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Modelling with stakeholders☆
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“Also, as in most PM projects, the participatory process fostered by the modelling exercise becomes even more important than its output (Voinov and Bousquet, 2010).”
From Towards integrated management of sandy anthropogenic shores: Developing tools for the exploration of human-natural interactions (2025) · cites this paper as Voinov and Bousquet, 2010
In the citing paper
“the participatory approach is a co-learning and co-understanding approach in which engagement helps to clarify differing perspectives and align values among the various participants, fostering a shared understanding (Voinov and Bousquet (2010).”
From Towards integrated management of sandy anthropogenic shores: Developing tools for the exploration of human-natural interactions (2025) · cites this paper as Voinov and Bousquet (2010)
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A Ladder Of Citizen Participation
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Stakeholder participation for environmental management: A literature review
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The Struggle to Govern the Commons
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The Action Research Planner: Doing Critical Participatory Action Research
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Adaptive Comanagement for Building Resilience in Social?Ecological Systems
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Participatory learning for sustainable agriculture
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Advancing approaches for understanding the nature-people link
Siwicka, E., & Thrush, S. F. (2020) · Ecological Complexity · doi:10.1016/j.ecocom.2020.100877 · Cited by 8
Lucia, L. D., Peterson, S., Sevigné‐Itoiz, E., Atzori, A. S., Usai, D., Slade, R., & Bauen, A. (2020) · Journal of Land Use Science · doi:10.1080/1747423x.2020.1855265 · Cited by 8
Tools and Technologies for Quantifying Spread and Impacts of Invasive Species
Reeves, M. C., Ibáñez, I., Blumenthal, D. M., Chen, G., Guo, Q., Jarnevich, C. S., Koch, J. L., Sapio, F. J., Schwartz, M. K., Meentemeyer, R. K., et al. (2021) · Springer eBooks · doi:10.1007/978-3-030-45367-1_11 · Cited by 8
“Participatory approaches (Reed 2008; Voinov and Bousquet 2010) have been designed to facilitate stakeholder engagement in research and management of invasive species.”
BackgroundPotential Data Collections Methods for System Dynamics Modelling: A Brief Overview
Ibrahim, A. N., Daniyal, H., Kadir, T. A. A., & Kamaludin, A. (2021) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2021.0120332 · Cited by 8
“For SD, developing a model in a team has been familiarised under several names such Participatory Modelling, Participatory Simulations, Mediated Modelling, Group Model Building, Shared Vision Planning, Collaborative Learning and perhaps many more [32].”
BackgroundMethodMiller, B. W., & Frid, L. (2021) · Landscape Ecology · doi:10.1007/s10980-021-01282-y · Cited by 8
Designing a conceptual framework for strategic selection of Bushfire mitigation approaches
Tayari, S., Taghikhah, F. R., Bharathy, G. K., & Voinov, A. A. (2023) · Journal of Environmental Management · doi:10.1016/j.jenvman.2023.118486 · Cited by 8
Self-citationRitzema, H. P., Anh, L. Q., & Kim, B. T. (2011) · Wageningen Academic Publishers eBooks · doi:10.3920/978-90-8686-724-0_3 · Cited by 8
“According to Voinov and Bousquet (2010) participatory modelling has emerged as a powerful tool that can (1) enhance the stakeholder’s knowledge and understanding of a system and its dynamics under various conditions, as in collaborative learning, and (2) identify and clarify the impacts of solutions to a given problem…”
BackgroundVirtually Expert: Modes of Environmental Computer Simulation Modeling
Landström, C., & Whatmore, S. J. (2014) · Science in Context · doi:10.1017/s0269889714000210 · Cited by 8
“This mode of modeling positions software differently from both virtual engineering and mathematical experimentation; here it is used “in support of a decision-making process that involves stakeholders” (Voinov and Bousquet 2010, 1269).”
MethodModel parameter uncertainty analysis for an annual field-scale P loss model
Bolster, C. H., Vadas, P. A., & Boykin, D. L. (2016) · Journal of Hydrology · doi:10.1016/j.jhydrol.2016.05.009 · Cited by 8
Use of a choice-based survey approach to characterise fishing behaviour in a scallop fishery
Shepperson, J., Murray, L. G., Mackinson, S., Bell, E., & Kaiser, M. J. (2016) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2016.09.013 · Cited by 8
Augmenting physical 3D models with projected information to support environmental knowledge exchange
Fisher, R., Heckbert, S., Villalobos, J. M. L., & Sutton, S. (2019) · Applied Geography · doi:10.1016/j.apgeog.2019.102095 · Cited by 8
CLUES model calibration: residual analysis to investigate potential sources of model error
Semádeni-Davies, A. F., Jones‐Todd, C. M., Srinivasan, M., Muirhead, R. W., Elliott, A. H., Shankar, U., & Tanner, C. C. (2019) · New Zealand Journal of Agricultural Research · doi:10.1080/00288233.2019.1697708 · Cited by 8
“Since, community planning is a cornerstone of the NPS-FM, the level of both needs be communicated in a transparent and understandable way for model results to be accepted by community stakeholders (e.g. Voinov and Bousquet 2010; Basco-Carrera et al. 2017).”
BackgroundRoth, A., Pinta, F., Negny, S., & Montastruc, L. (2021) · Computers & Chemical Engineering · doi:10.1016/j.compchemeng.2021.107530 · Cited by 8
Mosaic glimpses: Serious games, generous constraints, and sustainable futures in Kandal, Cambodia
Venot, J., Jensen, C. B., Delay, É., & Daré, W. (2022) · World Development · doi:10.1016/j.worlddev.2021.105779 · Cited by 8
Selection and Evaluation of Potential Stormwater Harvesting Sites in Urban Areas
Inamdar, P. M. (2014) · Victoria University Research Repository (Victoria University) · Cited by 8
Bustamante, M., Rillo, C., Niang, I., Baker, L. E., & Vidueira, P. (2024) · Agricultural Systems · doi:10.1016/j.agsy.2024.103941 · Cited by 7
Pallaske, G. (2024) · Ecological Modelling · doi:10.1016/j.ecolmodel.2024.110828 · Cited by 7
An Assessment of Agent-Based Modelling Tools for Community-Based Adaptation to Climate Change
Selje, T., Islam, R., & Heinz, B. (2024) · Applied Sciences · doi:10.3390/app142311264 · Cited by 7
Allison, A. E. F., Stephens, S. A., Blackett, P., Lawrence, J., Dickson, M. E., & Matthews, Y. (2023) · Journal of Marine Science and Engineering · doi:10.3390/jmse11020343 · Cited by 7
Paudel, R., & Ligmann-Zielińska, A. (2023) · Algorithms · doi:10.3390/a16070338 · Cited by 7
“Participatory or companion modeling [36], as well as role-playing games [11], are some of the conventional approaches to eliciting stakeholder knowledge for model development [23,24].”
BackgroundNeverre, N. (2024) · Water Resources Management · doi:10.1007/s11269-024-03754-7 · Cited by 7
“As suggested by Voinov and Bousquet (2010), to be more time-efficient a first draft is made by the research team based on available public data, then discussed, completed, corrected and validated through bilateral meetings with the water managers of each entity.”
InfluentialNarratives of a Drought: Exploring Resilience in Kenya’s Drylands
Carabine, E., Wainwright, J., & Twyman, C. (2013) · Advances in intelligent systems and computing · doi:10.1007/978-3-642-39829-2_27 · Cited by 7
How to get your model results used: a guide to stakeholder engagement
Hughes, A., van Wonderen, J. V., Rees, J., Seymour, K., Manful, D., & Karl, H. (2012) · Geological Society London Special Publications · doi:10.1144/sp364.4 · Cited by 9
“Voinov & Bousquet (2010) present an excellent framework for understanding different approaches to participatory modelling.”
BackgroundThe Users’ Judgements—The Stakeholder Approach to Simulation Validation
Saam, N. J. (2019) · Simulation foundations, methods and applications · doi:10.1007/978-3-319-70766-2_17 · Cited by 7
Yassine, R., Pérès, F., Frysou, O., Roux, H., & Cassan, L. (2020) · Journal of Contingencies and Crisis Management · doi:10.1111/1468-5973.12312 · Cited by 7
“However, some hypotheses concerning the causes can be explored based on similar studies (Salliou et al., 2019; Videira et al., 2003; Voinov & Bousquet, 2010).”
BackgroundMethodInfluentialRigo, R., Martin, P., Verburg, P. H., & Houet, T. (2022) · Futures · doi:10.1016/j.futures.2022.102937 · Cited by 7
Hydrosocial research for better understanding, managing, and modeling human-nature interactions
Ricart, S., & Kirk, N. (2022) · Frontiers in Water · doi:10.3389/frwa.2022.1025040 · Cited by 7
“Despite a vast literature on stakeholder and modeling processes, the fundamental questions of “who’s in” and “why” are not always explicit and remain a difficult issue (Voinov and Bousquet, 2010).”
BackgroundHallberg‐Sramek, I. (2023) · Acta universitatis agriculturae Sueciae · doi:10.54612/a.6os9e6ei21 · Cited by 11
Amorocho‐Daza, H., van der Zaag, P., & Sušnik, J. (2023) · System Dynamics Review · doi:10.1002/sdr.1755 · Cited by 7
Participatory developing strategies for water management in South Khorasan province, Iran
Nasrabadi, A. T., & Shamsai, A. (2014) · Water Resources · doi:10.1134/s0097807814060190 · Cited by 7
Everaert, G., Pauwels, I. S., Bennetsen, E., & Goethals, P. L. M. (2016) · AI Communications · doi:10.3233/aic-160711 · Cited by 7
“Therefore, apart from the statistical reliability, also the comprehensibility and applicability of the decision trees merit attention in the assessment of the end-product [17,47].”
Development and evaluation of an on-demand sustainability tool in Flanders
Coteur, I., Marchand, F., Debruyne, L., Bijttebier, J., Triste, L., & Lauwers, L. (2014) · Ghent University Academic Bibliography (Ghent University) · Cited by 7
Sapin, J. R., Saito, L., Dai, A., Rajagopalan, B., Hanna, R. B., & Kauneckis, D. (2017) · Journal of Water Resources Planning and Management · doi:10.1061/(asce)wr.1943-5452.0000834 · Cited by 7
Curto, R. A., Barreca, A., Coscia, C., Ferrando, D. G., Fregonara, E., & Rolando, D. (2021) · Interdisciplinary Journal of Problem-based Learning · doi:10.14434/ijpbl.v15i1.29626 · Cited by 7
“Collaborative learning is efficiently used to work together on problems, complete a task, or create a product/project (Voinov & Bousquet, 2010).”
MethodEnacting Responsibilities in Landscape Design: The Case of Advanced Biofuels
Lucia, L. D., & Ribeiro, B. (2018) · Sustainability · doi:10.3390/su10114016 · Cited by 7
Integrating Social Power and Political Influence into Models of Social–Ecological Systems
Hall, D. M. (2015) · European Journal of Sustainable Development · doi:10.14207/ejsd.2015.v4n2p61 · Cited by 7
“…are more legitimate to communities as well as to the improvement of group-based modeling processes (mediated modeling, co-modeling, companion modeling, participatory modeling, etc.) (Hall et al., 2014; Levrel, Etienne, Kerbiriou, Le Page, & Rouan, 2009; van den Belt, 2004; Voinov & Bousquet, 2010).”
BackgroundMap-based decision support tools for collaborative land use planning
Arciniegas, G. (2012) · Digital Academic REpository of VU University Amsterdam (Vrije Universiteit Amsterdam) · Cited by 7
Chaminuka, P. (2012) · doi:10.18174/193345 · Cited by 7
Chambers, J., Nugent, G., Sommers, B. J., Speldewinde, P., Neville, S., Beatty, S. J., Chilcott, S., Eberhard, S. M., Mitchell, N. J., D’Souza, F. M. L., et al. (2013) · UWA Profiles and Research Repository (UWA) · Cited by 7
Participatory Modeling in Support of Citizen Science Research
Jordan, R., Sorensen, A. E., & Gray, S. A. (2022) · Forests · doi:10.3390/f13040567 · Cited by 6
Innovation systems and co-evolutionary development: A systematic literature review
Satalkina, L., & Steiner, G. (2025) · Journal of Innovation & Knowledge · doi:10.1016/j.jik.2025.100808 · Cited by 7
Evolving from Rules to Learning in Urban Modeling and Planning Support Systems
Cai, Z. (2025) · Urban Science · doi:10.3390/urbansci9120508 · Cited by 6
A system dynamics model for predicting African armyworm occurrence and population dynamics
Sokame, B. M., Kipkorir, B., Agboka, K. M., Niassy, S., Belayneh, Y., Elkahky, M., & Tonnang, H. E. Z. (2024) · Agriculture Ecosystems & Environment · doi:10.1016/j.agee.2024.109378 · Cited by 6
“The core concept here is that systems can be represented as a set of stocks (accumulations or levels) and flows (rates) where energy or material accumulates in the stocks and moves between them through flows (Voinov and Bousquet, 2010).”
Sassenou, L.-N., Olivieri, L., Kotnarovsky, G., Longo, D., & Olivieri, F. (2025) · Energy Research & Social Science · doi:10.1016/j.erss.2025.104175 · Cited by 6
Integrating Diverse Stakeholder Knowledge in Recreational Fisheries Decision Making
Camp, E. V., van Poorten, B. T., Robinson, K. F., Harrison, H. L., Nguyen, V. M., Crandall, C., Lorenzen, K., Casola, W. R., Dedual, M., & Klizentyte, K. (2025) · Fish & fisheries series/Fish and fisheries series (Print) · doi:10.1007/978-3-031-99739-6_20 · Cited by 6
Bernard, P.-Y., Benoît, M., Roger‐Estrade, J., & Plantureux, S. (2016) · Journal of Environmental Management · doi:10.1016/j.jenvman.2016.08.050 · Cited by 6
Goelz, T., Scheld, A. M., Hartley, T. W., & Carboni, I. (2020) · Coastal Management · doi:10.1080/08920753.2020.1823669 · Cited by 6
Millon, L., Barré, K., Julliard, R., Compère, P., & Kerbiriou, C. (2020) · Land Use Policy · doi:10.1016/j.landusepol.2020.105161 · Cited by 6
Research directions in policy modeling: Insights from comparative analysis of recent projects
Ronzhyn, A., & Wimmer, M. A. (2021) · Data & Policy · doi:10.1017/dap.2021.8 · Cited by 6
“Models can be useful for educating the audience and communicating how certain systems work (Voinov and Bousquet, 2010).”
A systematic analysis of learning analytics using multi-source data in the context of Spain
Muñoz‐Merino, P. J., Moreno-Marcos, P. M., Rubio‐Fernández, A., Tsai, Y., Gašević, D., & Kloos, C. D. (2022) · Behaviour and Information Technology · doi:10.1080/0144929x.2022.2039767 · Cited by 6
Jacobs, K., Holway, J., Hanak, E., Quay, R., Sternlieb, F., & Udall, B. (2022) · JAWRA Journal of the American Water Resources Association · doi:10.1111/1752-1688.13014 · Cited by 6
Capacity development and knowledge transfer on the climate, land, water and energy nexus
Ramos, E., Gardumi, F., Niet, T., Sridharan, V., Alfstad, T., Pappis, I., de Strasser, L., Shivakumar, A., Howells, M., & Rogner, H. (2022) · Edward Elgar Publishing eBooks · doi:10.4337/9781839100550.00015 · Cited by 6
Wikis as collaborative knowledge management tools in socio-environmental modelling studies
Roxburgh, N., Stringer, L. C., Evans, A. J., Williams, T. G., & Müller, B. H. (2022) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2022.105538 · Cited by 6
Mental Models for Assessing Impacts of Stormwater on Urban Social–Ecological Systems
O’Connor, C. B., & Levin, P. S. (2023) · Urban Science · doi:10.3390/urbansci7010014 · Cited by 6
Debnath, R., Pettit, C. J., van Delden, H., & Perez, P. (2023) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2023.104205 · Cited by 6
Integrative research of Mediterranean climate regions: a global call to action
Arranz, I., Batllori, E., Linares, C., Ripple, W. J., & Bonada, N. (2024) · Environmental Conservation · doi:10.1017/s0376892924000067 · Cited by 6
“This could allow for the implementation of better decisions, the quicker formulation of problem resolutions and the identification of knowledge gaps in the process of planning integrative studies (Voinov & Bousquet 2010, Cimpoiasu et al. 2021).”
Văidianu, N., Adamescu, M. C., Wildenberg, M., & Tetelea, C. (2013) · Intelligent systems reference library · doi:10.1007/978-3-642-39739-4_19 · Cited by 7
A flexible framework for environmental policy assessment at the catchment level
Doole, G. J. (2015) · Computers and Electronics in Agriculture · doi:10.1016/j.compag.2015.04.009 · Cited by 6
Joining Scientists and Stakeholders in Regional Earth System Modeling
Rosenzweig, B. R., Vörösmarty, C. J., Gutowski, W. J., & Steiner, A. L. (2014) · Eos · doi:10.1002/2014eo270005 · Cited by 6
“While methods and software have been developed to directly involve stakeholders in conducting simulations and analyses [Voinov and Bousquet, 2010], given the complexity inherent in regional Earth system models, we advocate that this work be in the exclusive domain of the researcher.”
MethodPourabdollah, A., Wagner, C., Miller, S. M., Smith, M., & Wallace, K. J. (2014) · IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) · doi:10.1109/fuzz-ieee.2014.6891783 · Cited by 6
Bennis, K., & Bahi, L. (2016) · Journal of Decision System · doi:10.1080/12460125.2015.1108158 · Cited by 6
“Actuellement, il est généralement admis que les meilleures décisions sont implémentées avec moins de conflit et plus de succès lorsqu’elles sont guidées par les parties prenantes (PP ; Voinov & Bousquet, 2010).”
BackgroundCommunicating About Water Issues in Australia
Elsawah, S., McLucas, A. C., & Mazanov, J. (2015) · Simulation & Gaming · doi:10.1177/1046878115580410 · Cited by 6
“For this, model development must follow a participatory modelling process through which stakeholders’ input (i.e. knowledge and views) provides the basis for the model design and implementation (Voinov & Bousquet, 2010).”
MethodBécu, N., de Coninck, A., Taleb, M. O., Inejih, C. A., Dionnet, M., Rougier, J.-E., Leteurtre, E., Chavance, P. N., & Bouzouma, M. (2016) · VertigO · doi:10.4000/vertigo.18095 · Cited by 8
González, P. A. V., Florez, M. J. F., Triviño, N., Escobar-Vargas, J. A., Neira, N. O., Méndez, A. M. G., & Salazar, R. E. G. (2016) · Ingeniería · doi:10.14483/udistrital.jour.reving.2016.3.a09 · Cited by 6
“Estos pretenden: (i) incrementar el conocimiento de los actores, (ii) lograr el entendimiento de un sistema y sus dinámicas bajo varias condiciones como aprendizaje colaborativo e (iii) identificar y clarificar los impactos de situaciones dadas soportando la toma de decisiones [26].”
BackgroundRodorff, V., Steinmetz, L., Mertens, J., Siegmund‐Schultze, M., & Köppel, J. (2018) · Regional Environmental Change · doi:10.1007/s10113-018-1370-2 · Cited by 6
Knox, J. W., Haro‐Monteagudo, D., Hess, T. M., & Morris, J. (2018) · Advances in chemical pollution, environmental management and protection · doi:10.1016/bs.apmp.2018.08.003 · Cited by 6
The Entity-Process Framework for Integrated Agent-Based Modeling of Social-Ecological Systems
Sibertin‐Blanc, C., Thérond, O., Monteil, C., & Mazzéga, P. (2019) · Law, governance and technology series · doi:10.1007/978-3-030-11506-7_4 · Cited by 6
Roberts, M., Byg, A., Faccioli, M., Novo, P., & Kyle, C. (2020) · Journal of Environmental Planning and Management · doi:10.1080/09640568.2020.1763274 · Cited by 6
Fisher, R., Heckbert, S., & Garnett, S. T. (2021) · Fire · doi:10.3390/fire4030046 · Cited by 7
“To the extent to which we accept “untraditional metrics of success and validation”, as suggested by Voinov [39], for this type of participatory complex system modelling, some validation was provided by the fact that the model has been used by remote Indigenous rangers for knowledge transfer at a local school showing i…”
BackgroundMethodInfluentialScenarios and Decision Support for Security and Conflict Risks in the Context of Climate Change
Schweizer, V. J. (2019) · Current Climate Change Reports · doi:10.1007/s40641-019-00123-0 · Cited by 6
Leskens, J. G., Brugnach, M., & Hoekstra, A. Y. (2019) · Water · doi:10.3390/w11112427 · Cited by 6
Chapuis, K., Bonnet, M., da Hora, N. N., Evangelista-Vale, J. C., Bancel, N., Melo, G., & Page, C. L. (2022) · Springer proceedings in complexity · doi:10.1007/978-3-030-92843-8_7 · Cited by 6
Meta-modelling of the impacts of regional cropping system scenarios for phoma stem canker control
Hossard, L., Souchère, V., Pelzer, E., Pinochet, X., & Jeuffroy, M. H. (2015) · European Journal of Agronomy · doi:10.1016/j.eja.2015.04.006 · Cited by 6
Mach, K. J., Vallario, R., Arnold, J. R., Brelsford, C. M., Calvin, K., Flores, A. N., Gao, J., Jagannathan, K., Judi, D. R., Martín, C. E., et al. (2023) · doi:10.7930/nca5.2023.ch18 · Cited by 6
Lehikoinen, A., Reinekoski, T., Janasik, N., Ahvenainen, M., & Hukkinen, J. (2025) · Journal of Environmental Management · doi:10.1016/j.jenvman.2025.125373 · Cited by 6
Speakman, C. N., Bull, S., Cubaynes, S., Davis, K. J., Devillard, S., Fryxell, J. M., Gallagher, C. A., McHuron, E. A., Rastello, K., Smallegange, I. M., et al. (2025) · Ecology Letters · doi:10.1111/ele.70198 · Cited by 5
“For this purpose, participatory modelling is a widely used approach that aims to increase and share knowledge of a sys-tem and its dynamics under different conditions and to anticipate the impact of management actions to support decision-making (Voinov and Bousquet 2010).”
Kesamoon, C., & Boonprasurt, P. (2025) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2025.105848 · Cited by 5
Alali, S., Vaglia, V., Bocchi, S., Schievano, A., Betti, M., & Marinis, P. D. (2025) · Agroforestry Systems · doi:10.1007/s10457-025-01351-0 · Cited by 5
“…and adapt the model’s parameters by incorporating local expert knowledge, ensuring the final outputs more accurately reflect the specific ecological conditions of the study area and are not just an application of a generic, decontextualized tool (Gray et al. 2018; Voinov and Bousquet 2010).”
Vriens, M., Knoester, O. J., Bosmans, J. E., Gabbert, S., Ket, J. C. F., de Wit, G. A., EVAneMENT study team, van den Berg, G., Feenstra, T., Konings, S. R. A., et al. (2025) · BMC Public Health · doi:10.1186/s12889-025-24683-z · Cited by 7
A catalogue of Do's and Don'ts in the modeling of environmental systems
Sun, X., Jakeman, A. J., Hamilton, S. H., Grimm, V., Hunt, R. J., Elsawah, S., Wang, H.-H., Croke, B., & Chen, M. (2026) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2026.106893 · Cited by 5
Récits de recherche sur l'eau dans un monde interdisciplinaire
Collard, A.-L., Riaux, J., & Kuper, M. (2024) · Éditions Quæ eBooks · doi:10.35690/978-2-7592-3807-1 · Cited by 5
Stakeholders participation and groundwater management: Raising the awareness
Yadav, M. K., Vashisht, B. B., Jalota, S. K., Kaur, S., & Yadav, S. L. (2024) · Elsevier eBooks · doi:10.1016/b978-0-443-21499-8.00015-5 · Cited by 5
More than modelling: Building trust for positive change in water resources management
Sowby, R. B., South, A. J., Jones, N. L., Hopkins, E. G., & Ames, D. P. (2025) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2025.106465 · Cited by 9
Supporting Decision-Making within the Policy Cycle
Pluchinotta, I., Daniell, K. A., & Tsoukiàs, A. (2022) · Routledge eBooks · doi:10.4324/9781003163954-24 · Cited by 5
de Oliveira, M. A., Pacheco, A. L. S., Futami, A. H., Valentina, L. V. O. D., & Flesch, C. A. (2022) · Systems Research and Behavioral Science · doi:10.1002/sres.2836 · Cited by 5
Impact Weaving: An Approach to Strengthening the Plausibility of Anticipated AR4D Impact Pathways
Blundo‐Canto, G., Borray, G. A. R., Vásquez-Urriago, Á. R., Ramírez-Gómez, M.-M., Moreno, G. S. Z., Castañeda, L. P. T., Carranza, B. H., Castro, A. M. S., Agudelo-Chocontá, B.-E., Soullier, G., et al. (2022) · European Journal of Development Research · doi:10.1057/s41287-022-00566-6 · Cited by 5
“1995; Voinov and Bousquet 2010to cite authors who presented different approaches).”
BackgroundAI USEFULNESS IN SYSTEMS MODELLING AND SIMULATION: GPT-4 APPLICATION
du Plooy, C., & Oosthuizen, R. (2023) · The South African Journal of Industrial Engineering · doi:10.7166/34-3-2944 · Cited by 7
“Despite the promise of AI-driven system dynamics modelling, the role of human expertise remains indispensable [13].”
BackgroundClavareau, L., Marzloff, M. P., Tixier, P., & Trenkel, V. M. (2024) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2024.106028 · Cited by 5
Transformative Participation for Socio-Ecological Sustainability
Ferrand, N., & Hassenforder, É. (2024) · Éditions Quæ eBooks · doi:10.35690/978-2-7592-3920-7 · Cited by 5
Computer‐Aided Negotiations of Water Disputes: An Interdisciplinary Role‐Playing Course
Rivera, M. W., Sheer, D. P., & Miller, A. J. (2013) · JAWRA Journal of the American Water Resources Association · doi:10.1111/jawr.12069 · Cited by 5
“Similarly, engagement and educational outcomes would likely be influenced by the qualities of stakeholder engagement in model development and calibration (Voinov and Bousquet, 2010).”
BackgroundEmploying Fuzzy Cognitive Maps to support environmental policy development
Mourhir, A., Rachidi, T., & Karim, M. (2015) · IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) · doi:10.1109/fuzz-ieee.2015.7337969 · Cited by 5
“If policy actions are taken without considering stakeholders' input, they might result in the different actors perusing their strategies regardless of the developed policies [1].”
BackgroundOptimising finishing pig delivery weight: participatory decision problem analysis
Leen, F., den Broeke, A. V., Aluwé, M., Lauwers, L., Millet, S., & Meensel, J. V. (2017) · Animal Production Science · doi:10.1071/an16098 · Cited by 5
“Constructing a model for decision support in practice requires a balance betweenmodel complexity, accuracy, comprehensibility and broad applicability (Voinov and Bousquet 2010).”
BackgroundMethodInfluentialThe Diversity of Adaptation in a Multilevel Governance Setting
Campos, I. S., Ng, K., Penha‐Lopes, G., Pedersen, A. B., Capriolo, A., Olazabal, M., Meyer, V., Gebhardt, O., Weiland, S., Nielsen, H. Ø., et al. (2018) · Elsevier eBooks · doi:10.1016/b978-0-12-849887-3.00003-4 · Cited by 6
Environmental Governance As a Framework for Mangrove Sustainability on the Brazilian Amazon Coast
Eyzaguirre, I. A. L., & Fernandes, M. E. B. (2018) · Coastal research library · doi:10.1007/978-3-319-73016-5_31 · Cited by 5
Irvine, M. A., McGowan, R., Hammond, K., Davison, C., Coombs, D., & Gilbert, M. (2019) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2019.11.011 · Cited by 5
Greening the Saskatchewan grid: A case study in deliberative energy modelling
Dolter, B. (2021) · Ecological Economics · doi:10.1016/j.ecolecon.2021.106966 · Cited by 5
Hanzawa, Y., Yamakawa, T., & Watari, S. (2021) · NIPPON SUISAN GAKKAISHI · doi:10.2331/suisan.20-00042 · Cited by 5
Thanh, H. T., Tschakert, P., & Hipsey, M. R. (2021) · Socio-Ecological Practice Research · doi:10.1007/s42532-021-00085-4 · Cited by 5
“2017, pp. 128–129; Voinov and Bousquet 2010, p. 1271; Vugteveen et al.”
Tobin, C., Urban-Rich, J., Larosee, C., & Mavrommati, G. (2023) · AMBIO · doi:10.1007/s13280-023-01870-z · Cited by 5
“Much of it relies on the ability of stakeholders to communicate and exchange information and knowledge (Voinov and Bousquet 2010).”
BackgroundInfluentialSimulating Sustainability: Guiding Principles to Ensure Policy Impact
Smajgl, A. (2015) · Lecture notes in computer science · doi:10.1007/978-3-319-18944-4_1 · Cited by 5
Metadata
- Authors
- Voinov, A., & Bousquet, F.
- Affiliations
- International Institute for Geo-Information Science and Earth Observation (NL)
- Corresponding author
- Voinov, Alexey
- ORCID
- Voinov, Alexey
- Venue
- Environmental Modelling & Software
- Publisher
- Elsevier BV
- Published
- 2010-11
- Volume
- 25
- Issue
- 11
- Pages
- 1268-1281
- ISSN
- 1364-8152 (ISSN-L)
- OpenAlex
- W2127470579
- Cited by
- 1,354
- References
- 100
- Citations by year
- 2026: 78 · 2025: 85 · 2024: 65 · 2023: 69 · 2022: 87 · 2021: 94 · 2020: 105 · 2019: 129 · 2018: 91 · 2017: 105 · 2016: 90 · 2015: 88 · 2014: 83 · 2013: 64 · 2012: 64
- FWCI
- 194.24
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Environmental Modelling & Software (publishedVersion)
- University of Twente Research Information (publishedVersion)
- Agritrop (Cirad) (submittedVersion)
- University of Twente Research Information (submittedVersion)
- Topics
- Physical Sciences › Environmental Science › Management, Monitoring, Policy and Law › Environmental and Social Impact Assessments
- Social Sciences › Decision Sciences › Management Science and Operations Research › Complex Systems and Decision Making
- Physical Sciences › Environmental Science › Global and Planetary Change › Sustainability and Climate Change Governance
- Keywords
- stakeholder engagement, participatory modeling, cooperative learning, environmental assessment, decision support
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