Abstract
In the near future, the waste management sector is expected to reduce substantially the adverse effects of garbage on the environment. However, the increasing complexity of the current waste management systems makes the optimization of the waste management strategies and policies challenging. For this reason, waste prevention is the most desirable goal to achieve. Despite this, low levels of household recycling represent the key factor that complicates the current scenario. Keeping this in mind, the present work investigates the determinants of recycling behavior through the development of an agent-based model. Particularly, we examined what would induce households to increase the probability to engage in recycling behaviors on the base of the individual attitude and sensitivity to social norms. The Theory of Planned Behavior (TPB) has been implemented as agents’ cognitive model in environmental studies with the aim to predict recycling outcomes. Furthermore, in order to increase the realism of the simulation and the adherence of the model with the theory, we followed two strategies: firstly, we used real data to model a city district (Diong, Internship Report: Integrated Waste Management in Kaohsiung City, 2012). Secondly, we made use of the coefficients of the structural equation model presented in the work by Chu and Chiu (J Appl Soc Psychol 33(3):604–626, 2003) to build the agents’ cognitive model. As a whole, the results are in line with literature on descriptive social norms. Furthermore, the results indicate that the introduction of descriptive social norms represents a valuable strategy for public policies to improve household recycling: however, injunctive social norms are needed first.
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References
United Nations - Department of Economic and Social Affair: World Population Prospects: The 2012 Revision (2014)
Rousta, K., Richards, T., Taherzadeh, T.J.: An overview of solid waste management toward zero landfill: a swedish model. In: Taherzadeh, M.J., Richards, T. (eds.) Resource Recovery to Approach Zero Municipal Waste, pp. 1–22. CRC Press (by Taylor & Francis Group), Boca Raton (2016)
European Commission: Life and Waste Recycling: Innovative Waste Management Options in Europe (2007)
Psomopoulos, C.S., Bourka, A., Themelis, N.J.: Waste-to-energy: a review of the status and benefits in USA. Waste Manag. 29(5), 1718–1724 (2009)
Rousta, K., Dahlén, L.: Source separation of household waste: technology and social aspects. In: Taherzadeh, M.J., Richards T. (eds.), Resource Recovery to Approach Zero Municipal Waste, pp. 64–75. CRC Press (by Taylor & Francis Group), Boca Raton (2016)
Sundqvist, J.: How Should Municipal Solid Waste Be Treated—A System Study of Incineration, Material Recycling, Anaerobic Digestion and Composting. IVL Swedish Environmental Research Institute, Sweden (2005)
Tobias, R., Brugger, A., Mosler, H.-J.: Developing strategies for waste reduction by means of tailored interventions in Santiago de Cuba. Environ. Behav. 41(6), 836–865 (2009)
Edmonds, B.: Agent-based social simulation and its necessity for understanding socially embedded phenomena. In: Conte, R., Andrighetto, G., Campenni, M. (eds.) Minding Norms: Mechanisms and Dynamics of Social Order in Agent Societies (2013)
Gilbert, N., Troitzsch, K.G.: Simulation for the Social Scientist, 2nd edn. Open University Press, Maidenhead (2005)
Hughes, H.P.N., Clegg, C.W., Robinson, M.A., Crowder, R.M.: Agent-based modelling and simulation: the potential contribution to organizational psychology. J. Occup. Org. Psychol. 85(3), 487–502 (2012)
Ajzen, I.: The theory of planned behavior. Organ. Behav. Hum. Decis. Process. 50(2), 179–211 (1991)
Schwarz, N., Ernst, A.: Technological forecasting & social change agent-based modeling of the diffusion of environmental innovations - an empirical approach. Technol. Forecasting Soc. Change 76(4), 497–511 (2009)
Chu, P.Y., Chiu, J.F.: Factors influencing household waste recycling behavior: test of an integrated model. J. Appl. Soc. Psychol. 33(3), 604–626 (2003)
Garson, G.D.: Computerized simulation in the social sciences. A survey and evaluation. Simul. Gaming 40(2), 267–279 (2009)
Cialdini, R.B., Trost, M.R.: Social influence: social norms, conformity, and compliance. In: The Handbook of Social Psychology, vol. 2, pp. 151–192. (1998)
Cialdini, R.B., Bator, R.J., Guadagno, R.E.: Normative influences in organizations. In: Thompson, L., Messick, D., Levine, J. (eds.) Shared Cognition in Organizations: The Management of Knowledge, pp. 195–211. Erlbaum, Mahwah (1999)
Aronson, E., O'Leary, M.: The relative effects of models and prompts on energy conservation. J. Environ. Syst. 12, 219–224 (1983)
Festinger, L.: A theory of social comparison processes. Hum. Relat. 7(2), 117–140 (1954)
Göckeritz, S., Schultz, P., Rendón, T., Cialdini, R.B., Goldstein, N.J., Griskevicius, V.: Descriptive normative beliefs and conservation behavior: the moderating roles of personal involvement and injunctive normative beliefs. Eur. J. Soc. Psychol. 40(3), 514–523 (2010)
Cialdini, R.B.: Descriptive social norms as underappreciated sources of social control. Psychometrika 72(2), 263–268 (2007)
Cialdini, R.B., Reno, R.R., Kallgren, C.A.: A focus theory of normative conduct: recycling the concept of norms to reduce littering in public places. J. Pers. Soc. Psychol. 58(6), 1015 (1990)
Cialdini, R.B., Goldstein, N.J.: Social influence: compliance and conformity. Annu. Rev. Psychol. 55, 591–621 (2004)
Demarque, C., Charalambides, L., Hilton, D.J., Waroquier, L.: Nudging sustainable consumption. The use of descriptive norms to promote a minority behavior in a realistic online shopping environment. J. Environ. Psychol. 43, 166–174 (2015)
Brekke, K.A., Kverndokk, S., Nyborg, K.: An economic model of moral motivation. J. Public Econ. 87(9), 1967–1983 (2003)
Savarimuthu, B.T.R., Purvis, M., Purvis, M., Cranefield, S.: Social norm emergence in virtual agent societies. In: Declarative Agent Languages and Technologies IV, vol. 5397. pp. 18–28 (2009)
Jager, W., Janssen, M.: The need for and development of behaviourally realistic agents. In: Proceedings of the 3rd International Conference on Multi-Agent-Based Simulation, vol. II, pp. 36–49 (2003)
Ceschi, A., Dorofeeva, K., Sartori, R., Dickert, S., Scalco, A.: A simulation of householders’ recycling attitudes based on the theory of planned behavior. In: Bajo, J., Hernández, J.Z., Mathieu, P., Campbell, A., Fernández-Caballero, A., Moreno, M.N., Botti, V. (eds.) Advances in Intelligent Systems and Computing, vol. 372, pp. 177–184. Springer, Cham (2015)
Elsenbroich, C., Gilbert, N.: Modelling Norms, 1st edn. Springer, Berlin (2014)
Latané, B.: The psychology of social impact. Am. Psychol. 36(4), 343–356 (1981)
Fishbein, M., Ajzen, I.: Attitudes and voting behavior: an application of the theory of reasoned action. Prog. Appl. Soc. Psychol. 1, 253–313 (1981)
Botetzagias, I., Dima, A.F., Malesios, C.: Extending the theory of planned behavior in the context of recycling: the role of moral norms and of demographic predictors. Resour. Conserv. Recycl. 95, 58–67 (2015)
Chan, L., Bishop, B.: A moral basis for recycling: extending the theory of planned behavior. J. Environ. Psychol. 36, 96–102 (2013)
Cheung, S.F., Chan, D.K., Wong, Z.S.: Reexamining the theory of planned behaviour in understanding waste paper recycling. Environ. Behav. 31(5), 587–617 (1999)
Do Valle, P.O., Rebelo, E., Reis, E., Menezes, J.: Combining behavioral theories to predict recycling involvement. Environ. Behav. 37(3), 364–396 (2005)
Kaiser, F.G., Gutscher, H.: The proposition of a general version of the theory of planned behavior: predicting ecological behavior. J. Appl. Soc. Psychol. 33(3), 586–603 (2003)
Mannetti, L., Pierro, A., Livi, S.: Recycling: planned and self-expressive behaviour. J. Environ. Psychol. 24(2), 227–236 (2004)
Pakpour, A.H., Zeidi, I.M., Emamjomeh, M.M., Asefzadeh, S., Pearson, H.: Household waste behaviours among a community sample in Iran: an application of the theory of planned behaviour. Waste Manag. 34(6), 980–986 (2014)
Ramayah, T., Lee, J.W.C., Lim, S.: Sustaining the environment through recycling: an empirical study. J. Environ. Manage. 102, 141–147 (2012)
Tonglet, M., Phillips, P.S., Bates, M.P.: Determining the drivers for householder pro-environmental behaviour: waste minimisation compared to recycling. Resour. Conserv. Recycl. 42(1), 27–48 (2004)
Tonglet, M., Phillips, P.S., Read, A.D.: Using the theory of planned behaviour to investigate the determinants of recycling behaviour: a case study from Brixworth, UK. Resour. Conserv. Recycl. 41(3), 191–214 (2004)
Vicente, P., Reis, E.: Factors influencing households’ participation in recycling. Waste Manag. Res. 26(2), 140–146 (2008)
Chen, M.F., Tung, P.J.: Developing an extended theory of planned behavior model to predict consumers’ intention to visit green hotels. Int. J. Hosp. Manag. 36, 221–230 (2014)
Aceti, J.: Recycling: Why People Participate. Why They Don’t. Massachusetts Department of Environmental Protection, Boston (2002)
Stern, P., Dietz, T., Kaloff, L., Guagnano, G.A.: Values, beliefs, and pro-environmental action: attitude formation toward emergent attitude objects. J. Appl. Soc. Psychol. 25, 322–348 (1995)
Trafimow, D., Finlay, K.A.: The importance of subjective norms for a minority of people: between-subjects and within-subjects analyses. Pers. Soc. Psychol. Bull. 22, 820–828 (1996)
Stiff, J., Mongeau, P.: Persuasive Communication. The Guilford Press, New York (1994)
Boldero, J.: The prediction of household recycling of newspapers: the role of attitudes intentions and situational factors. J. Appl. Soc. Psychol. 25(5), 440–62 (1995)
Davies, J., Foxall, G.R., Pallister, J.: Beyond the intention–behaviour mythology an integrated model of recycling. Marketing Theory 2(1), 29–113 (2002)
Taylor, S., Todd, P.: Decomposition and crossover effects in the theory of planned behavior: a study of consumer adoption intentions. Int. J. Res. Mark. 12(2), 137–155 (1995)
Kohler, T.A., Gumerman, G.J.: Dynamics in Human and Primate Societies: Agent-Based Modeling of Social and Spatial Processes. Oxford University Press, New York (2000)
Sawyer, R.K.: Simulating emergence and downward causation in small groups. In: Multi Agent Based Simulation, vol. 1979, pp. 49–67. Springer, Berlin (2000)
Stinchcombe, A.L.: When Formality Works. Authority and Abstraction in Law and Organizations. University of Chicago Press, Chicago (2001)
Ceschi, A., Rubaltelli, E., Sartori, R.: Designing a homo psychologicus more psychologicus: empirical results on value perception in support to a new theoretical organizational-economic agent based model. In: Omatu, S., Bersini, H., Corchado, J.M., Rodríguez, S., Pawlewski, P., Bucciarelli E. (eds.) Advances in Intelligent Systems and Computing, vol. 290, pp. 71–78. Springer, Cham (2014)
Hox, J.J., Bechger, T.M.: Introduction to structural equation modeling. Fam. Sci. Rev. 11, 354–373 (2009)
Krishnakumar, J., Ballon, P.: Estimating basic capabilities: a structural equation model applied to Bolivia. World Dev. 36(6), 992–1010 (2008)
Zhang, T., Nuttall, W.J.: Evaluating government’s policies on promoting smart metering in retail electricity markets via agent based simulation. J. Prod. Innov. Manag. 28(2), 169–186 (2011)
Tversky, A., Kahneman, D.: Rational choice and the framing of decisions rational. J. Bus. 59(4), S251–S278 (1986)
Kahneman, D., Knetsch, J.L., Thaler, R.H.: Anomalies the endowment effect, loss aversion, and status quo bias. J. Econ. Perspect. 5(1), 193–206 (1991)
Mitchell, T.R., Mickel, A.E.: The meaning of money: an individual-difference perspective. Acad. Manage. Rev. 24(3), 568–578 (1999)
Gilbert, N., Terna, P.: How to build and use agent-based models in social science. Mind Soc. 1(1), 57–72 (2000)
Sartori, R., Ceschi, A., Scalco, A.: Differences between entrepreneurs and managers in large organizations: an implementation of a theoretical multi-agent model on overconfidence results. In: Omatu, S., Bersini, H., Corchado, J.M., Rodríguez, S., Pawlewski, P., Bucciarelli, E. (eds.) Advances in Intelligent Systems and Computing, vol. 290, pp. 79–83. Springer, Cham (2014)
Ceschi, A., Scalco, A., Dickert, S., Sartori, R.: Compassion and prosocial behavior. Is it possible to simulate them virtually? In: Bajo, J., Hernández, J.Z., Mathieu, P., Campbell, A., Fernández-Caballero, A., Moreno, M.N., Botti, V. (eds.) Advances in Intelligent Systems and Computing, vol. 372, pp. 207–214. Springer, Cham (2015)
Ajzen, I.: From intentions to actions: a theory of planned behavior. Action Control Cogn. Behav. 11–39 (1985)
Diong, K.: Internship Report: Integrated Waste Management in Kaohsiung City (2012)
Weber, E.H.: De Pulsu, Resorptione, Auditu et Tactu. Koehler, Leipzig (1834)
Jager, W., Janssen, M.: An updated conceptual framework for integrated modeling of human decision making: the consumat II. Paper presented at the paper for workshop complexity in the Real World@ ECCS, 2012
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Scalco, A., Ceschi, A., Shiboub, I., Sartori, R., Frayret, JM., 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: Alonso-Betanzos, A., et al. Agent-Based Modeling of Sustainable Behaviors. Understanding Complex Systems. Springer, Cham. https://doi.org/10.1007/978-3-319-46331-5_4
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