an official journal of: published by:
an official journal of: published by:
Editor in Chief: RAFFAELLO COSSU

ANALYZING WASTE PREVENTION BEHAVIORS BY APPLYING AN ABMS FRAMEWORK

  • Evelin Ribeiro Rodrigues - Center for Environmental Studies and Research, State University of Campinas, Brazil
  • Ana Paula Bortoleto - Department of Infrastructure and Environment, Faculty of Civil Engineering, Architecture and Urban Planning, State University of Campinas, Brazil

Released under CC BY-NC-ND

Copyright: © 2022 CISA Publisher


Abstract

Nature and society have undergone fast and intense changes in the last decades. Consumption is expanding at a hyperbolic rate. Technological innovation has bypassed some environmental problems, but it is hardly sufficient to solve them. As a result, understanding the factors related to people's behavior is imperative when finding a novel approach for intervention policies that can effectively alleviate environmental impacts caused by human activities. A promising alternative to designing waste prevention (WP) policies is to develop strategies to endure behavioral change through collective actions. This paper briefly reviews some WP status worldwide and highlights the possibility of using agent-based modeling and simulation (ABMS) to plan WP policies and programs. ABMS enables a more in-depth analysis since experiments with a large sample in real situations are financial, temporal, and social cost-demanding. Preliminary results show an influence of the social norm on the adoption of reusable bags by individuals with medium and lower pro-environmental motivations. Understanding these dynamics relations in which WP policy is embedded makes it possible to forecast future waste generation and composition scenarios. Also, a framework for planning WP with ABMS is proposed.

Keywords


Editorial History

  • Received: 01 Jul 2022
  • Revised: 13 Oct 2022
  • Accepted: 03 Nov 2022
  • Available online: 20 Dec 2022

References

Abar, S., Theodoropoulos, G. K., Lemarinier, P., & O’Hare, G. M. P. (2017). Agent Based Modelling and Simulation tools: A review of the state-of-art software. Computer Science Review, 24, 13–33.
DOI 10.1016/j.cosrev.2017.03.001

Ahanchian, M., & Biona, J. B. M. (2017). Modeling rational, psychological, and social behavior toward diffusion of new technology using agent-based simulation: The case of the public utility jeepney (PUJ) fleet in Metro Manila. Adaptive Behavior, 25(4), 165–183.
DOI 10.1177/1059712317716264

Ariely, D., Bracha, A., & Meier, S. (2009). Doing Good or Doing Well? Image Motivation and Monetary Incentives in Behaving Prosocially. American Economic Review, 99(1), 544–555.
DOI 10.1257/aer.99.1.544

Australia. (2018). National Waste Policy. Department of Agriculture, Water and the Environment. http://www.environment.gov.au/

Azar, E., & Menassa, C. C. (2014). Framework to Evaluate Energy-Saving Potential from Occupancy Interventions in Typical Commercial Buildings in the United States. JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 28(1), 63–78.
DOI 10.1061/(ASCE)CP.1943-5487.0000318

Banos, A., Lang, C., & Marilleau, N. (2015). Agent-Based Spatial Simulation with NetLogo Volume 1. Elsevier. http://sbiproxy.uqac.ca/login?url=http://international.scholarvox.com/book/88829510

Barbuto, A., Lopolito, A., Scaringelli, M. A., & Giannoccaro, G. (2017). The role of social networks in the diffusion of bio-waste products: The case of mulching films derived from organic waste in Province of Foggia. In Food Waste Reduct. And Valoris.: Sustain. Assess. And Policy Anal. (pp. 279–301). Springer International Publishing; Scopus.
DOI 10.1007/978-3-319-50088-1_14

Bartl, A. (2020). The circular economy package of the European Union: Are new paths being taken or is it an old story? Detritus, 12, 12–17.
DOI 10.31025/2611-4135/2020.13991

Bicchieri, C. (2017). Norms in the wild: How to diagnose, measure, and change social norms. Oxford University Press

Bicchieri, C., Muldoon, R., & Sontuoso, A. (2018). Social Norms. Center for the Study of Language and Information (CSLI), Stanford Universitymbridge University Press

Bond, T., & Fox, C. (2007). Applying the Rasch Model: Fundamental Measurement in the Human Sciences, Second Edition (2nd ed.). Psychology Press.
DOI 10.4324/9781410614575

Bortoleto, A. P. (2015). Waste Prevention Policy and Behaviour: New Approaches to Reducing Waste Generation and Its Environmental Impacts (1st ed., Vol. 1). Routledge, Taylor and Francis Group

Bortoleto, A. P., Kurisu, K. H., & Hanaki, K. (2012). Model development for household waste prevention behaviour. Waste Management, 32(12), 2195–2207.
DOI 10.1016/j.wasman.2012.05.037

Bourgais, M. (2018). Vers des agents cognitifs, affectifs et sociaux dans la simulation [Thesis in Computer Science]. Normandie Université

Law No. 12,305, August 2nd, 2010. Institutes the Brazilian Solid Waste Policy; amends Law No. 9,605 of February 12, 1998; and makes other arrangements., no. 12,305/2010 (2010). http://www.planalto.gov.br/ccivil_03/_ato2007-2010/2010/lei/l12305.htm

Bravo, G., Vallino, E., Cerutti, A. K., & Pairotti, M. B. (2013). Alternative scenarios of green consumption in Italy: An empirically grounded model. ENVIRONMENTAL MODELLING & SOFTWARE, 47, 225–234.
DOI 10.1016/j.envsoft.2013.05.015

Cecere, G., Mancinelli, S., & Mazzanti, M. (2014). Waste prevention and social preferences: The role of intrinsic and extrinsic motivations. Ecological Economics, 107, 163–176.
DOI 10.1016/j.ecolecon.2014.07.007

Ceschi, A., Sartori, R., Dickert, S., Scalco, A., Tur, E. M., Tommasi, F., & Delfini, K. (2021). Testing a norm-based policy for waste management: An agent-based modeling simulation on nudging recycling behavior. Journal of Environmental Management, 10.
DOI 10.1016/j.jenvman.2021.112938

Chung, A., & Rimal, R. N. (2016). Social norms: A review. Review of Communication Research, 4(1), 1–28.
DOI 10.12840/issn.2255-4165.2016.04.01.008

Cialdini, R., Reno, R., & Kallgren, C. (1990). A Focus Theory of Normative Conduct: Recycling the Concept of Norms to Reduce Littering in Public Places. Journal of Personality and Social Psychology, 58(6), 1015–1026.
DOI 10.4135/9781412974615.n8

Corsini, F., Gusmerotti, N. M., Testa, F., & Iraldo, F. (2018). Exploring waste prevention behaviour through empirical research. Waste Management, 79, 132–141. Scopus.
DOI 10.1016/j.wasman.2018.07.037

de Groot, J., Abrahamse, W., & Jones, K. (2013). Persuasive Normative Messages: The Influence of Injunctive and Personal Norms on Using Free Plastic Bags. Sustainability, 5(5), 1829–1844.
DOI 10.3390/su5051829

Delcea, C., Cotfas, L.-A., Trică, C., Crăciun, L., & Molanescu, A. (2019). Modeling the Consumers Opinion Influence in Online Social Media in the Case of Eco-friendly Products. Sustainability, 11(6), 1796.
DOI 10.3390/su11061796

DIDC. (n.d.). Metadados—Banco de Dados Espaciais de Campinas. https://informacao-didc.campinas.sp.gov.br/metadados.php

Domingo, L., & Melchor, D. (2022). Designing out waste: Which levelers for local authorities? Procedia CIRP, 105, 535–540.
DOI 10.1016/j.procir.2022.02.089

Du, J., & Wang, Q. (2011). Exploring Reciprocal Influence between Individual Shopping Travel and Urban Form: Agent-Based Modeling Approach. JOURNAL OF URBAN PLANNING AND DEVELOPMENT-ASCE, 137(4), 390–401.
DOI 10.1061/(ASCE)UP.1943-5444.0000084

EEA - European Environment Agency. (2017). Waste prevention in Europe: Policies, status and trends in 2017 (p. 66)

EEA - European Environment Agency. (2019). Preventing plastic waste in Europe (p. 62). https://www.eea.europa.eu/publications/preventing-plastic-waste-in-europe

EEA - European Environment Agency. (2021). Guidance for evaluating waste prevention programmes- Guidelines by the EEA and Eionet. 26

EIA - Environmental Investigation Agency. (2020). Plastic Pollution Prevention in Pacific Island Countries: Gap analysis of current legislation, policies and plans (p. 64). https://reports.eia-international.org/wp-content/uploads/sites/6/2020/09/Plastic-Prevention-Gap-Analysis-2020.pdf

Eppel, S., Sharp, V., & Davies, L. (2013). A review of Defra’s approach to building an evidence base for influencing sustainable behaviour. Resources, Conservation and Recycling, 79, 30–42.
DOI 10.1016/j.resconrec.2013.06.001

European Commission. (2012). Preparing a waste prevention programme—Guidance document (p. 62). European Commission Directorate-General Environment

European Commission. (2022). Circular economy action plan. Environment. https://environment.ec.europa.eu/strategy/circular-economy-action-plan_en

Fell, D., Cox, J., & Wilson, D. C. (2010). Future waste growth, modelling and decoupling. Waste Management and Research, 28(3), 281–286. Scopus.
DOI 10.1177/0734242X10361512

Gilbert, G. N., & Troitzsch, K. G. (2005). Simulation for the social scientist (2nd ed). Open University Press

Gilbert, N. (2008). Agent-based models. SAGE Publications, Inc.,
DOI 10.4135/9781412983259

Gilli, M., Nicolli, F., & Farinelli, P. (2018). Behavioural attitudes towards waste prevention and recycling. Ecological Economics, 154, 294–305.
DOI 10.1016/j.ecolecon.2018.08.009

Government of South Australia. (2020). Evaluation of South Australia’s Waste Strategy 2015-2020 and draft ‘South Australia’s Waste Strategy 2020-2025: A vision for a circular economy.’

Hackel, L. M., Mende-Siedlecki, P., Loken, S., & Amodio, D. (2020). Context-dependent learning in social interaction: Trait impressions support flexible social choices [Preprint]. PsyArXiv.
DOI 10.31234/osf.io/symrj

Haken, H., & Portugali, J. (2015). A Complexity Theory Approach to Information. In H. Haken & J. Portugali (Eds.), Information Adaptation: The Interplay Between Shannon Information and Semantic Information in Cognition (pp. 31–41). Springer International Publishing.
DOI 10.1007/978-3-319-11170-4_4

Hardin, G. (1968). The Tragedy of the Commons. Science, 162(3859), 1243–1248.
DOI 10.1126/science.162.3859.1243

Heath, B., Hill, R., & Ciarallo, F. (2009). A Survey of Agent-Based Modeling Practices (January 1998 to July 2008). 35

Holland, J. H. (1992). Complex Adaptive Systems. Daedalus, 121(1,), 17–30

Horne, C. (2018). Norms. Oxford Bibliographies. https://www.oxfordbibliographies.com/view/document/obo-9780199756384/obo-9780199756384-0091.xml

Hou, C., & Sarigöllü, E. (2021). Waste prevention by consumers’ product redistribution: Perceived value, waste minimization attitude and redistribution behavior. Waste Management, 132, 12–22.
DOI 10.1016/j.wasman.2021.07.009

Hutner, P., Thorenz, A., & Tuma, A. (2017). Waste prevention in communities: A comprehensive survey analyzing status quo, potentials, barriers and measures. Journal of Cleaner Production, 141, 837–851.
DOI 10.1016/j.jclepro.2016.09.156

Law No. 110/2000. The Basic Law for Establishing the Recycling-based Society, (2000) (testimony of Japan). https://www.env.go.jp/recycle/low-e.html

Johansson, N., & Corvellec, H. (2018). Waste policies gone soft: An analysis of European and Swedish waste prevention plans. Waste Management, 77, 322–332.
DOI 10.1016/j.wasman.2018.04.015

Kaiser, F. G., & Wilson, M. (2004). Goal-directed conservation behavior: The specific composition of a general performance. Personality and Individual Differences, 36(7), 1531–1544.
DOI 10.1016/j.paid.2003.06.003

Kaza, S., Yao, L. C., Bhada-Tata, P., & Van Woerden, F. (2018). What a Waste 2.0: A Global Snapshot of Solid Waste Management to 2050. World Bank.
DOI 10.1596/978-1-4648-1329-0

Keizer, K., & Schultz, P. W. (2013). Social norms and pro-environmental behavior. In Environmental Psychology: An introduction (1st ed., pp. 153–164). BPS Blackwell

Klügl, F. (2016). Agent-Based Simulation Engineering [Habilitation thesis, Örebro University, School of Science and Technology]. https://www.diva-portal.org/smash/record.jsf?pid=diva2%3A910313&dswid=6325

Kurisu, K. H., & Bortoleto, A. P. (2011). Comparison of waste prevention behaviors among three Japanese megacity regions in the context of local measures and socio-demographics. Waste Management, 31(7), 1441–1449.
DOI 10.1016/j.wasman.2011.03.008

Lange, F., & Dewitte, S. (2019). Measuring pro-environmental behavior: Review and recommendations. Journal of Environmental Psychology, 63, 92–100.
DOI 10.1016/j.jenvp.2019.04.009

Lavagnolo, M. C. (2020). “CLOSING THE LOOP” OF THE CIRCULAR ECONOMY AND COVID19. Detritus, 10, 1–2.
DOI 10.31025/2611-4135/2020.13949

Li, D., Zhao, L., Ma, S., Shao, S., & Zhang, L. (2019). What influences an individual’s pro-environmental behavior? A literature review. Resources, Conservation and Recycling, 146, 28–34.
DOI 10.1016/j.resconrec.2019.03.024

Liu, L., Liang, Y., Song, Q., & Li, J. (2017). A review of waste prevention through 3R under the concept of circular economy in China. Journal of Material Cycles and Waste Management, 19(4), 1314–1323.
DOI 10.1007/s10163-017-0606-4

Luo, M., Song, X., Hu, S., & Chen, D. (2019a). Towards the sustainable development of waste household appliance recovery systems in China: An agent-based modeling approach. Journal of Cleaner Production, 220, 431–444.
DOI 10.1016/j.jclepro.2019.02.128

McDowall, W., Geng, Y., Huang, B., Barteková, E., Bleischwitz, R., Türkeli, S., Kemp, R., & Doménech, T. (2017). Circular Economy Policies in China and Europe: Circular Economy Policies in China and Europe. Journal of Industrial Ecology, 21(3), 651–661.
DOI 10.1111/jiec.12597

Meng, X., Wen, Z., & Qian, Y. (2018). Multi-agent based simulation for household solid waste recycling behavior. Resources, Conservation and Recycling, 128, 535–545.
DOI 10.1016/j.resconrec.2016.09.033

Minelgaitė, A., & Liobikienė, G. (2019). Waste problem in European Union and its influence on waste management behaviours. Science of The Total Environment, 667, 86–93.
DOI 10.1016/j.scitotenv.2019.02.313

Moon, Y. B. (2017). Simulation modelling for sustainability: A review of the literature. International Journal of Sustainable Engineering, 10(1), 2–19.
DOI 10.1080/19397038.2016.1220990

Nassehi, A., & Colledani, M. (2018). A multi-method simulation approach for evaluating the effect of the interaction of customer behaviour and enterprise strategy on economic viability of remanufacturing. CIRP Annals, 67(1), 33–36. Scopus.
DOI 10.1016/j.cirp.2018.04.016

New Zealand. (2019). Single-use plastic shopping bag ban. Ministry for the Environment

NZWC - National Zero Waste Council. (2021). Waste Prevention: The Environmental and economics benefits for Canada. http://www.nzwc.ca/Documents/NZWC-WastePreventionReport.pdf

OECD – Organisation for Economic Co-operation and Development. (2000). Reference Manual on Strategic Waste Prevention—ENV/EPOC/PPC(2000)5/FINAL

Peñaloza, L. M. (2018). Descubra se o uso de sacolas plásticas NÃO é regulamentado em seu país—Correios Latino-Americanos. https://latinamericanpost.com/es/22621-conoce-si-en-tu-pais-no-se-regula-el-uso-de-bolsas-plasticas

Pires, A., Martinho, G., Rodrigues, S., & Gomes, M. I. (2019). Sustainable Solid Waste Collection and Management. Springer International Publishing.
DOI 10.1007/978-3-319-93200-2

Rai, V., & Henry, A. D. (2016). Agent-based modelling of consumer energy choices. Nature Climate Change, 6(6), 556–562.
DOI 10.1038/nclimate2967

Raihanian Mashhadi, A., & Behdad, S. (2018). Environmental impact assessment of the heterogeneity in consumers’ usage behavior: An agent-based modeling approach. Journal of Industrial Ecology, 22(4), 706–719. Scopus.
DOI 10.1111/jiec.12622

Rangoni, R., & Jager, W. (2017). Social Dynamics of Littering and Adaptive Cleaning Strategies Explored Using Agent-Based Modelling. Journal of Artificial Societies and Social Simulation, 20(2), 1.
DOI 10.18564/jasss.3269

Ribeiro-Rodrigues, E., Bortoleto, A. P., & Costa Fracalanza, B. (2021). Exploring the influence of contextual and sociodemographic factors on waste prevention behaviour—The case of Campinas, Brazil. Waste Management, 135, 208–219.
DOI 10.1016/j.wasman.2021.09.002

Rodrigues, A., Assmar, E. M. L., & Jablonski, B. (2015). Psicologia Social (32nd ed.). Editora Vozes

Sakai, S., Yano, J., Hirai, Y., Asari, M., Yanagawa, R., Matsuda, T., Yoshida, H., Yamada, T., Kajiwara, N., Suzuki, G., Kunisue, T., Takahashi, S., Tomoda, K., Wuttke, J., Mählitz, P., Rotter, V. S., Grosso, M., Astrup, T. F., Cleary, J., … Moore, S. (2017). Waste prevention for sustainable resource and waste management. Journal of Material Cycles and Waste Management, 19(4), 1295–1313.
DOI 10.1007/s10163-017-0586-4

Sattlegger, L. (2019). From zero waste lifestyle to a garbage-free society? – The limits of waste avoidance in a growth-based society. Plastx. http://www.plastx.org/1288-from-zero-waste-lifestyle-to-a-garbage-free-society-the-limits-of-waste-avoidance-in-a-growth-based-society

Scalco, A., Ceschi, A., Shiboub, I., Sartori, R., Frayret, J.-M., & Dickert, S. (2017). The Implementation of the Theory of Planned Behavior in an Agent-Based Model for Waste Recycling: A Review and a Proposal. In A. Alonso-Betanzos, N. Sánchez-Maroño, O. Fontenla-Romero, J. G. Polhill, T. Craig, J. Bajo, & J. M. Corchado (Eds.), Agent-Based Modeling of Sustainable Behaviors (pp. 77–97). Springer International Publishing.
DOI 10.1007/978-3-319-46331-5_4

Shi, Y., Zhai, G., Xu, L., Zhou, S., Lu, Y., Liu, H., & Huang, W. (2021). Assessment methods of urban system resilience: From the perspective of complex adaptive system theory. Cities, 112, 103141.
DOI 10.1016/j.cities.2021.103141

Sjöström, O., & Holst, D. (2002). Validity of a questionnaire survey: Response patterns in different subgroups and the effect of social desirability. Acta Odontologica Scandinavica, 60(3), 136–140.
DOI 10.1080/000163502753740133

SNIS -Sistema Nacional de Informações sobre Saneamento. (2019). Indicadores Municipais—Resíduos Sólidos Urbanos. https://app.powerbi.com/view?r=eyJrIjoiNGVkYTRiZTktMGUwZS00OWFiLTgwNWYtNGQ3Y2JlZmJhYzFiIiwidCI6IjJiMjY2ZmE5LTNmOTMtNGJiMS05ODMwLTYzNDY3NTJmMDNlNCIsImMiOjF9

Spaargaren, G., & Mol, A. P. J. (1992). Sociology, environment, and modernity: Ecological modernization as a theory of social change. Society & Natural Resources, 5(4), 323–344.
DOI 10.1080/08941929209380797

Steg, L., Van den Berg, A., & De Groot, J. (2013). Environmental Psychology: An Introduction. British Psychological Society and John Wiley & Sons, Ltd

Stegmann, R. (2021). A NEW DISCIPLINE: WASTE PREVENTION MANAGEMENT. Detritus, 16, 1–4.
DOI 10.31025/2611-4135/2021.15124

Tailandier, P., Gaudou, B., Huynh, Q. N., Marilleau, N., Caillou, P., Philippon, D., & Drogoul, A. (2018). Building, composing and experimenting complex spatial models with the GAMA platform. Geoinformatica, 23, 299–322.
DOI 10.1007/s10707-018-00339-6

Truelove, H. B., & Gillis, A. J. (2018). Perception of pro-environmental behavior. Global Environmental Change, 49, 175–185.
DOI 10.1016/j.gloenvcha.2018.02.009

Tucker, P., & Douglas, P. (2007). Understanding household waste prevention behaviour. Final Report. (p. 23)

UNEP - UNEP - United Nations Environment Programme. (2017). Asia waste management outlook (p. 328). http://hdl.handle.net/20.500.11822/27289

UNEP - United Nations Environment Programme. (2018a). Africa waste management outlook (p. 224). https://www.unep.org/ietc/resources/publication/africa-waste-management-outlook

UNEP - United Nations Environment Programme. (2018b). Waste Management Outlook for Latin America and the Caribbean (p. 133). https://www.unep.org/resources/report/waste-management-outlook-latin-america-and-caribbean#:~:text=The%20Waste%20Management%20Outlook%20for,economy%2C%20key%20to%20sustainable%20development

UNEP, & Food Industry Asia. (2020). Perceptions on Plastic Waste—Insights, interventions and incentives to action from businesses and consumers in South-East Asia. SEA Circular

UNEP, & GA Circular. (2019). The role of packaging regulations and standards in driving the circular economy (p. 46)

United Nations. (2022). The 17 goals Sustainable Development. https://sdgs.un.org/goals

US EPA, O. (2016, April 14). United States 2030 Food Loss and Waste Reduction Goal [Overviews and Factsheets]. https://www.epa.gov/sustainable-management-food/united-states-2030-food-loss-and-waste-reduction-goal

Valenzuela, F., & Böhm, S. (2017). Against wasted politics: A critique of the circular economy. Ephemera - Theory & Politics in Organization, 17(1), 38

Von Borgstede, C., Johansson, L.-O., & Nilsson, A. (2013). Social dillemmas/; motivational, individual and structural aspects influencing cooperation. In Environmental Psychology: An Introduction (pp. 176–184). BPS Blackwell

Wiprächtiger, M., Haupt, M., Rapp, M., & Hellweg, S. (2021). Waste not, want not – ambiguities around waste and waste prevention. Resources, Conservation and Recycling, 173, 105742.
DOI 10.1016/j.resconrec.2021.105742

Zacho, K. O., & Mosgaard, M. A. (2016). Understanding the role of waste prevention in local waste management: A literature review. Waste Management & Research, 34(10), 980–994.
DOI 10.1177/0734242X16652958

Zapata, P., & Campos, M. J. Z. (2019). Cities, institutional entrepreneurship and the emergence of new environmental policies: The organizing of waste prevention in the City of Gothenburg, Sweden. Environment and Planning C: Politics and Space, 37(2), 339–359.
DOI 10.1177/2399654418783205

Zarei, M., & Maghrebi, M. (2020). Improving Efficiency of Normative Interventions by Characteristic-Based Selection of Households: An Agent-Based Approach. Journal of Computing in Civil Engineering, 34(1). Scopus.
DOI 10.1061/(ASCE)CP.1943-5487.0000860

Zhang, D., Giabbanelli, P. J., Arah, O. A., & Zimmerman, F. J. (2014). Impact of Different Policies on Unhealthy Dietary Behaviors in an Urban Adult Population: An Agent-Based Simulation Model. American Journal of Public Health, 104(7), 1217–1222.
DOI 10.2105/AJPH.2014.301934

Zhang, N., & Zheng, X. (2019). Agent-based simulation of consumer purchase behaviour based on quality, price and promotion. Enterprise Information Systems, 13(10), 1427–1441. Scopus.
DOI 10.1080/17517575.2019.1654133

Zorpas, A. A., Lasaridi, K., Abeliotis, C., Voukkali, I., Loizia, P., Georgiou, A., Chroni, C., Phanou, K., & Bikaki, N. (2014). Waste prevention campaign regarding the Waste Framework Directive. Fresenius Environmental Bulletin, 23(11), 9