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Dealing with soft variables and data scarcity: lessons learnt from quantification in a participatory system dynamics modelling process

Author

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  • Irene Pluchinotta
  • Ke Zhou
  • Nici Zimmermann

Abstract

System dynamics (SD) models are commonly used for structuring complex problems to support decision‐making. They are used to investigate areas in which limited knowledge is available, describing nonlinear relationships and including intangible elements. Although this explorative nature is one of the key advantages, it also represents a challenge for quantifying the intangible, i.e. more qualitative aspects of an SD model, especially when it is not possible to apply conventional analytical methods due to data scarcity. Procedures to obtain and analyse information using participatory approaches are limited. First, this article outlines existing quantification methods and related open questions when dealing with soft variables and data scarcity. Secondly, it summarises the quantification process developed during a participatory SD process, describing how we dealt with data scarcity and soft variables. Lastly, we suggest a quantification framework in relation to data availability and level of stakeholder engagement. © 2024 The Authors. System Dynamics Review published by John Wiley & Sons Ltd on behalf of System Dynamics Society.

Suggested Citation

  • Irene Pluchinotta & Ke Zhou & Nici Zimmermann, 2024. "Dealing with soft variables and data scarcity: lessons learnt from quantification in a participatory system dynamics modelling process," System Dynamics Review, System Dynamics Society, vol. 40(4), October.
    • Handle: RePEc:bla:sysdyn:v:40:y:2024:i:4:n:e1770
    DOI: 10.1002/sdr.1770
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    References listed on IDEAS

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    1. Giuseppe Salvia & Irene Pluchinotta & Ioanna Tsoulou & Gemma Moore & Nici Zimmermann, 2022. "Understanding Urban Green Space Usage through Systems Thinking: A Case Study in Thamesmead, London," Sustainability, MDPI, vol. 14(5), pages 1-24, February.
    2. Jack Homer, 2014. "Levels of evidence in system dynamics modeling," System Dynamics Review, System Dynamics Society, vol. 30(1-2), pages 75-80, January.
    3. Niyousha Hosseinichimeh & Hazhir Rahmandad & Mohammad S. Jalali & Andrea K. Wittenborn, 2016. "Estimating the parameters of system dynamics models using indirect inference," System Dynamics Review, System Dynamics Society, vol. 32(2), pages 154-178, April.
    4. Kenyon, Wendy, 2007. "Evaluating flood risk management options in Scotland: A participant-led multi-criteria approach," Ecological Economics, Elsevier, vol. 64(1), pages 70-81, October.
    5. Vincent de Gooyert & Andreas Größler, 2018. "On the differences between theoretical and applied system dynamics modeling," System Dynamics Review, System Dynamics Society, vol. 34(4), pages 575-583, October.
    6. Oliva, Rogelio, 2003. "Model calibration as a testing strategy for system dynamics models," European Journal of Operational Research, Elsevier, vol. 151(3), pages 552-568, December.
    7. Franco, L. Alberto & Greiffenhagen, Christian, 2018. "Making OR practice visible: Using ethnomethodology to analyse facilitated modelling workshops," European Journal of Operational Research, Elsevier, vol. 265(2), pages 673-684.
    8. George P. Richardson, 2024. "Building confidence in exploratory models," System Dynamics Review, System Dynamics Society, vol. 40(4), October.
    9. Pluchinotta, Irene & Salvia, Giuseppe & Zimmermann, Nici, 2022. "The importance of eliciting stakeholders’ system boundary perceptions for problem structuring and decision-making," European Journal of Operational Research, Elsevier, vol. 302(1), pages 280-293.
    10. Vincent de Gooyert, 2019. "Developing dynamic organizational theories; three system dynamics based research strategies," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(2), pages 653-666, March.
    11. Luis F. Luna‐Reyes & Laura J. Black & Weijia Ran & Deborah Lines Andersen & Holly Jarman & George P. Richardson & David F. Andersen, 2019. "Modeling and Simulation as Boundary Objects to Facilitate Interdisciplinary Research," Systems Research and Behavioral Science, Wiley Blackwell, vol. 36(4), pages 494-513, July.
    12. Forrester, Jay W., 1992. "Policies, decisions and information sources for modeling," European Journal of Operational Research, Elsevier, vol. 59(1), pages 42-63, May.
    13. Scott, Rodney J & Cavana, Robert Y & Cameron, Donald, 2016. "Recent evidence on the effectiveness of group model building," European Journal of Operational Research, Elsevier, vol. 249(3), pages 908-918.
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