Abstract
Collective behaviors and participatory models could be hampered by the presence of ambiguity that reflects the multiplicity of interpretations that different actors bring to a modeling exercise. Despite commonly overlooked in modeling, how ambiguity in subjective problem frames is embraced determines the quality of the participatory modeling process. This work describes an innovative approach based on the integration of Problem Structuring Methods, specifically Fuzzy Cognitive Mapping (FCM), and Concept-Knowledge (C-K) design theory, as a means to transform ambiguity from a barrier to an enabling factor of divergent thinking in participatory modeling. The integration of methods allows to identify and analyze ambiguity in problem framing, avoiding viewpoints’ polarization that hampers the development of collective behaviors. However, individualistic problem frames can still yield organized collective actions when these frames are sufficiently aligned. Often environmental policies fail because decision-makers are not aware of the misalignment and their decisions are based on wrong assumptions about the others’ problem frames. This work discusses the results of two case studies aimed to design environmental policies for groundwater protection in Kokkinochoria area (Republic of Cyprus) and Apulia Region (South-East Italy), demonstrating the potential of FCM and C-K theory integration in supporting divergent thinking in participatory modeling.
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References
Ackoff, R. L. (1962). Scientific Method. New York: Wiley.
Ackoff, R. L. (1978). The Art of Problem Solving: Accompanied by Ackoffs Fables. New York: Wiley.
Agogué, M., Hooge, S., Arnoux, F., & Brown, I. (2014b). An Introduction to Innovative Design: Elements and Applications of C-K Theory. Paris: TRANSVALOR.
Agogué, M., & Kazakçi, A. O. (2014a). 10 years of C–K theory: A survey on the academic and industrial impacts of a design theory. An Anthology of Theories and Models of Design (pp. 219–235). London: Springer.
Borri, D., Camarda, D., Pluchinotta, I., & Esposito, D. (2015). Supporting environmental planning: Knowledge management through fuzzy cognitive mapping. In Y. Luo (Ed.), Cooperative Design, Visualization, and Engineering CDVE 2015 Proceedings, Lecture Notes in Computer Science (Vol. 9320, pp. 228–235). Switzerland: Springer International Publishing.
Brugnach, M., Dewulf, A., Henriksen, H. J., & van der Keurd, P. (2011). More is not always better: Coping with ambiguity in natural resources management. Journal of Environmental Management, 92(1), 78–84.
Brugnach, M., & Ingram, H. (2012). Ambiguity: The challenge of knowing and deciding together. Environmental Science & Policy, 15(1), 60–71.
Brugnach, M., Tagg, A., Keil, F., & de Lange, W. J. (2007). Uncertainty matters: Computer models at the science-policy interface. Water Resource Management, 21(7), 1075–1090.
Checkland, P. B. (2000). Soft systems methodology: A thirty year retrospective. Systems Research and Behavioral Science, 17, 11–58.
Checkland, P. B., & Holwell, S. (2004). Classic OR and soft OR: An asymmetric com-plementarity. In M. Pidd (Ed.), Systems Modelling: Theory and Practice (pp. 43–60). Chichester: Wiley.
Colorni, A., & Tsoukiàs, A. (2018). What is a decision problem? Designing alternatives. In N. Matsatsinis & E. Grigoroudis (Eds.), Preference Disaggregation in Multiple Criteria Decision Analysis (pp. 1–15). Switzerland: Springer International Publishing.
Davis, J., MacDonald, A., & White, L. (2010). Problem-structuring methods and project management: An example of stakeholder involvement using Hierarchical Process Modelling methodology. Journal of the Operational Research Society, 61(6), 893–904.
De Marchi, G., Lucertini, G., & Tsoukiàs, A. (2016). From evidence-based policy making to policy analytics. Annals of Operations Research, 236(1), 15–38.
Eden, C. (1992). On the nature of cognitive maps. Journal of Management Studies, 29(3), 261–266.
Eden, C. (2004). Analyzing cognitive maps to help structure issues or problems. European Journal Operational Research, 159(3), 673–686.
Eden, C., & Ackermann, F. (2006). Where next for problem structuring methods. Journal of the Operational Research Society, 57(7), 766–768.
Ferretti, V., Pluchinotta, I., & Tsoukiàs, A. (2019). Studying the generation of alternatives in public policy making processes. European Journal of Operational Research, 273(1), 353–363.
Giordano, R., Brugnach, M., & Pluchinotta, I. (2017a). Ambiguity in problem framing as a barrier to collective actions: Some hints from groundwater protection policy in the Apulia Region. Group Decision and Negotiation, 26(5), 911–932.
Giordano, R., D’agostino, D., Apollonio, C., Scardigno, A., Pagano, A., Portoghese, I., et al. (2015). Evaluating acceptability of groundwater protection measures under different agricultural policies. Agricultural Water Management, 147, 54–66.
Giordano, R., & Liersch, S. (2012). A fuzzy GIS-based system to integrate local and technical knowledge in soil salinity monitoring. Journal Environmental Modelling & Software, 36(October), 49–63.
Giordano, R., Pagano, A., Pluchinotta, I., Olivo del Amo, R., Hernandez, S. M., & Lafuente, E. S. (2017b). Modelling the complexity of the network of interactions in flood emergency management: The Lorca flash flood case. Environmental Modelling and Software, 95, 180–195.
Hämäläinen, R. P., Luoma, J., & Saarinen, E. (2013). On the importance of behavioural operational research: The case of understanding and communicating about dynamic systems. European Journal of Operational Research, 228(3), 623–634.
Harrison, S. R., & Qureshi, M. E. (2000). Choice of stakeholder groups and members in multicriteria decision models. Natural Resources Forum, 24(1), 11–19.
Hatchuel, A., & Weil, B. (2003, January). A New approach of innovative design: An introduction to C-K theory. In International Conference on Engineering Design (1– 15). Stockholm.
Hatchuel, A., & Weil, B., (2002). C-K theory: Notions and applications of a unified design theory. In Proceedings of the Herbert Simon International Conference on “Design Sciences” (pp 1–22).
Hatchuel, A., & Weil, B. (2007). Design as forcing: Deepening the foundations of C-K theory. Sixteenth International Conference on Engineering Design proceedings.
Jackson, M. C. (2006). Beyond problem structuring methods: Reinventing the future of OR/MS. Journal of the Operational Research Society, 57(7), 868–878.
Janssen, J. A. E. B., Hoekstra, A. Y., de Kok, J. L., & Schielen, R. M. J. (2009). Delineating the model-stakeholder gap: Framing perceptions to analyse the information requirement in river management. Water Resource Management, 23(7), 1423–1445.
Keys, P. (1997). Approaches to understanding the process of OR: Review, critique and extension. Omega, 25, 1–13.
Kok, K. (2009). The potential of fuzzy cognitive maps for semi-quantitative scenario development, with an example from Brazil. Global Environmental Change, 19, 122–133.
Kosko, B. (1986). Fuzzy cognitive maps. International Journal of Man-Machine Studies, 24(1), 65–75.
Krueger, T., Page, T., Hubacek, K., Smith, L., & Hiscock, K. (2012). The role of expert opinion in environmental modelling. Environmental Modelling and Software, 36, 4–18.
Le Masson, P., Weil, B., & Hatchuel, A. (2017). Design Theory: Methods and Organization for Innovation. Switzerland: Springer International Publishing.
Leskens, J. G., Brugnach, M., Hoekstra, A. Y., & Schuurmans, W. (2014). Why are decisions in flood disaster management so poorly supported by information from flood models? Environmental Modelling and Software, 53, 53–61.
Lesoume, J. (1990). OR and the social sciences. Journal of the Operational Research Society, 41, 1–7.
Mingers, J. (2000). The contribution of critical realism as an underpinning philosophy for OR/MS and systems. Journal of the Operational Research Society, 51, 1256–1270.
Mingers, J. (2011). Soft OR comes of age-but not everywhere! Omega, 39(6), 729–741.
Mingers, J., & Rosenhead, J. (2004). Problem structuring methods in action. European Journal of Operational Research, 152(3), 530–554.
Nair, S., & Howlett, M. (2016). Meaning and power in the design and development of policy experiments. Futures, 76, 67–74.
Ostrom, E. (1990). Governing the Commons: The Evolution of Institutions for Collective Action. Cambridge: Cambridge University Press.
Özesmi, U., & Özesmi, S. L. (2004). Ecological models based on people’s knowledge: A multi-step fuzzy cognitive mapping approach. Ecological Modelling, 176, 43–64.
Pereira, L.S., Cordery, I., Iacovides, I., (2009a). Coping with water scarcity: Addressing the challenges. Dordrecht: Springer.
Pluchinotta, I., Esposito, D., & Camarda, D. (2019b). Fuzzy cognitive mapping to support multi-agent decisions in development of urban policy-making. Sustainable Cities and Society, 46, 101402.
Pluchinotta, I., Kazakçi, A. O., Giordano, R., & Tsoukiàs, A. (2019a). Design theory for generating alternatives in public policy making. Group Decision and Negotiation, 28(2), 341–375.
Pluchinotta, I., Pagano, A., Giordano, R., & Tsoukiàs, A. (2018). A system dynamics model for supporting decision-makers in irrigation water management. Journal of Environmental Management, 223, 815–824.
Prell, C., Hubacek, K., Quinn, C., & Reed, M. (2008). ‘Whos in the network?’ When stakeholders influence data analysis. Systemic Practice and Action Research, 21(6), 443–458.
Raitt, R. (1979). OR and science. Journal of the Operational Research Society, 30, 835–836.
Reed, M. S., Graves, A., Dandy, N., Posthumus, H., Hubacek, K., Morris, J., et al. (2009). Who’s in and why? A typology of stakeholder analysis methods for natural resource management. Journal of Environmental Management, 90(5), 1933–1949.
Rosenhead, J. (2006). Past, present and future of problem structuring methods. Journal of the Operational Research Society, 57(7), 759–765.
Rouwette, E. (2017). The impact of group model building on behavior. In M. Kunc, J. Malpass, & L. White (Eds.), Behavioral Operational Research: Theory, Methodology and Practice (pp. 213–241). London: Palgrave Macmillan.
Santoro, S., Pluchinotta, I., Pagano, A., Pengal, P., Cokan, B., & Giordano, R. (2019). Assessing stakeholders’ risk perception to promote nature based solutions as flood protection strategies: The case of the Glinščica river (Slovenia). Science of the Total Environment, 655, 188–201.
Tsoukiàs, A., Montibeller, G., Lucertini, G., & Belton, V. (2013). Policy analytics: An agenda for research and practice. EURO Journal on Decision Processes, 1(1–2), 115–134.
Weick, K. (1995). Sensemaking in Organizations. Thousand Oaks: Sage.
White, L. (2016a). Behavioural operational research: Towards a framework for understanding behaviour in OR interventions. European Journal of Operational Research, 249(3), 827–841.
White, L. (2016b). Behavior beyond the model. In M. Kunc, J. Malpass, & L. White. (Eds.), Behavioral Operational Research: Theory, Methodology and Practice (pp. 65–84). London: Palgrave Macmillan.
White, L., & Bourne, H. (2007). Voices and values: Linking values with participation in OR MS in public policy making. Omega, 35(5), 588–603.
Wood, M., Kovacs, D., Bostrom, A., Bridges, T., & Linkov, I. (2012). Flood risk management: US army corps of engineers and layperson perceptions. Risk Analysis, 32(8), 1349–1368.
Yearworth, M., & White, L. (2013). The uses of qualitative data in multimethodology: Developing causal loop diagrams during the coding process. European Journal of Operational Research, 231(1), 151–161.
Zikos, D., & Roggero, M. (2012). The patronage of thirst: Exploring institutional fit on a divided Cyprus. Ecology and Society, 18(2), 25.
Zikos, D., Sorman, A., & Lau, M. (2015). Beyond water security: Asecuritisation and identity in Cyprus. International Environmental Agreements: Politics, Law & Economics, 1(3), 309–326.
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Giordano, R., Pluchinotta, I., Zikos, D., Krueger, T., Tsoukiàs, A. (2020). How to Use Ambiguity in Problem Framing for Enabling Divergent Thinking: Integrating Problem Structuring Methods and Concept-Knowledge Theory. In: White, L., Kunc, M., Burger, K., Malpass, J. (eds) Behavioral Operational Research. Palgrave Macmillan, Cham. https://doi.org/10.1007/978-3-030-25405-6_6
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