IMPACT OF COVID-19 PANDEMIC ON MUNICIPAL SOLID WASTE IN BANGKOK, 2019-2024: AN INTERRUPTED TIME SERIES ANALYSIS
Main Article Content
Abstract
The COVID-19 pandemic altered consumption behavior and waste generation patterns in major cities worldwide. Quantitative studies in Bangkok remain limited. This study aims to assess the impact of COVID-19 on per-capita waste generation in Bangkok using Interrupted Time Series (ITS) analysis, comparing pre-, during-, and post-pandemic periods. Monthly waste data from 50 Bangkok districts (October 2010–September 2024, n = 175 months) were analyzed using segmented linear regression with Newey-West HAC standard errors (maxlags = 12). Three intervention points were specified: plastic bag ban (January 2020), COVID-19 onset (February 2020), and 4-plastic ban (January 2022). Analysis was performed in Python 3.12. Mean per-capita waste declined from 1.874 kg/person/day pre-COVID to 1.537 kg/person/day during the pandemic (−18.0%). ITS analysis revealed an immediate level decrease of −0.230 kg/person/day attributable to COVID-19 (p = 0.078), with a subsequent increasing trend of +0.105 kg/person/month (p = 0.104). COVID-19 significantly altered Bangkok's waste generation patterns with an initial decline followed by recovery. These findings have implications for public health emergency preparedness and waste management planning.
Article Details

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Any articles and comments This journal is the opinion of the author. The Faculty of Physical Education doesn't always have to agree. Anyone wishing to publish or distribute a message must obtain direct permission from the author.
References
Arif, I., Shourove, J. H., Sarker, T., Rahman, M. M., & Islam, G. M. R. (2024). Food purchase and consumption behavior during the COVID-19 pandemic lockdown in Bangladesh: Association between sociodemographic composition. BMC Public Health, 24(1), Article 2943. https://doi.org/10.1186/s12889-024-19982-w.
Bernal, J. L., Cummins, S., & Gasparrini, A. (2017). Interrupted time series regression for the evaluation of public health interventions: A tutorial. International Journal of Epidemiology, 46(1), 348–355. https://doi.org/10.1093/ije/dyw098
Chiemchaisri, C., Juanga, J. P., & Visvanathan, C. (2007). Municipal solid waste management in Thailand and disposal emission inventory. Environmental Monitoring and Assessment, 135(1–3), 13–20. https://doi.org/10.1007/s10661-007-9707-1
Das, A. K., Islam, M. N., Billah, M. M., & Sarker, A. (2021). COVID-19 pandemic and healthcare solid waste management strategy – A mini-review. Science of the Total Environment, 778, Article 146220. https://doi.org/10.1016/j.scitotenv.2021.146220
Kontopantelis, E., Doran, T., Springate, D. A., Buchan, I., & Reeves, D. (2015). Regression based quasi-experimental approach when randomisation is not an option: Interrupted time series analysis. BMJ, 350, Article h2750. https://doi.org/10.1136/bmj.h2750
Kulkarni, B. N., & Anantharama, V. (2020). Repercussions of COVID-19 pandemic on municipal solid waste management: Challenges and opportunities. Science of the Total Environment, 743, Article 140693. https://doi.org/10.1016/j.scitotenv.2020.140693
Kumar, A., Kumar, V., Jena, C. K., Bist, S., & Soni, V. K. (2025). Effects of nationwide COVID-19 lockdown on fossil fuel and biomass burning emissions in India. Aerosol Science and Engineering. https://doi.org/10.1007/s41810-025-00322-3
Mabayo, V. I. F. (2025). The politics of banning plastics: Lessons in policy effectiveness, public perception, and unintended consequences in select Southeast Asian countries. GeoJournal, 90(6), Article 289. https://doi.org/10.1007/s10708-025-11539-7
Mahmud, T. S., Ng, K. T. W., Karimi, N., Adusei, K. K., & Pizzirani, S. (2022). Evolution of COVID-19 municipal solid waste disposal behaviors using epidemiology-based periods defined by World Health Organization guidelines. Sustainable Cities and Society, 87, Article 104219. https://doi.org/10.1016/j.scs.2022.104219
Menikpura, S. N. M., Sang-Arun, J., & Bengtsson, M. (2013). Integrated solid waste management: An approach for enhancing climate co-benefits through resource recovery. Journal of Cleaner Production, 58, 34–42. https://doi.org/10.1016/j.jclepro.2013.03.012
Monteiro, B., Galhardo, A., Cunha, M., & Pinto-Gouveia, J. (2025). Beyond surviving: The power of human connection and activities in dealing with COVID-19 lockdown. Current Psychology, 44(8), 7538–7550. https://doi.org/10.1007/s12144-024-07267-9
Morais, L. S. R., Campos, M. A. S., Baumann, L. R. F., & Cobacho, R. (2026). Impact of COVID-19 mild lockdowns on residential water consumption: Evidence from Brazil. H2Open Journal, Article 100008. https://doi.org/10.1016/j.htopen.2026.100008
Nalbandian, A., Sehgal, K., Gupta, A., Madhavan, M. V., McGroder, C., Stevens, J. S., Cook, J. R., Nordvig, A. S., Shalev, D., Sehrawat, T. S., Ahluwalia, N., Bikdeli, B., Dietz, D., Der-Nigoghossian, C., Liyanage-Don, N., Rosner, G. F., Bernstein, E. J., Mohan, S., Beckley, A. A., … Wan, E. Y. (2021). Post-acute COVID-19 syndrome. Nature Medicine, 27(4), 601–615. https://doi.org/10.1038/s41591-021-01283-z
Olawade, D. B., Wada, O. Z., Ore, O. T., Clement David-Olawade, A., Esan, D. T., Egbewole, B. I., & Ling, J. (2024). Trends of solid waste generation during COVID-19 pandemic: A review. Waste Management Bulletin, 1(4), 93–103. https://doi.org/10.1016/j.wmb.2023.10.002
Prata, J. C., Silva, A. L. P., Walker, T. R., Duarte, A. C., & Rocha-Santos, T. (2020). COVID-19 pandemic repercussions on the use and management of plastics. Environmental Science & Technology, 54(13), 7760–7765. https://doi.org/10.1021/acs.est.0c02178
Raman, R., Patel, K. J., & Ranjan, K. (2021). COVID-19: Unmasking emerging SARS-CoV-2 variants, vaccines and therapeutic strategies. Biomolecules, 11(7), Article 993. https://doi.org/10.3390/biom11070993
Wagner, A. K., Soumerai, S. B., Zhang, F., & Ross-Degnan, D. (2002). Segmented regression analysis of interrupted time series studies in medication use research. Journal of Clinical Pharmacy and Therapeutics, 27(4), 299–309. https://doi.org/10.1046/j.1365-2710.2002.00430.x
Wilson, D. C., Velis, C., & Cheeseman, C. (2006). Role of informal sector recycling in waste management in developing countries. Habitat International, 30(4), 797–808. https://doi.org/10.1016/j.habitatint.2005.09.005
Xue, H., Li, X., Yang, Y., Liu, Y., & Geng, X. (2024). Social media heterogeneity and preventive behaviours
during the COVID-19 outbreak: A survey on online shopping. BMC Public Health, 24(1), Article 1193.