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Constructing causal loop diagrams from large interview data sets

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  • Pablo Newberry
  • Neil Carhart

Abstract

“Tackling the Root Causes Upstream of Unhealth Urban Development” is a trans‐disciplinary research project seeking to map and understand urban development decision‐making, visualise stakeholder mental models and codevelop improvement interventions. The project's primary data was gathered through 123 semistructured interviews. This article applies, compares, and discusses four variations on a method for constructing causal loop diagrams to illuminate mental models and collective decision‐making, based on manual and semiautomated processes applied to individual interview transcripts and datasets collected by thematic analysis. It concludes that while semiautomated approaches offer some time saving over manual approaches when applied to large data sets, care is required in interpreting and including peripheral contextual variables at the boundaries of the thematic analysis. Decisions regarding automation depend on the purpose of the modelling. Finally, the article recommends future applications record quantitative descriptors characterising the process of constructing CLDs from large qualitative data sets. © 2023 The Authors. System Dynamics Review published by John Wiley & Sons Ltd on behalf of System Dynamics Society.

Suggested Citation

  • Pablo Newberry & Neil Carhart, 2024. "Constructing causal loop diagrams from large interview data sets," System Dynamics Review, System Dynamics Society, vol. 40(1), January.
    • Handle: RePEc:bla:sysdyn:v:40:y:2024:i:1:n:e1745
    DOI: 10.1002/sdr.1745
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    1. Brydie Clarke & Janelle Kwon & Boyd Swinburn & Gary Sacks, 2021. "Understanding the dynamics of obesity prevention policy decision-making using a systems perspective: A case study of Healthy Together Victoria," PLOS ONE, Public Library of Science, vol. 16(1), pages 1-23, January.
    2. Leischow, S.J. & Milstein, B., 2006. "Systems thinking and modeling for public health practice," American Journal of Public Health, American Public Health Association, vol. 96(3), pages 403-405.
    3. Jalali, Mohammad S. & Rahmandad, Hazhir & Bullock, Sally Lawrence & Lee-Kwan, Seung Hee & Gittelsohn, Joel & Ammerman, Alice, 2019. "Dynamics of intervention adoption, implementation, and maintenance inside organizations: The case of an obesity prevention initiative," Social Science & Medicine, Elsevier, vol. 224(C), pages 67-76.
    4. Negar Darabi & Niyousha Hosseinichimeh, 2020. "System dynamics modeling in health and medicine: a systematic literature review," System Dynamics Review, System Dynamics Society, vol. 36(1), pages 29-73, January.
    5. E F Wolstenholme, 1999. "Qualitative vs quantitative modelling: the evolving balance," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 50(4), pages 422-428, April.
    6. Yearworth, Mike & White, Leroy, 2013. "The uses of qualitative data in multimethodology: Developing causal loop diagrams during the coding process," European Journal of Operational Research, Elsevier, vol. 231(1), pages 151-161.
    7. Nicholas Valcourt & Jeffrey Walters & Amy Javernick‐Will & Karl Linden, 2020. "Assessing the efficacy of group model building workshops in an applied setting through purposive text analysis," System Dynamics Review, System Dynamics Society, vol. 36(2), pages 135-157, April.
    8. Trochim, W.M. & Cabrera, D.A. & Milstein, B. & Gallagher, R.S. & Leischow, S.J., 2006. "Practical challenges of systems thinking and modeling in public health," American Journal of Public Health, American Public Health Association, vol. 96(3), pages 538-546.
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    1. Niyousha Hosseinichimeh & Aritra Majumdar & Ross Williams & Navid Ghaffarzadegan, 2024. "From text to map: a system dynamics bot for constructing causal loop diagrams," System Dynamics Review, System Dynamics Society, vol. 40(3), July.

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