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The Implementation of the Theory of Planned Behavior in an Agent-Based Model for Waste Recycling: A Review and a Proposal

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Agent-Based Modeling of Sustainable Behaviors

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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Notes

  1. 1.

    The full model, code, and documentation is available via the www.openabm.org website.

References

  1. United Nations - Department of Economic and Social Affair: World Population Prospects: The 2012 Revision (2014)

    Google Scholar 

  2. 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)

    Google Scholar 

  3. European Commission: Life and Waste Recycling: Innovative Waste Management Options in Europe (2007)

    Google Scholar 

  4. 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)

    Article  Google Scholar 

  5. 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)

    Google Scholar 

  6. 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)

    Google Scholar 

  7. 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)

    Google Scholar 

  8. 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)

    Google Scholar 

  9. Gilbert, N., Troitzsch, K.G.: Simulation for the Social Scientist, 2nd edn. Open University Press, Maidenhead (2005)

    Google Scholar 

  10. 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)

    Article  Google Scholar 

  11. Ajzen, I.: The theory of planned behavior. Organ. Behav. Hum. Decis. Process. 50(2), 179–211 (1991)

    Article  Google Scholar 

  12. 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)

    Article  Google Scholar 

  13. 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)

    Article  Google Scholar 

  14. Garson, G.D.: Computerized simulation in the social sciences. A survey and evaluation. Simul. Gaming 40(2), 267–279 (2009)

    Article  Google Scholar 

  15. 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)

    Google Scholar 

  16. 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)

    Google Scholar 

  17. Aronson, E., O'Leary, M.: The relative effects of models and prompts on energy conservation. J. Environ. Syst. 12, 219–224 (1983)

    Article  Google Scholar 

  18. Festinger, L.: A theory of social comparison processes. Hum. Relat. 7(2), 117–140 (1954)

    Article  Google Scholar 

  19. 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)

    Google Scholar 

  20. Cialdini, R.B.: Descriptive social norms as underappreciated sources of social control. Psychometrika 72(2), 263–268 (2007)

    Article  Google Scholar 

  21. 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)

    Article  Google Scholar 

  22. Cialdini, R.B., Goldstein, N.J.: Social influence: compliance and conformity. Annu. Rev. Psychol. 55, 591–621 (2004)

    Article  Google Scholar 

  23. 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)

    Article  Google Scholar 

  24. Brekke, K.A., Kverndokk, S., Nyborg, K.: An economic model of moral motivation. J. Public Econ. 87(9), 1967–1983 (2003)

    Article  Google Scholar 

  25. 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)

    Google Scholar 

  26. 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)

    Google Scholar 

  27. 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)

    Google Scholar 

  28. Elsenbroich, C., Gilbert, N.: Modelling Norms, 1st edn. Springer, Berlin (2014)

    Book  Google Scholar 

  29. Latané, B.: The psychology of social impact. Am. Psychol. 36(4), 343–356 (1981)

    Article  Google Scholar 

  30. Fishbein, M., Ajzen, I.: Attitudes and voting behavior: an application of the theory of reasoned action. Prog. Appl. Soc. Psychol. 1, 253–313 (1981)

    Google Scholar 

  31. 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)

    Article  Google Scholar 

  32. Chan, L., Bishop, B.: A moral basis for recycling: extending the theory of planned behavior. J. Environ. Psychol. 36, 96–102 (2013)

    Article  Google Scholar 

  33. 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)

    Article  Google Scholar 

  34. Do Valle, P.O., Rebelo, E., Reis, E., Menezes, J.: Combining behavioral theories to predict recycling involvement. Environ. Behav. 37(3), 364–396 (2005)

    Article  Google Scholar 

  35. 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)

    Article  Google Scholar 

  36. Mannetti, L., Pierro, A., Livi, S.: Recycling: planned and self-expressive behaviour. J. Environ. Psychol. 24(2), 227–236 (2004)

    Article  Google Scholar 

  37. 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)

    Article  Google Scholar 

  38. Ramayah, T., Lee, J.W.C., Lim, S.: Sustaining the environment through recycling: an empirical study. J. Environ. Manage. 102, 141–147 (2012)

    Article  Google Scholar 

  39. 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)

    Article  Google Scholar 

  40. 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)

    Article  Google Scholar 

  41. Vicente, P., Reis, E.: Factors influencing households’ participation in recycling. Waste Manag. Res. 26(2), 140–146 (2008)

    Article  Google Scholar 

  42. 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)

    Article  Google Scholar 

  43. Aceti, J.: Recycling: Why People Participate. Why They Don’t. Massachusetts Department of Environmental Protection, Boston (2002)

    Google Scholar 

  44. 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)

    Article  Google Scholar 

  45. 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)

    Article  Google Scholar 

  46. Stiff, J., Mongeau, P.: Persuasive Communication. The Guilford Press, New York (1994)

    Google Scholar 

  47. 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)

    Article  Google Scholar 

  48. Davies, J., Foxall, G.R., Pallister, J.: Beyond the intention–behaviour mythology an integrated model of recycling. Marketing Theory 2(1), 29–113 (2002)

    Article  Google Scholar 

  49. 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)

    Article  Google Scholar 

  50. 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)

    Google Scholar 

  51. Sawyer, R.K.: Simulating emergence and downward causation in small groups. In: Multi Agent Based Simulation, vol. 1979, pp. 49–67. Springer, Berlin (2000)

    Google Scholar 

  52. Stinchcombe, A.L.: When Formality Works. Authority and Abstraction in Law and Organizations. University of Chicago Press, Chicago (2001)

    Google Scholar 

  53. 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)

    Google Scholar 

  54. Hox, J.J., Bechger, T.M.: Introduction to structural equation modeling. Fam. Sci. Rev. 11, 354–373 (2009)

    Google Scholar 

  55. Krishnakumar, J., Ballon, P.: Estimating basic capabilities: a structural equation model applied to Bolivia. World Dev. 36(6), 992–1010 (2008)

    Article  Google Scholar 

  56. 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)

    Article  Google Scholar 

  57. Tversky, A., Kahneman, D.: Rational choice and the framing of decisions rational. J. Bus. 59(4), S251–S278 (1986)

    Article  Google Scholar 

  58. 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)

    Article  Google Scholar 

  59. Mitchell, T.R., Mickel, A.E.: The meaning of money: an individual-difference perspective. Acad. Manage. Rev. 24(3), 568–578 (1999)

    Google Scholar 

  60. Gilbert, N., Terna, P.: How to build and use agent-based models in social science. Mind Soc. 1(1), 57–72 (2000)

    Article  Google Scholar 

  61. 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)

    Google Scholar 

  62. 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)

    Google Scholar 

  63. Ajzen, I.: From intentions to actions: a theory of planned behavior. Action Control Cogn. Behav. 11–39 (1985)

    Google Scholar 

  64. Diong, K.: Internship Report: Integrated Waste Management in Kaohsiung City (2012)

    Google Scholar 

  65. Weber, E.H.: De Pulsu, Resorptione, Auditu et Tactu. Koehler, Leipzig (1834)

    Google Scholar 

  66. 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

    Google Scholar 

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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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