component in The Educating City Based on Global Experiences. Urban Economics and Planning, 2024, 5(2), 6-21. https://doi.org/10.22034/uep.2024.446497.1474.
26-Wang, M., & Zhou, T. Understanding the dynamic relationship between smart city implementation and urban sustainability. Technology in Society, 2022, 70, 102018. https://doi.org/10.1016/j.techsoc.2022.102018.
27- oli, A. M., & Murtagh, N. The Concept of sustainability in smasrt city definitions. Frontiers in Built Environment, 2020, 6, 77. https://doi.org/10.3389/fbuil.2020.00077.
28-Procopie FG, Butnariu AR. Exploring the relationship between smart city, sustainable development and innovation as a model for urban economic growth. Ann Fac Econ Univ Oradea. 2021;1(1):82–91.
29-Kalyuzhnaya, A. V., Mityagin, S., Lutsenko, E., Getmanov, A., Aksenkin, Y., Fatkhiev, K., Fedorin, K., Nikitin, N. O., Chichkova, N., Vorona, V., & Boukhanovsky, A. V. LLM Agents for Smart City Management: Enhancing Decision Support Through Multi-Agent AI Systems. Smart Cities, 2025, 8(1), 19. https://doi.org/10.3390/smartcities8010019.
30-Jami Odulo, M , Yazdani, M. H. and Jalili Sadrabad, S. Measuring the Residential Segregation of Ardabil City Using Multi-Group Measurement Index. Geography and Territorial Spatial Arrangement, 2022, 12(44), 145-170. https://doi.org/10.22111/gaij.2022.42596.3036

  • Receive Date 14 July 2025
  • Revise Date 24 July 2025
  • Accept Date 03 August 2025
  • First Publish Date 03 August 2025
  • Publish Date 22 June 2025