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Design of a System Dynamics Model to Analyze the Styrene Demand in the Brazilian Market

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Abstract

The growth of the petrochemical industry is based on end-user applications such as the automotive and construction sectors, which are the main drivers of the styrene market. However, the use of substitutes for petrochemicals is a reality and creates a competition in the applications of petroleum products. In this sense, this research aimed to design a system dynamics model to evaluate different scenarios, observing the behavior of the styrene demand over time. In the first phase of the project, a greater understanding of the issue was created and a closed loops diagram was elaborated. It was used during the second phase to design an explanatory regression validation model for the styrene demand. In phase three, a visualizing model and scenarios were designed. The scenarios themselves and the results of each scenario were evaluated. The designed and simulated scenarios aimed to evaluate the impact that the use of substitute materials and the variations in gross domestic product cause to the styrene market. The use of system dynamics together with scenario planning was efficient as different strategies for the market could be evaluated based on the simulated scenarios. A critical analysis of the model’s contribution to the decision-making within organizations concludes the study.

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References

  • ABIQUIM (2014) ABIQUIM. http://www.epsbrasil.eco.br/noticia/view/9/produtores-sugerem-ao-crescente-mercado-imobiliario-brasileiro-a-usar-eps.html. Accessed 1 Jun 2016

  • Aeschelmann F, Carus M (2015) Biobased building blocks and polymers in the world: capacities, production, and applications–status quo and trends towards 2020, 3rd edn. Industrial of Ecology and Inovation, Hürth

    Google Scholar 

  • Andrade AL (1997) Pensamento sistêmico: um roteiro básico para perceber as estruturas da realidade organizacional. REAd-Revista Eletrônica de Administração 3(1):1–30

  • Andrade AL, Seleme A, Rodrigues LH, Souto R (2006) Pensamento Sistêmico: Caderno de Campo: o desafio da mudança sustentada nas organizações e na sociedade. Bookman, Porto Alegre

    Google Scholar 

  • Barlas Y (1996) Formal aspects of model validity and validation in system dynamics. Syst Dyn Rev 12:183–210. doi:10.1002/(SICI)1099-1727(199623)12:3<183::AID-SDR103>3.0.CO;2-4

    Article  Google Scholar 

  • Bellinger G (2006) Systems thinking-an operational perspective of the universe. Systems University on the Net, v. 25

  • BNDES (2014) Potencial de diversificação da indústria Petroquímica Brasileira, Relatório 4 – Derivados de aromáticos. Rio de Janeiro

  • Cornelius P, Van de Putte A, Romani M (2005) Three decades of scenario planning in Shell. Calif Manag Rev 48:92–109. doi:10.2307/41166329

    Article  Google Scholar 

  • Forrester JW (1968) Industrial dynamics—a response to Ansoff and Slevin. Manag Sci 14:601–618. doi:10.1287/mnsc.14.9.601

    Article  Google Scholar 

  • Gil AC (2008) Métodos e técnicas de pesquisa social, 6th edn. Atlas, São Paulo

    Google Scholar 

  • Greenspan A (2014) The map and the territory 2.0: risk, human nature, and the future of forecasting. Penguin, New York

    Google Scholar 

  • Hair JF, Black WC, Babin BJ et al (2009) Análise Multivariada dos Dados, 6th edn. Bookman, Porto Alegre

    Google Scholar 

  • IBGE (2015) Indicadores Industriais. http://www.ibge.gov.br/home/estatistica/indicadores/industria. Accessed 1 Nov 2015

  • Kemeny J, Goodman M, Karash R (1997) Começando com Narração de Histórias. In: A Quinta Disciplina Caderno de Campo. Qualitymark, Rio de Janeiro

  • Lacerda DP, Dresch A, Proença A, Antunes Júnior JAV (2013) Design Science Research: método de pesquisa para a engenharia de produção. Gestão & Produção 20:741–761. doi:10.1590/S0104-530X2013005000014

    Article  Google Scholar 

  • Lane DC (2016) What we talk about when we talk about “systems thinking”. J Oper Res Soc 67:527–528. doi:10.1057/jors.2015.10

    Article  Google Scholar 

  • Miguel PAC, Fleury ACC, Mello CHP et al (2010) Metodologia de Pesquisa em Engenharia de Produção e Gestão de Operações. Elsevier, Rio de Janeiro

    Google Scholar 

  • Morandi MIWM, Rodrigues LH, Lacerda DP, Pergher I (2014) Foreseeing iron ore prices using system thinking and scenario planning. Syst Pract Action Res 27:287–306. doi:10.1007/s11213-013-9277-9

    Article  Google Scholar 

  • Morecroft JDW (2015) Strategic Modelling and business dynamics website: a feedback systems approach. Wiley, New Jersey

    Book  Google Scholar 

  • Morschbacher L (2009) Desenvolvimento de um método tentativo para estimativa de volumes de exportação brasileira de carne de frango com o auxílio do pensamento sistêmico e do planejamento de cenários. Universidade do Vale do Rio dos Sinos (UNISINOS), São Leopoldo

  • Pathak S, Sneha CLR, Mathew BB (2014) Bioplastics: its timeline based scenario & challenges. J Polym Biopolym Phys Chem 2:84–90. doi:10.12691/jpbpc-2-4-5

    Google Scholar 

  • Philp JC, Bartsev A, Ritchie RJ, Baucher MA, Guy K (2013) Bioplastics science from a policy vantage point. New Biotechnol 30(6):635–646. doi:10.1016/j.nbt.2012.11.021

    Article  Google Scholar 

  • Qi C, Chang N-B (2011) System dynamics modeling for municipal water demand estimation in an urban region under uncertain economic impacts. J Environ Manag 92:1628–1641. doi:10.1016/j.jenvman.2011.01.020

    Article  Google Scholar 

  • Reddy RL, Reddy VS, Gupta GA (2013) Study of bio-plastics as green and sustainable alternative to plastics. Int J Emerg Technol Adv Eng 3:82–89

  • Schwartz P (2000) The art of the long view: paths to strategic insight for yourself and your company. Currency Doubleday, New York

    Google Scholar 

  • Senge PM (1996) Systems thinking. Exec Excell 13:15–16

    Google Scholar 

  • Senge PM (2006) The fifth discipline: the art & practice of the learning organization. Banton Books, New York

    Google Scholar 

  • Senge PM, Kleiner A, Roberts C et al (1994) The fifth discipline fieldbook: strategies and tools for building a learning organization. Crown Business, New York

    Google Scholar 

  • Senge PM, Sharmer CO, Jaworski J (2008) Presence: human purpose and the field of the future. Broadway Business, New York

    Google Scholar 

  • Slack N, Chambers S, Johnston R, Betts A (2013) Gerenciamento de operações e de processos: princípios e práticas de impacto estratégico. Bookman, Porto Alegre

    Google Scholar 

  • Suryani E, Chou S-Y, Chen C-H (2010a) Air passenger demand forecasting and passenger terminal capacity expansion: a system dynamics framework. Expert Syst Appl 37:2324–2339. doi:10.1016/j.eswa.2009.07.041

    Article  Google Scholar 

  • Suryani E, Chou S-Y, Hartono R, Chen C-H (2010b) Demand scenario analysis and planned capacity expansion: a system dynamics framework. Simul Model Pract Theory 18:732–751. doi:10.1016/j.simpat.2010.01.013

    Article  Google Scholar 

  • Tariq S (2015) Success factors for the adoption of bio based packaging. Stockholm, Sweden  

  • van Aken JE (2004) Management research based on the paradigm of the design sciences: the quest for field-tested and grounded technological rules. J Manag Stud 41:219–246. doi:10.1111/j.1467-6486.2004.00430.x

    Article  Google Scholar 

  • Van Der Heijden K (2000) Scenarios and forecasting. Technol Forecast Soc Chang 65:31–36. doi:10.1016/S0040-1625(99)00121-3

    Article  Google Scholar 

  • Vecchiato R (2015) Creating value through foresight: first mover advantages and strategic agility. Technol Forecast Soc Chang 101:25–36. doi:10.1016/j.techfore.2014.08.016

    Article  Google Scholar 

  • Vecchiato R, Roveda C (2010) Strategic foresight in corporate organizations: handling the effect and response uncertainty of technology and social drivers of change. Technol Forecast Soc Chang 77:1527–1539. doi:10.1016/j.techfore.2009.12.003

    Article  Google Scholar 

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Correspondence to Marcos Leandro Hoffmann Souza.

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Souza, M.L.H., Rodrigues, L.H. & Morandi, M.I.W.M. Design of a System Dynamics Model to Analyze the Styrene Demand in the Brazilian Market. Syst Pract Action Res 31, 87–104 (2018). https://doi.org/10.1007/s11213-017-9417-8

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