Readiness Model of Pre-Service Science Teachers for Integrating Education for Sustainable Development (ESD) Based on Green Science: A Structural Equation Modeling Analysis

Suhendra Iskandar; Syadza Firdausiah

doi:10.24014/jnsi.v9i1.39148

Readiness Model of Pre-Service Science Teachers for Integrating Education for Sustainable Development (ESD) Based on Green Science: A Structural Equation Modeling Analysis

Suhendra Iskandar, Syadza Firdausiah

Abstract

The presence of Education for Sustainable Development (ESD) is crucial. Therefore, a comprehensive modeling approach is needed, particularly for pre-service teachers as future educators, a group that remains largely underexplored. This study aims to examine a structural model of the formation of the Intention to Integrate ESD among 199 pre-service science teachers at IAIN Sultan Amai Gorontalo. In this readiness model for ESD integration, sustainability literacy is positioned as the primary factor. At the same time, social norms and support, along with institutional support, are treated as contextual factors operating through psychosocial pathways. This study employed a quantitative approach, cross-sectional survey design to examine the structural relationships among variables. Data were analyzed using Structural Equation Modeling–Partial Least Squares (SEM-PLS) with SmartPLS 4 software. The results indicate that the proposed model explains a substantial proportion of variance in the intention to integrate ESD (R² = 0.744) and demonstrates adequate predictive relevance (Q² = 0.502). Institutional support emerges as the strongest predictor (β = 0.670, p = 0.000), while sustainability literacy shows a weaker yet significant effect (β = 0.279, p = 0.000). All constructs meet the required reliability and validity criteria. The findings reveal that, contrary to many theoretical assumptions emphasizing psychosocial mediation pathways, readiness to integrate ESD is predominantly influenced by institutional support rather than by sustainability literacy. In contrast, norms and social support exert their effects through indirect pathways, strengthened by sustainability literacy. This pattern further suggests the need for reformative institutional strategies in delivering ESD to students.

Keywords: Education for sustainable development, psychosocial, sustainability literacy, SEM-PLS, SmartPLS 4

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References

Adeyemi, A. E., Ahn, J., Xu, Z., Muko, H., & Matt, B. (2025). Promoting SDGs Through Education : A Theory of Planned Behavior Analysis of Japanese and Nigerian Students’ Sustainability Actions. Sustainable Development, 33, 6901–6916. https://doi.org/https://doi.org/10.1002/sd.3493

Becker, J., Cheah, J., Gholamzade, R., Ringle, C. M., & Sarstedt, M. (2025). PLS-SEM’s Most Wanted Guidance. International Journal of Contemporary Hospitality Management, 35(1), 321–346. https://doi.org/doi: https://doi.org/10.1108/IJCHM-04-2022-0474

Bulut, B., & Oksuzoglu, I. E. (2025). Teachers’ Beliefs About Education for Sustainable Development: Challenges and Opportunities †. Sustainability, 17, 7552. https://doi.org/https://doi.org/10.3390/su17167552

Chen, C., Shahbaz, P., & ul Haq, S. (2024). Transforming Students’ Green Behavior Through Environmental Education: The Impact of Institutional Practices and Policies. Frontiers in Psychology, 15(1394326), 1–13. https://doi.org/https://10.3389/fpsyg.2024.1499781

Chew, X. Y., Atiyah, A. G., Alnoor, A., Abbas, S., Muhsen, Y. R., & Bayram, G. E. (2025). Partial Least Squares Structural Equation Modeling and Complementary Methods in Business Research. Springer International Publishing.

Chuvieco, E., Burgui-Burgui, M., Da Silva, E. V., Hussein, K., & Alkaabi, K. (2018). Factors Affecting Environmental Sustainability Habits of University Students: Intercomparison Analysis in Three Countries (Spain, Brazil and UAE). Journal of Cleaner Production, 198, 1372–1380. https://doi.org/https://doi.org/10.1016/j.jclepro.2018.07.121

Creswell, J. W. (2009). Research Design Qualitative, Quantitative, and Mixed Methods Approaches. Sage Publications.

Daniels, C. E. (2025). Higher Education in BRICS Countries Committed to The Sustainable Development Goals: Community Engagement and Research Practices. International Journal of Learning, Teaching and Educational Research, 24(12), 631–654. https://doi.org/https://doi.org/10.26803/ijlter.24.12.27

De Vellis, R. F. (2017). Scale Development Theory and Applications (L. Bickman & D. J. Rog (Eds.); 4th ed.). Sage Publications.

Duarte, M., Caeiro, S. S., Farinha, C. S., Moreira, A., Santos-reis, M., & Rigueiro, C. (2023). Integration of Sustainability in the Curricula of Public Higher Education Institutions in Portugal: Do Strategic Plans and Self-Report Align? International Journal of Sustainability in Higher Education, 24(9), 299–317. https://doi.org/10.1108/IJSHE-01-2023-0001

Eilam, E. (2025). Considering The Role of Behaviors in Sustainability and Climate Change Education. Frontiers in Psychology, 15(1394326), 1–10. https://doi.org/https://10.3389/fpsyg.2024.1394326

Febriasari, L. K., & Supriatna, N. (2017). Enhance Environmental Literacy through Problem Based Learning. Journal of Physics: Conference Series, 895, 012163. https://doi.org/https://10.1088/1742-6596/895/1/012163

Filho, W. L., Salvia, A. L., & Eustachio, J. H. P. P. (2023). An Overview of The Engagement of Higher Education Institutions in The Implementation of The UN Sustainable Development Goals. Journal of Cleaner Production, 386(1), 135694. https://doi.org/https://doi.org/10.1016/j.jclepro.2022.135694

Hair, J., & Alamer, A. (2022). Research Methods in Applied Linguistics Partial Least Squares Structural Equation Modeling (PLS-SEM) in Second Language and Education Research : Guidelines Using an Applied Example. Research Methods in Applied Linguistics, 1(3), 100027. https://doi.org/10.1016/j.rmal.2022.100027

Hair, J. F. J., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2022). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) (3rd ed.). Sage Publications.

Hogan, D., & O’flaherty, J. (2021). Exploring The Nature and Culture of Science as An Academic Discipline: Implications for The Integration of Education for Sustainable Development. International Journal of Sustainability in Higher Education, 23(8), 120–147. https://doi.org/10.1108/IJSHE-06-2021-0236

Holst, J., Fritz, H., Nölting, B., Lang, D. J., Löde, V.-L., Ober, S., Parodi, O., Potthast, T., Scheiding, C. T., Weynand, M., & Singer-Brodowski, M. (2025). Exploring culture(s) of Sustainability at Higher Education Institutions: A Systematic Review of Concepts and Pathways. International Journal of Sustainability in Higher Education, 26(9), 489–506. https://doi.org/10.1108/IJSHE-08-2024-0550

Huang, C. (2021). education sciences Using PLS-SEM Model to Explore the Influencing Factors of Learning Satisfaction in Blended Learning. Education Sciences, 11(5), 249–265. https://doi.org/https://doi.org/10.3390/educsci11050249

Iqbal, Q., & Piwowar-Sulej, K. (2022). Sustainable Leadership in Higher Education Institutions: Social Innovation as a Mechanism. International Journal of Sustainability in Higher Education, 23(8), 1–20. https://doi.org/10.1108/IJSHE-04-2021-0162

Karvonen, R., Ratinen, I., & Kemi, U. (2023). Promoting Sustainability Competency and self-efficacy in Class Teacher Education. Frontiers in Sustainability, 4, 1–10. https://doi.org/10.3389/frsus.2023.1205680

Kumar, R., Verma, A., Shome, A., Sinha, R., Sinha, S., Jha, P. K., Kumar, R., Kumar, P., Shubham, Das, S., Sharma, P., & Prasad, P. V. V. (2021). Impacts of Plastic Pollution on Ecosystem Services, Sustainable Development Goals , and Need to Focus on Circular Economy and Policy Interventions. Sustainability, 13, 9963. https://doi.org/https://doi.org.10.3390/su13179963

Lee, J., & Li, Y. (2025). Bridging The Gap between Theory and Practice in Sustainable Urban Planning Education through Active Learning with SDGs Project Assessment Tool. Discover Sustainability, 6, 1262. https://doi.org/https://doi.org/10.1007/s43621-025-02139-z

Mahlaole, S. T. (2025). Education for Sustainable Development’s Role in Influencing Sustainable Consumption Behaviour Among International Students : A Multi Group Analysis. Discover Education, 4, 104. https://doi.org/10.1007/s44217-025-00498-3

Mair, S., & Druckman, A. (2023). Assessing the Suitability of Sustainability Frameworks for Embedding Sustainability in Higher Education Curricula: Pragmatism versus Transformation. International Journal of Sustainability in Higher Education, 24(9), 318–334. https://doi.org/10.1108/IJSHE-08-2020-0315

Manisalidis, I., Stavropoulou, E., Stavropoulos, A., & Bezirtzoglou, E. (2020). Environmental and Health Impacts of Air Pollution : A Review. Frontiers in Public Health, 8, 14. https://doi.org/10.3389/fpubh.2020.00014

Medupin, R. O., Ukoba, K., & Jen, T.-C. (2025). Green Solutions for Sustainability. CRC Press. https://doi.org/https://doi.org/10.1201/9781003633723

Mehmetoglu, M., & Venturini, S. (2021). Structural Equation Modelling with Partial Least Squares Using Stata and R. CRC Press.

Picado-Valvelde, E. M., Yurrebaso, A., Guzman-Ordaz, R., Nieto-Librero, A. B., & Gonzalez-Garcia, N. (2022). Approach Developed According to Sustainable Development Goals and Challenges for Future Professionals in Social Intervention. Social Sciences, 11, 67. https://doi.org/https://doi.org/10.3390/socsci11020067

Purwanto, A., & Sudargini, Y. (2021). Partial Least Squares Structural Squation Modeling (PLS-SEM) Analysis for Social and Management Research : A Literature Review. Journal of Industrial Engineering & Management Research, 2(4), 114–123. https://doi.org/https://doi.org/10.7777/jiemar.v2i4

Ragadhita, R., Fiandini, M., Al Husaeni, D. N., & Nandiyanto, A. B. D. (2026). Sustainable Development Goals ( SDGs ) in Engineering Education : Definitions , Research Trends , Bibliometric Insights , and Strategic Approaches. Indonesian Journal of Science & Technology, 11(1), 1–26. https://doi.org/https://doi.org/10.17509/ijost.v11i1.86298

Saqib, Z. A., Zhang, Q., Ou, J., Saqib, K. A., Majeed, S., & Razzaq, A. (2020). Education for Sustainable Development in Pakistani Higher Education Institutions: An Exploratory Study of Students’ and teachers’ Perceptions. Education for Sustainable Development, 21(6), 1249–1267. https://doi.org/10.1108/IJSHE-01-2020-0036

Sarstedt, M., Ringle, C. M., & Hair, J. F. J. (2025). Handbook of Market Research. In Partial Least Squares Structural Equation Modeling. Springer International Publishing. https://doi.org/https://doi.org/10.1007/978-3-319-05542-8_15-3

Setiabudi, H., Suwono, Setiawan, Y. A., & Karim, S. (2025). Analisis Data Kuantitatif dengan Smart PLS 4 (I. P. H. H. Duari (Ed.)). Borneo Novelty Publishing.

Shetty, S. H. (2024). Teaching and Learning for a Sustainable Future: Innovative Strategies and Best Practices. In C. L. Goi (Ed.), Higher Education Institutions as A Catalyst for Sustainability Development (pp. 1–16). IGI Global Scientific Publishing. https://doi.org/https://doi.org/10.4018/978-1-6684-9859-0

Slobodníková, K., & Tóth, A. (2025). Planning for People with People : Green Infrastructure and Nature-Based Solutions in Participatory Land-Use Planning, Co-Design, and Co-Governance of Green and Open Spaces. Land, 14, 1801. https://doi.org/https://doi.org.10.3390/land14091801

Srem-sai, M., Arthur, F., Salifu, I., Amoadu, M., Obeng, P., Kwesi, E., Elvis, J., Jnr, H., & Schack, T. (2025). Modelling the Associations Between Students’ Academic Resilience, Learning Motivation, Self-Regulated Learning and Academic Well-Being in Ghana. Acta Psychologica, 258, 105278. https://doi.org/10.1016/j.actpsy.2025.105278

Sterling, S., Dawson, J., & Warwick, P. (2018). Transforming Sustainability Education at the Creative Edge of the Mainstream: A Case Study of Schumacher College. Journal of Transformative Education, 16(4), 154134461878437. https://doi.org/https://10.1177/1541344618784375

Subhaktiyasa, P. G. (2024). PLS-SEM for Multivariate Analysis : A Practical Guide to Educational Research using SmartPLS. EduLine: Journal of Education and Learning Innovation, 4(3), 353–365. https://doi.org/https://doi.org/10.35877/454RI.eduline2861

Tassone, V. C., den Brok, P., Tho, C. W. S., & Wals, A. E. J. (2022). Cultivating Students’ Sustainability-Oriented Learning at the Interface of Science and Society : A Configuration of Interrelated Enablers. International Journal of Sustainability in Higher Education, 23(8), 255–271. https://doi.org/10.1108/IJSHE-01-2022-0014

Urbaniak, E., & Uzarski, R. (2023). Assessment of Sustainability Awareness and Practice in A Campus Community. International Journal of Sustainability in Higher Education, 25(9), 94–110. https://doi.org/10.1108/IJSHE-05-2023-0164

Vinzi, V. E., Chin, W. W., Henseler, J., & Wang, H. (Eds.). (2010). Handbooks of Partial Least Squares: Concepts, Methods and Applications. Springer International Publishing. https://doi.org/https://doi.org/10.1007/978-3-540-32827-8

Wei, C. A., Deaton, M. L., Shume, T. J., Berardo, R., & Burnside, W. R. (2020). A Framework for Teaching Socio-Environmental Problem-Solving. Enviromental Education, 10, 467–477. https://doi.org/https://doi.org/10.1007/s13412-020-00603-y

Xiao, L., Gill-simmen, L., & Mehta, A. (2025). The quantum Shift: Achieving Education for Sustainability Development Through A Transformative Teaching and Learning Approach. World Development Sustainability, 7, 100236. https://doi.org/10.1016/j.wds.2025.100236

Yli-panula, E., Jeronen, E., Vesterkvist, S., & Mulari, L. (2023). Subject Student Teachers’ Perceptions of Key Environmental Problems and Their Own Role as Environmental Problem Solvers. Education Sciences, 13, 779. https://doi.org/https://10.3390/educsci13080779

Yli-panula, E., Sodervik, I., Jeronen, E., & Rantala, H. (2024). Finnish Primary School Student Teachers’ Systems Thinking Regarding Sustainability in connection with Reproduction, Biodiversity and Sustainable Development. Nordina, 20(2), 191–205.

Zhang, J., & Cao, A. (2025). The Psychological Mechanisms of Education for Sustainable Development: Environmental Attitudes, Self-Efficacy, and Social Norms as Mediators of Pro-Environmental Behavior Among University Students. Sustainability, 17(933), 1–24. https://doi.org/https://doi.org/10.3390/su17030933

DOI: http://dx.doi.org/10.24014/jnsi.v9i1.39148