Behavioral Determinants of Environmental Health Impacts in IoT-Enabled Waste Management: Evidence from Greater Jakarta Urban Households

  • E. Ernyasih Faculty of Public Health, Universitas Muhammadiyah Jakarta, 15445 Jakarta Indonesia
  • N. Nelfiyanti Department of Industrial Engineering, Faculty of Engineering, Universitas Muhammadiyah Jakarta, 10510 Jakarta, Indonesia
  • Eka Samsul Ma’arif Department of Electrical Engineering, Faculty of Engineering, Universitas Muhammadiyah Jakarta, 10510 Jakarta, Indonesia
  • Aulia Fahreza Ismanto Department of Electrical Engineering, Faculty of Engineering, Universitas Muhammadiyah Jakarta, 10510 Jakarta, Indonesia
  • Donita Lutfia Hasanah Faculty of Public Health, Universitas Muhammadiyah Jakarta, 15445 Jakarta Indonesia
  • D. Daruki Department of Industrial Engineering, Faculty of Engineering, Universitas Mercu Buana, Jakarta, Indonesia
Keywords: Internet of Things, Perception, Attitude, Awareness, Practices, Environmental Health, SEM-PLS

Abstract

Introduction: The rapid growth of household waste in urban areas poses a serious challenge to environmental health. The integration of the IoT into waste management is considered an innovative solution, offering real-time monitoring, collection efficiency, and greater system transparency. This study aims to examine the influence of perception, attitude, awareness, and practices on environmental health impacts in the context of IoT adoption.

Methods: A cross-sectional survey was conducted with 120 households in the Greater Jakarta area, and the data were analyzed using SEM-PLS.

Results: The results reveal that perception significantly influences attitude (p < 0.001), and attitude significantly influences awareness (p < 0.001). The structural model demonstrates strong predictive power with R² values of 0.566 for attitude, 0.552 for awareness, and 0.839 for environmental health impacts. Standardized path coefficients show significant effects for perception ? attitude (? = 0.752; p < 0.001), attitude ? awareness (? = 0.743; p < 0.001), and practices ? environmental health impact (? = 0.864; p < 0.001). Model diagnostics confirm reliability and validity, including AVE > 0.50, CR > 0.70, HTMT < 0.85, and VIF < 3. However, awareness does not directly affect environmental health (p > 0.05), indicating the presence of an intention–behavior gap. In contrast, actual waste management practices emerged as the most dominant predictor, with the largest effect on environmental health outcomes (p < 0.001).

Conclusion: These findings highlight the necessity of policy strategies that go beyond raising awareness and digital literacy, ensuring the transformation of awareness into consistent practices through adequate infrastructure, incentive systems, and regulatory enforcement. This study contributes to strengthening the concept of smart cities and supports sustainable development strategies in urban settings.

References

Kaza, S., Yao, L., Bhada-Tata, P., & Van Woerden, F. (2018). What a Waste 2.0: A Global Snapshot of Solid Waste Management to 2050. Washington, DC: World Bank. DOI: https://doi.org/10.1596/978-1-4648-1329

Ferronato, N., & Torretta, V. (2019). Waste Mismanagement in Developing Countries: A Review of Global Issues. International Journal of Environmental Research and Public Health, 16(6), 1060. DOI: https://doi.org/10.3390/ijerph16061060

Sembiring, E., Fenitra, R. M., Dangkua, A. R., Al Khoeriyah, Z. B., Van Der Laan, A. Z., Fan, Y., et al. (2024). Improving Household Waste Management in Indonesia: A Mixed-Methods Approach for Waste Sorting. Cleaner Waste Systems, 9, 100185. DOI: https://doi.org/10.1016/j.clwas.2024.100185

Godspower, E. O., Ogbodo, I. F., Chukwunonso, O., & Emmanuel, O. U. (2024). Development of an IoT-Based Waste Management System. Jurnal Inovasi Teknologi dan Edukasi Teknik, 4(10).

Kitole, F. A., Ojo, T. O., Emenike, C. U., Khumalo, N. Z., Elhindi, K. M., & Kassem, H. S. (2024). The Impact of Poor Waste Management on Public Health Initiatives in Shanty Towns in Tanzania. Sustainability, 16(24), 10873. DOI: https://doi.org/10.3390/su162410873

Raphela, T., Manqele, N., & Erasmus, M. (2024). The Impact of Improper Waste Disposal on Human Health and the Environment: A Case of Umgungundlovu District in KwaZulu-Natal Province, South Africa. Frontiers in Sustainability, 5, 1386047. DOI: https://doi.org/10.3389/frsus.2024.1386047

Siddiqua, A., Hahladakis, J. N., & Al-Attiya, W. A. K. A. (2022). An Overview of the Environmental Pollution and Health Effects Associated with Waste Landfilling and Open Dumping. Environmental Science and Pollution Research, 29(39), 58514–58536. DOI: https://doi.org/10.1007/s11356-022-21578-z

Okin, Y. K., Yabar, H., Kevin, K. L., Mizunoya, T., & Higano, Y. (2024). Geospatial Analysis of Malaria and Typhoid Prevalence Due to Waste Dumpsite Exposure in Kinshasa Districts with and Without Waste Services: A Case Study of Bandalungwa and Bumbu, Democratic Republic of Congo. International Journal of Environmental Research and Public Health, 21(11). DOI: https://doi.org/10.3390/ijerph21111477

Mahajan, R. (2023). Environment and Health Impact of Solid Waste Management in Developing Countries: A Review. Current World Environment, 18(1), 18–29. DOI: https://doi.org/10.12944/CWE.18.1.03

Gebrekidan, T. K., Weldemariam, N. G., Hidru, H. D., Gebremedhin, G. G., & Weldemariam, A. K. (2024). Impact of Improper Municipal Solid Waste Management on Fostering One Health Approach in Ethiopia—Challenges and Opportunities: A Systematic Review. Science in One Health, 3, 100081.DOI: https://doi.org/10.1016/j.soh.2024.100081

Shukla, I., & Wilmers, C. C. (2024). Waste Reduction Decreases Rat Activity from Peri-Urban Environment. PLoS ONE, 19(11), e0311983. DOI: https://doi.org/10.1371/journal.pone.0311983

Jakhar, R., Samek, L., & Styszko, K. (2023). A Comprehensive Study of the Impact of Waste Fires on the Environment and Health. Sustainability, 15(19), 14367.DOI: https://doi.org/10.3390/su151914367

Abubakar, I. R., Maniruzzaman, K. M., Dano, U. L., AlShihri, F. S., AlShammari, M. S., Ahmed, S. M. S., et al. (2022). Environmental Sustainability Impacts of Solid Waste Management Practices in the Global South. International Journal of Environmental Research and Public Health, 19(19), 12717. DOI: https://doi.org/10.3390/ijerph191912717

Szpilko, D., de la Torre Gallegos, A., Jimenez Naharro, F., Rzepka, A., & Remiszewska, A. (2023). Waste Management in the Smart City: Current Practices and Future Directions. Resources, 12(10), 123. DOI: https://doi.org/10.3390/resources12100123

Addas, A., Khan, M. N., & Naseer, F. (2024). Waste Management 2.0 Leveraging Internet of Things for an Efficient and Eco-Friendly Smart City Solution. PLoS ONE, 19(7), e0306854. DOI: https://doi.org/10.1371/journal.pone.0306854

Fuqaha, S., & Nursetiawan, N. (2025). Artificial Intelligence and IoT for Smart Waste Management: Challenges, Opportunities, and Future Directions. Journal of Future Artificial Intelligence and Technologies, 2(1), 24–46.

Atofarati, E. O., Adogbeji, V. O., & Enweremadu, C. C. (2025). Sustainable Smart Waste Management Solutions for Rapidly Urbanizing African Cities. Utilities Policy, 95, 101961. DOI: https://doi.org/10.1016/j.jup.2025.101961

Kasulla, S., Malik, S. J., Baxla, S. P., & Zafar, S. (2024). The Role of IoT in Waste Management and Sustainability. Partners Universal International Research Journal, 3(2), 76–88.

Wirani, Y., Eitiveni, I., & Sucahyo, Y. G. (2024). Framework of Smart and Integrated Household Waste Management System: A Systematic Literature Review Using PRISMA. Sustainability, 16(12), 4898. DOI: https://doi.org/10.3390/su16124898

Vishnu, S., Jino Ramson, S. R., Senith, S., Anagnostopoulos, T., Abu-Mahfouz, A. M., Fan, X., et al. (2021). IoT-Enabled Solid Waste Management in Smart Cities. Smart Cities, 4(3), 1004–1017. DOI: https://doi.org/10.3390/smartcities4030052

Ajzen, I. (1991). The Theory of Planned Behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. DOI: https://doi.org/10.1016/0749-5978(91)90020-T

Michael, L. K., Hungund, S. S., & Sriram, K. V. (2024). Factors Influencing the Behavior in Recycling of E-Waste Using Integrated TPB and NAM Model. Cogent Business & Management, 11(1). DOI: https://doi.org/10.1080/23311975.2024.2307327

Baba-Nalikant, M., Abdullah, N. A., Husin, M. H., Syed-Mohamad, S. M., Mohamad Saleh, M. S., & Rahim, A. A. (2023). The Relationship between Knowledge, Attitudes, Values, and Technology in Promoting Zero-Waste Pro-Environmental Behaviour in a Zero-Waste Campus Framework. Recycling, 8(2). DOI: https://doi.org/10.3390/recycling8020034

Bansal, S., Singh, N., Yadav, K., Kumari, S., Agarwal, R., & Sharma, G. (2025). Investigating the Impact of Waste Management Awareness and Community Participation on the Perceived Effectiveness of Solid Waste Management. Journal of Neonatal Surgery, 14(12S), 581–596.

Sarker, A., Baul, T. K., Nath, T. K., Karmakar, S., & Paul, A. (2024). Household Solid Waste Management in a Recently Established Municipality of Bangladesh: Prevailing Practices, Residents’ Perceptions, Attitude and Awareness. World Development Sustainability, 4, 100120. DOI: https://doi.org/10.1016/j.wds.2024.100120

Hariyani, D., Hariyani, P., Mishra, S., & Sharma, M. K. (2025). A Literature Review on Waste Management Treatment and Control Techniques. Sustainable Futures, 9, 100728. DOI: https://doi.org/10.1016/j.sftr.2024.100728

Fadhullah, W., Imran, N. I. N., Ismail, S. N. S., Jaafar, M. H., & Abdullah, H. (2022). Household Solid Waste Management Practices and Perceptions among Residents in the East Coast of Malaysia. BMC Public Health, 22(1), 1–20. DOI: https://doi.org/10.1186/s12889-022-12504-7

Kitole, F. A., Ojo, T. O., Emenike, C. U., Khumalo, N. Z., Elhindi, K. M., & Kassem, H. S. (2024). The Impact of Poor Waste Management on Public Health Initiatives in Shanty Towns in Tanzania. Sustainability, 16(24), 10873. DOI: https://doi.org/10.3390/su162410873

Raphela, T., Manqele, N., & Erasmus, M. (2024). The Impact of Improper Waste Disposal on Human Health and the Environment: A Case of Umgungundlovu District in KwaZulu-Natal Province, South Africa. Frontiers in Sustainability, 5, 1386047. DOI: https://doi.org/10.3389/frsus.2024.1386047

Ek, C., & Söderberg, M. (2024). Norm-Based Feedback on Household Waste: Large-Scale Field Experiments in Two Swedish Municipalities. Journal of Public Economics, 238, 105191. DOI: https://doi.org/10.1016/j.jpubeco.2024.105191

Lian, H., Wang, D., & Li, H. (2020). Waste Sorting and Its Effects on Carbon Emission Reduction: Evidence from China. Chinese Journal of Population Resources and Environment, 18(1), 26–34. DOI: https://doi.org/10.1016/j.cjpre.2020.03.004

Liu, Q., Xu, Q., Shen, X., Chen, B., & Esfahani, S. S. (2022). The Mechanism of Household Waste Sorting Behaviour—A Study of Jiaxing, China. International Journal of Environmental Research and Public Health, 19(4), 2447. DOI: https://doi.org/10.3390/ijerph19042447

Pan, J., & Liu, P. (2024). Exploring Waste Separation Using an Extended Theory of Planned Behavior: A Comparison Between Adults and Children. Frontiers in Psychology, 15, 1337969. DOI: https://doi.org/10.3389/fpsyg.2024.1337969

He, J., Yu, Z., & Fukuda, H. (2021). Extended Theory of Planned Behavior for Predicting the Willingness to Pay for Municipal Solid Waste Management in Beijing. Sustainability, 13(24), 13902. DOI: https://doi.org/10.3390/su132413902

Syed, S., Acquaye, A., Khalfan, M. M., Obuobisa-Darko, T., & Yamoah, F. A. (2024). Decoding Sustainable Consumption Behavior: A Systematic Review of Theories and Models and Provision of a Guidance Framework. Resources, Conservation and Recycling Advances, 23, 200232. DOI: https://doi.org/10.1016/j.rcradv.2024.200232

Nassani, A. A., Hussain, H., Condrea, E., Grigorescu, A., Yousaf, Z., & Haffar, M. (2023). Zero Waste Management: Investigation of Green Technology, the Green Supply Chain, and the Moderating Role of CSR Intentions. Sustainability, 15(5). DOI: https://doi.org/10.3390/su15054192

Hin, L. C., Hameed, V. A., Vasudavan, H., & Rana, M. E. (2021). An Intelligent Smart Bin for Waste Management. Proceedings of the 2021 IEEE Mysore Sub Section International Conference (MysuruCon 2021), 227–231. DOI: https://doi.org/10.1109/MysuruCon52639.2021.9641552

Liang, H., Wu, Z., & Du, S. (2024). Study on the Impact of Environmental Awareness, Health Consciousness, and Individual Basic Conditions on the Consumption Intention of Green Furniture. Sustainable Futures, 8, 100245. DOI: https://doi.org/10.1016/j.sftr.2024.100245

Gade, D. S. (2021). Reinventing Smart Water Management System Through ICT and IoT Driven Solution for Smart Cities. International Journal of Applied Engineering and Management Letters, 5(1), 132–151. DOI: https://doi.org/10.47992/IJAEML.2581.7000.0108

Concari, A. (2023). Understanding Waste Separation Behavior Through the Application of an Extended Form of the Theory of Planned Behavior (TPB). Thesis/Dissertation.

Debrah, J. K., Vidal, D. G., & Dinis, M. A. P. (2021). Raising Awareness on Solid Waste Management Through Formal Education for Sustainability: A Developing Countries Evidence Review. Recycling, 6(1), 6. DOI: https://doi.org/10.3390/recycling6010006

Ulhasanah, N., Suhardono, S., Lee, C. H., Faza, A. S., Zahir, A., & Suryawan, I. W. K. (2025). Modelling Participation in Waste Bank Initiatives at Public Transport Hubs to Advance Circular Economy Development. Discover Sustainability, 6(1). DOI: https://doi.org/10.1007/s43621-025-00702-1

Suhardono, S., Lee, C. H., Thuy Phan, T. T., & Suryawan, I. W. K. (2025). Resident Action in Smart Waste Management During Landfill Disclosure Transition: Insights from Yogyakarta’s Smart City Initiatives. Cleaner Production Letters, 8, 100087. DOI: https://doi.org/10.1016/j.clpl.2025.100087

Zhang, Z., Chen, Z., Zhang, J., Liu, Y., Chen, L., Yang, M., et al. (2024). Municipal Solid Waste Management Challenges in Developing Regions: A Comprehensive Review and Future Perspectives for Asia and Africa. Science of the Total Environment, 930, 172794. DOI: https://doi.org/10.1016/j.scitotenv.2024.172794

Anokye, K., Darko, A. O., Agyemang, P., Adjei, L. K., Ayeriga, M. W., Biyogue, D. N., et al. (2025). Waste and Well-Being: Examining Waste Management Challenges and Disease Burden Among Marginalized Populations in Ghana. Social Sciences & Humanities Open, 12, 101739. DOI: https://doi.org/10.1016/j.ssaho.2025.101739

Yue, J., Chen, S., & Weng, Z. (2025). Rural Household Garbage Sorting for Sustainable Development: Contributing to Substantial Health Improvements in China. Sustainability, 17(10). DOI: https://doi.org/10.3390/su17104356

Hussain, D. I., Elomri, D. A., Kerbache, D. L., & Omri, D. A. E. (2024). Smart City Solutions: Comparative Analysis of Waste Management Models in IoT-Enabled Environments Using Multiagent Simulation. Sustainable Cities and Society, 103, 105247. DOI: https://doi.org/10.1016/j.scs.2024.105247

Published
2026-07-01
How to Cite
E. Ernyasih, N. Nelfiyanti, Samsul Ma’arif, E., Fahreza Ismanto, A., Lutfia Hasanah, D., & Daruki, D. (2026). Behavioral Determinants of Environmental Health Impacts in IoT-Enabled Waste Management: Evidence from Greater Jakarta Urban Households. Journal of Public Health and Pharmacy, 6(2), 215-227. https://doi.org/10.56338/jphp.v6i2.8682
Section
Articles

Most read articles by the same author(s)