Cited by 1,354Environmental and Social Impact AssessmentsComplex Systems and Decision MakingSustainability and Climate Change Governance

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Modelling with stakeholders☆

Voinov, Alexey, Bousquet, Francois·2010·Environmental Modelling & Software

DOI 10.1016/j.envsoft.2010.03.007

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Understanding farmers' influence on land-use change using a participatory Bayesian network approach in a pre-Alpine region in Switzerland
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A graph-based approach to defend agro-ecological systems against water vole outbreaks
Foltête, J., Couval, G., Fontanier, M., Vuidel, G., & Giraudoux, P. (2016) · Ecological Indicators · doi:10.1016/j.ecolind.2016.06.033 · Cited by 23
An adapted companion modelling approach for enhancing multi-stakeholder cooperation in complex river basins
Basco‐Carrera, L., Meijers, E., Sarısoy, H. D., Şanli, N. O., Coşkun, S., Oliemans, W., van Beek, E., KARAASLAN, Y., & Jonoski, A. (2018) · International Journal of Sustainable Development & World Ecology · doi:10.1080/13504509.2018.1445668 · Cited by 22
“2014) that facilitates this knowledge development through collaborative learning (Voinov and Bousquet 2010).”
BackgroundMethod
Learning across disciplines in socio-environmental problem framing
Pennington, D. D., Vincent, S. G., Gosselin, D. C., & Thompson, K. (2021) · Socio-Environmental Systems Modeling · doi:10.18174/sesmo.2021a17895 · Cited by 22
“Social learning has been recognized as important throughout the life of an SES project (de Kraker et al., 2011; Ernst, 2019; Fernández-Giménez et al., 2019; Johnson et al., 2012; Schneider & Rist, 2014; Scholz et al., 2014; Voinov & Bousquet, 2010).”
Background
Participatory Causal Loop Mapping of the Adoption of Organic Farming in Nigeria
Adebiyi, J. A., & Olabisi, L. S. (2022) · Environmental Management · doi:10.1007/s00267-021-01580-w · Cited by 21
“This approach, otherwise known as participatory system dynamics modeling can take the form of group model building (GMB) or mediated modeling, both of which have similarities and differences that are well discussed in the literature (for example, see, Vennix et al. 1996; Antunes et al. 2006; Voinov and Bousquet 2010;…”
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The elephant in the room is really a cow: using consumption corridors to define sustainable meat consumption in the European Union
Rio, M. C., Bovenkerk, B., Castella, J., Fischer, D., Fuchs, R., Kanerva, M., Rounsevell, M., Salliou, N., Verger, E. O., & Röös, E. (2022) · Sustainability Science · doi:10.1007/s11625-022-01235-7 · Cited by 24
“When such choices are driven by stakeholders, they lead to better societal outcomes (Newig et al. 2019) subsequently implemented with less conflict (Voinov and Bousquet 2010).”
Background
Engaging stakeholders to address a complex water resource management issue in the Western Cape, South Africa
Gwapedza, D., Barreteau, O., Mantel, S. K., Paxton, B. R., Bonté, B., Tholanah, R., Xoxo, S., Theron, S., Mabohlo, S., O’Keeffe, L., et al. (2024) · Journal of Hydrology · doi:10.1016/j.jhydrol.2024.131522 · Cited by 21
Causal networks and scenarios: participatory strategy development for promoting renewable electricity generation
Düspohl, M., & Döll, P. (2015) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2015.09.117 · Cited by 21
Comparing and Combining Landsat Satellite Imagery and Participatory Data to Assess Land-Use and Land-Cover Changes in a Coastal Village in Papua New Guinea
Hoover, J. D., Leisz, S. J., & Laituri, M. (2017) · Human Ecology · doi:10.1007/s10745-016-9878-x · Cited by 21
The road less traveled: Assessing the impacts of farmer and stakeholder participation in groundwater nitrate pollution research
Jackson‐Smith, D. B., Ewing, S. A., Jones, C. A., Sigler, A., & Armstrong, A. (2018) · Journal of Soil and Water Conservation · doi:10.2489/jswc.73.6.610 · Cited by 25
“There have been many different approaches to engaging key actors or stakeholders in scientific research and modeling efforts (Ashby et al. 1996; Langsdale et al. 2013; Voinov and Bousquet 2010).”
Background
A loosely integrated data configuration strategy for web-based participatory modeling
Yue, S., Chen, M., Yang, C. P., Shen, C., Zhang, B., Wen, Y., & Lü, G. (2018) · GIScience & Remote Sensing · doi:10.1080/15481603.2018.1549820 · Cited by 21
“Generally, participants engaged in a participatory modeling task play a range of different roles, such as modeling scientist, decision-maker, policy-maker, and nonscien-tist (Sandker, Campbell, and Suwarno 2008; Voinov and Bousquet 2010; Seidl 2015; Videira, Antunes, and Santos 2017).”
Background
Moving perceptions on potato late blight control: Workshops with model-based scenarios
Pacilly, F. C. A., Bueren, E. L. V., Groot, J. C. J., & Hofstede, G. J. (2019) · Crop Protection · doi:10.1016/j.cropro.2019.01.010 · Cited by 21
Service-oriented interface design for open distributed environmental simulations
Zhang, F., Chen, M., Yue, S., Wen, Y., Lü, G., & Li, F. (2020) · Environmental Research · doi:10.1016/j.envres.2020.110225 · Cited by 21
Dilemmas in developing models for long-term drought risk management: The case of the National Water Model of the Netherlands
Mens, M., Minnema, B., Overmars, K. P., & van den Hurk, B. (2021) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2021.105100 · Cited by 21
A bottom-up participatory modelling process for a multi-level agreement on environmental uncertainty management in West Africa
D’Aquino, P., & Bah, A. (2012) · Journal of Environmental Planning and Management · doi:10.1080/09640568.2012.665361 · Cited by 21
“…Sandker et al. 2010) have proved to be useful supports to improve stakeholders’ knowledge about their socio-ecological system, as in collaborative learning, and to help them clarify the impacts of possible solutions for a known problem (Renger et al. 2008, Voinov and Bousquet 2010, Étienne 2011).”
Background
CMFDM: A methodology to guide the design of a conceptual model of farmers' decision-making processes
Robert, M., Dury, J., Thomas, A., Thérond, O., Sekhar, M., Badiger, S., Ruiz, L., & Bergez, J.-É. (2016) · Agricultural Systems · doi:10.1016/j.agsy.2016.07.010 · Cited by 21
Low-carbon strategies towards 2050: Comparing ex-ante policy evaluation studies and national planning processes in Europe
van Sluisveld, M. A. E., Hof, A. F., van Vuuren, D. P., Boot, P., Patrick Criqui, A., Matthes, F. C., Notenboom, J., Pedersen, S. L., Pfluger, B., & Watson, J. (2017) · Environmental Science & Policy · doi:10.1016/j.envsci.2017.08.022 · Cited by 21
“…literature that participatory processes generate legitimacy and social acceptance for policy choices (Kowarsch, 2016; Scheffran, 2006; van Asselt and Rijkens-Klomp, 2002; Voinov and Bousquet, 2010), we find only limited examples and evaluations of the more formalised applications in practice.”
Background
Synergy between adaptive management and participatory modelling: The two processes as interconnected spirals
Crevier, L. P., & Parrott, L. (2019) · Ecological Informatics · doi:10.1016/j.ecoinf.2019.100982 · Cited by 22
Engaging stakeholders through participatory modelling
Garrod, G. D., Raley, M. E., Aznar, O., Espinosa, O. B., Barreteau, O., Gomez, M., Schaft, F., & Turpin, N. (2013) · Proceedings of the Institution of Civil Engineers - Engineering Sustainability · doi:10.1680/ensu.12.00030 · Cited by 21
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Environmental impact assessment based on dynamic fuzzy simulation
Wieland, R., & Gutzler, C. (2014) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2014.02.001 · Cited by 20
“Expert- and stakeholder-based approaches (Voinov and Bousquet, 2010) for generating information are much faster, and are easy to combine with public participation and consultation.”
Background
Enhancing Collaborative Management in the Basin
Daniell, K. A. (2011) · ANU Press eBooks · doi:10.22459/bf.05.2011.26 · Cited by 20
An expandable web-based platform for visually analyzing basin-scale hydro-climate time series data
Smith, J. P., Hunter, T., Clites, A., Stow, C., Slawecki, T., Muhr, G. C., & Gronewold, A. (2016) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2015.12.005 · Cited by 22
“Additionally, these tools are helpful in the participatory modeling process between stakeholders and modellers as discussed by Voinov and Bousquet (2010), especially when it comes to model analysis, discussion, and planning improvements to models.”
Method
How Bayesian Are Farmers When Making Climate Adaptation Decisions? A Computer Laboratory Experiment for Parameterising Models of Expectation Formation
Eisele, M. H., Troost, C., & Berger, T. (2021) · Journal of Agricultural Economics · doi:10.1111/1477-9552.12425 · Cited by 20
Fostering co-operation through participation in natural resource management. An integrative review
Ortiz-Riomalo, J. F., Koessler, A., & Engel, S. (2022) · Journal of Environmental Management · doi:10.1016/j.jenvman.2022.117184 · Cited by 23
Exploring the Barriers to and Potential for Sustainable Transitions in Urban–Rural Systems through Participatory Causal Loop Diagramming of the Food–Energy–Water Nexus
Zellner, M., Massey, D., Rozhkov, A., & Murphy, J. T. (2023) · Land · doi:10.3390/land12030551 · Cited by 20
Building Community for Participatory Modeling: Network Composition, Trust, and Adaptive Process Design
Bartels, W., & Furman, C. (2023) · Society & Natural Resources · doi:10.1080/08941920.2023.2177916 · Cited by 20
“Researchers seldom evaluate the nature of the interactive spaces that are created for participatory modeling, and the micro-shifts in group dynamics (Jones et al. 2009; Voinov and Bousquet 2010).”
Background
Modeling Stakeholders’ Perceptions in Participatory Multi-risk Assessment on a Deltaic Environment Under Climate Change Conditions
Katirtzidou, M., Skoulikaris, C., Makris, C. V., Baltikas, V., Latinopoulos, D., & Krestenitis, Y. Ν. (2023) · Environmental Modeling & Assessment · doi:10.1007/s10666-023-09890-5 · Cited by 20
“The interdependency between water resources and their users highlights the importance of including social components in modeling [35] and justifies the participation of stakeholders as a key principle of successful management [36, 37].”
Background
A participatory modelling approach to cognitive mapping of the socio-environmental system of sandy anthropogenic shores in the Netherlands
Bakhshianlamouki, E., Augustijn, E.-W., Brugnach, M., Voinov, A. A., & Wijnberg, K. M. (2023) · Ocean & Coastal Management · doi:10.1016/j.ocecoaman.2023.106739 · Cited by 19
Self-citation
A participatory systems dynamic modelling approach to understanding flood systems in a coastal community in Cameroon
Awah, L. S., Belle, J. A., Nyam, Y. S., & Orimoloye, I. R. (2024) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2023.104236 · Cited by 20
Community-based interventions for the use and conservation of animal genetic resources: the case of indigenous scavenger chicken production in Benin
Rodríguez, L. C., Herrero, M., & Baltenweck, I. (2011) · Tropical Animal Health and Production · doi:10.1007/s11250-011-9790-8 · Cited by 20
“Participatory modeling combining stakeholder involvement and computer modeling seems to be a valid mode to improve decision making processes within the involved communities (e.g., Voinov and Bousquet 2010).”
Method
A review and participatory extension of game structuring methods
Cunningham, S. W., Hermans, L. M., & Slinger, J. H. (2014) · EURO Journal on Decision Processes · doi:10.1007/s40070-014-0035-8 · Cited by 23
“In this spirit, we work with a general purpose framework for participatory modelling offered by Voinov and Bousquet (2010).”
BackgroundMethodInfluential
The development of a tourism research framework by South African National Parks to inform management
Biggs, D., Swemmer, L. K., Phillips, G., Stevens, J., Freitag, S., & Grant, R. C. C. (2014) · Koedoe · doi:10.4102/koedoe.v56i2.1164 · Cited by 20
“However, there are numerous participatory social processes (e.g. Barnaud, Bousquet & Trebuil 2008; Biggs, Abel, Knight, Leitch, Langston & Ban 2011; Cundill et al. 2012; Voinov & Bousquet 2010) which can be used to address this challenge and develop a shared doi:10.4102/koedoe.v56i2.”
BackgroundInfluential
Interactive Simulations with a Stylized Scale Model to Codesign with Villagers an Agent-Based Model of Bushmeat Hunting in the Periphery of Korup National Park (Cameroon)
Page, C. L., Bobo, K. S., Kamgaing, T. O. W., Bobo, F. N., & Waltert, M. (2015) · Journal of Artificial Societies and Social Simulation · doi:10.18564/jasss.2550 · Cited by 20
“Another one relates strongly on the involvement of the local stakeholders into the process of designing the model (Voinov & Bousquet 2010).”
Agent-Based Models as “Interested Amateurs”
Johnson, P. (2015) · Land · doi:10.3390/land4020281 · Cited by 21
“This increasingly diverse field [8] is excellently overviewed by Voinov and Bousquet [9] and Matthews et al.”
Analytic framework for assessing participation processes and outcomes of climate change adaptation tools
Nkoana, E. M., Waas, T., Verbruggen, A., Burman, C. J., & Hugé, J. (2016) · Environment Development and Sustainability · doi:10.1007/s10668-016-9825-4 · Cited by 21
“However, the reasons and objectives of project or programme determine the type and the degree of public participation (Voinov and Bousquet 2010).”
BackgroundMethodInfluential
Expert based model building to quantify risk factors in a combined aquaculture-agriculture system
Stewart‐Koster, B., Anh, N. D., Burford, M. A., Condon, J., Quí, N. V., Hiep, L. H., Bay, D. V., & Sammut, J. (2017) · Agricultural Systems · doi:10.1016/j.agsy.2017.08.001 · Cited by 20
“The field of participatory modelling has developed to integrate the existing knowledge and expertise of practitioners into empirical research (Voinov and Bousquet 2010).”
Simpler models in environmental studies and predictions
Hong, E., Pachepsky, Y. A., Whelan, G., & Nicholson, T. J. (2017) · Critical Reviews in Environmental Science and Technology · doi:10.1080/10643389.2017.1393264 · Cited by 20
“…understanding of the system, reducing the perception of “black-box” modeling, and increase awareness and detection of unintended consequences of decisions and policies, resulting in a movement toward transdisciplinarity (Tress and Fry, 2005) and participatory modeling (Voinov and Bousquet, 2010).”
Background
Sensibiliser au risque de submersion marine par le jeu ou faut-il qu’un jeu soit spatialement réaliste pour être efficace ?
Amalric, M., Anselme, B., Bécu, N., Delay, É., Marilleau, N., Pignon-Mussaud, C., & Rousseaux, F. (2017) · Sciences du jeu · doi:10.4000/sdj.859 · Cited by 26
Enhancing Ecosystem Services Management in Protected Areas Through Participatory System Dynamics Modelling
Scolozzi, R., Schirpke, U., & Geneletti, D. (2019) · Landscape Online · doi:10.3097/lo.201973 · Cited by 24
“…modelling process: (1) to increase understanding and sharingknowledge about a system and its dynamics under various conditions; and (2) to identify and clarify the impacts of solutions to a given problem, supporting decision making, policy, regulation or management (Voinov & Bousquet 2010).”
Method
A formative and self-reflective approach to monitoring and evaluation of interdisciplinary team research: An integrated water resource modelling application in Australia
Zare, F., Guillaume, J., Elsawah, S., Croke, B., Fu, B., Iwanaga, T., Merritt, W., Partington, D., Ticehurst, J., & Jakeman, A. (2021) · Journal of Hydrology · doi:10.1016/j.jhydrol.2021.126070 · Cited by 22
Understanding knowledge needs for Scotland to become a resilient Hydro Nation: Water stakeholder perspectives
Adams, K., Metzger, M. J., Macleod, C. J. A., Helliwell, R., & Pohle, I. (2022) · Environmental Science & Policy · doi:10.1016/j.envsci.2022.06.006 · Cited by 20
Companion Modelling: Variant of Geoprospective Approach
Étienne, M. (2012) · L’Espace géographique · doi:10.3917/eg.412.0128 · Cited by 20
Accounting for Uncertainty in Determining Green Infrastructure Cost-Effectiveness
Montalto, F. A., Behr, C. T., & Yu, Z. (2011) · CRC Press eBooks · doi:10.1201/b11071-5 · Cited by 20
Co-producing research and data visualization for environmental justice advocacy in climate change adaptation: The Milwaukee Flood-Health Vulnerability Assessment
Cantis, P. H., Hoffman, L., Kennedy, C., Kim, Y., Charles, J., Gillet, V. G., Getzin, A., Littlefield, D., Zielinski, A., Bernstein, J., et al. (2024) · Cities · doi:10.1016/j.cities.2024.105474 · Cited by 18
Interorganizational Shared Services: Creating Value across Organizational Boundaries
van Fenema, P. C., Keers, B., & Zijm, W. H. M. (2014) · Advanced series in management · doi:10.1108/s1877-636120140000013009 · Cited by 21
Interactive genetic algorithm for user‐centered design of distributed conservation practices in a watershed: An examination of user preferences in objective space and user behavior
Piemonti, A. D., Babbar‐Sebens, M., Mukhopadhyay, S., & Kleinberg, A. (2017) · Water Resources Research · doi:10.1002/2016wr019987 · Cited by 19
“…and management decisions for their watersheds has been advocated as being vital for success [ Palmer et al ., 1995; Lorenzoni et al ., 2000; Welp , 2001; Van Asselt Marjolein and Rijkens-Klomp , 2002; Assaf et al ., 2008; Voinov and Bousquet , 2010; McIntosh et al ., 2011; Hamilton et al ., 2015].”
Background
Activity-based process construction for participatory geo-analysis
Ma, Z., Chen, M., Yue, S., Zhang, B., Zhu, Z., Wen, Y., Lü, G., & Lu, M. (2020) · GIScience & Remote Sensing · doi:10.1080/15481603.2020.1868211 · Cited by 19
“…and the public, geo-analysis cannot be exclusively an expert domain; it also requires the participation of different stakeholders and the public to supply useful resources and valuable feedback (Voinov and Bousquet 2010; Voinov et al. 2016; Jordan et al. 2018; Musch and von Streit 2020).”
Background
A Competency Framework for Participatory Modeling
Elsawah, S., Bakhanova, E., Hämäläinen, R., & Voinov, A. (2023) · Group Decision and Negotiation · doi:10.1007/s10726-023-09818-0 · Cited by 17
“These frameworks vary according to the underpinning theoretical and methodological stance, being reflected in the way the stages are framed to emphasize particular aspects (Voinov and Bousquet 2010).”
BackgroundInfluentialSelf-citation
Workshop videos for requirements communication
Fricker, S. A., Schneider, K. A., Fotrousi, F., & Thüemmler, C. (2015) · Requirements Engineering · doi:10.1007/s00766-015-0231-5 · Cited by 19
“Voinov, Persson, and Stirna [6, 7, 31] suggest that workshop participation be facilitated bymethod experts who do modeling and use scenario walk-throughs, prototypes, and simulations to explore the stakeholders’ viewpoints, support learning, and document decisions.”
BackgroundMethodInfluential
Uncertainty, ignorance and ambiguity in crop modelling for African agricultural adaptation
Whitfield, S. (2013) · Climatic Change · doi:10.1007/s10584-013-0795-3 · Cited by 20
“…modelling are described within peer-reviewed literature, and practitioners wishing to implement such an approach, may find it useful to base their strategies on guidelines offered by: Anselme et al. (2010), HuberSannwald et al. (2006), Voinov and Bousquet (2010), and Whitfield and Reed (2011).”
Method
Use of timed automata and model-checking to explore scenarios on ecosystem models
Largouët, C., Cordier, M.-O., Bozec, Y., Zhao, Y., & Fontenelle, G. (2011) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2011.08.005 · Cited by 19
“To improve a decision-making process, (Attonaty et al., 1999; Campo et al., 2010; Voinov and Bousquet, 2010) advocate that models should be only considered as means to reach realistic outcomes that should later be introduced into an interactive debate about a problematic situation.”
Background
Collaborative landscape research in Reunion Island: Using spatial modelling and simulation to support territorial foresight and urban planning
Lestrelin, G., Augusseau, X., David, D., Bourgoin, J., Lagabrielle, E., Seen, D. L., & Degenne, P. (2016) · Applied Geography · doi:10.1016/j.apgeog.2016.11.003 · Cited by 19
“Spatial representations, modelling and simulations can facilitate connectivity between actors and their different worldviews (Couclelis, 2005; Van Vliet, Kok, & Veldkamp, 2010; Pahl-Wostl & Hare, 2004; Voinov & Bousquet, 2010).”
Background
Interactions among stakeholders in the processes of city logistics: a systematic review of the literature
de Carvalho, P. P. S., Kalid, R. D. A., Rodríguez, J. L. M., & Santiago, S. B. (2019) · Scientometrics · doi:10.1007/s11192-019-03149-1 · Cited by 19
Towards a comprehensive uncertainty assessment in environmental research and decision support
Reichert, P. (2020) · Water Science & Technology · doi:10.2166/wst.2020.032 · Cited by 19
An iterative method for discovering feasible management interventions and targets conjointly using uncertainty visualizations
Fu, B., Guillaume, J. H. A., & Jakeman, A. J. (2015) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2015.05.017 · Cited by 19
Simulation models in Farming Systems Research: potential and challenges
Feola, G., Sattler, C., & Saysel, A. K. (2012) · Springer eBooks · doi:10.1007/978-94-007-4503-2_13 · Cited by 19
Negotiating credibility and legitimacy in the shadow of an authoritative data source
Cravens, A. E., & Ardoin, N. M. (2016) · Ecology and Society · doi:10.5751/es-08849-210430 · Cited by 19
Collaborative Modeling and Social Learning in the Context of Joint Forest Management in East Sikkim, India
Banerjee, P., Wang, H., Peterson, M. J., Grant, W. E., & Peterson, T. R. (2019) · Frontiers in Environmental Science · doi:10.3389/fenvs.2019.00154 · Cited by 19
MORE – Modeling for Resilience Thinking and Ecosystem StewardshipPreprint
Schlüter‬, M., Müller, B. H., & Frank, K. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.2037723 · Cited by 19
“Participatory modeling to support processes of adaptation and transformation Participatory modeling has become a widely used tool in environmental assessment and natural resource management (Voinov and Bousquet 2010).”
BackgroundMethod
Scenarios for an agroecological transition of smallholder family farmers: a case study in Guadeloupe
Andrieu, N., Blundo-Canto, G., Chia, E., Diman, J. L., Dugué, P., Fanchone, A., Howland, F., Ott, S., & Poulayer, C. (2022) · Agronomy for Sustainable Development · doi:10.1007/s13593-022-00828-x · Cited by 18
“…are commonly used in applied agricultural research, from land use and territorial planning to climate change adaptation and governance of water resources, among others (Andreotti et al. 2020; Bourgeois et al. 2017; Vergragt and Quist 2011; Voinov and Bousquet 2010 to cite just a few examples).”
Background
Characterization of Consistent Completion of Reciprocal Comparison Matrices
Benítez, J., Carrión, L., Izquierdo, J., & Pérez-García, R. (2014) · Abstract and Applied Analysis · doi:10.1155/2014/349729 · Cited by 18
“It is generally agreed that better decisions are implemented with less conflict and more success when they are driven by stakeholders [4].”
Background
Integrating local knowledge and biophysical modeling to assess nitrate losses from cropping systems in drinking water protection areas
Dupas, R., Parnaudeau, V., Réau, R., Jeuffroy, M., Durand, P., & Gascuel, C. (2015) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2015.03.009 · Cited by 18
“Yet, working with many stakeholders is arduous in a coconstruction process; thus, it often results in extractive use of participation, degrading the quality of participation (Voinov and Bousquet, 2010; Hare, 2011).”
BackgroundInfluential
Unpacking the Black Box: Demystifying Ecological Models Through Interactive Workshops and Hands-On Learning
Herman, B., McKay, S. K., Altman, S., Richards, N. S., Reif, M. K., Piercy, C. D., & Swannack, T. M. (2019) · Frontiers in Environmental Science · doi:10.3389/fenvs.2019.00122 · Cited by 18
“Many other misconceptions and fallacies have been identified with respect to the role of ecological models, such as the need for validation, logistical constrains of development, and best practices for mediation (Starfield, 1987; van den Belt, 2004; Voinov and Bousquet, 2010; Addison et al., 2013; Langsdale et al., 20…”
Background
Participatory and Integrated Modelling under Contentious Water Use in Semiarid Basins
Rojas, R., Castilla‐Rho, J., Bennison, G., Bridgart, R., Prats, C., & Claro, E. (2022) · Hydrology · doi:10.3390/hydrology9030049 · Cited by 18
Alignment of stakeholder and scientist understandings and expectations in a participatory modeling project
Veisi, H., Jackson‐Smith, D. B., & Arrueta, L. D. (2022) · Environmental Science & Policy · doi:10.1016/j.envsci.2022.04.004 · Cited by 18
Investigation of effect of logjam series for varying channel and barrier physical properties using a sparse input data 1D network model
Follett, E. M., & Hankin, B. (2022) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2022.105543 · Cited by 18
“…in sparse input data methods suitable for participatory modelling including incorporation of lay knowledge and site observations collected by farmers, government regulators, and citizen scientists (Voinov and Bousquet 2010; Basco-Carrera et al., 2017; Voinov et al., 2016; Hedelin et al., 2021).”
Background
Uncertainty and the design of in-situ biodiversity-monitoring programs
Magnuson, W. (2014) · Nature Conservation · doi:10.3897/natureconservation.8.5929 · Cited by 18
TRUE GRASP: Actors visualize and explore hidden limitations of an apparent win-win land management strategy in a MAB reserve
Braasch, M., García‐Barrios, L., Cortina-Villar, S., Huber‐Sannwald, E., & Ramı́rez-Marcial, N. (2018) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2018.03.022 · Cited by 18
A fuzzy analytic hierarchy process model for customers’ bank selection decision in the Kingdom of Bahrain
Al‐Shammari, M., & Mili, M. (2019) · Operational Research · doi:10.1007/s12351-019-00496-y · Cited by 18
Using Rich Pictures to Model the ‘Good Life’ in Indigenous Communities of the Tumucumaque Complex in Brazilian Amazonia
Amazonas, I. T., Kawa, N. C., Zanetti, V. B., Linke, I. L. V. V., & Sinisgalli, P. A. D. A. (2019) · Human Ecology · doi:10.1007/s10745-019-0076-5 · Cited by 18
Evaluation of the City Logistics Performance Through Structural Equations Model
de Carvalho, P. P. S., Kalid, R. D. A., & Rodríguez, J. L. M. (2019) · IEEE Access · doi:10.1109/access.2019.2934647 · Cited by 19
Decisi-o-rama: An open-source Python library for multi-attribute value/utility decision analysis
Chacon-Hurtado, J. C., & Scholten, L. (2020) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2020.104890 · Cited by 18
“This allows to compare among alternatives, thus supporting the decision-makers in exploring the decision space and model re-sults (Voinov and Bousquet, 2010; Voinov et al., 2016).”
Background
Participatory Systems Modelling for Youth Mental Health: An Evaluation Study Applying a Comprehensive Multi-Scale Framework
Lee, G. Y., Hickie, I. B., Occhipinti, J., Song, Y. J. C., Camacho, S., Skinner, A., Lawson, K. D., Hockey, S. J., Hilber, A. M., & Freebairn, L. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19074015 · Cited by 21
“Social network analysis has not previously been applied to understand the changes in interdisciplinary collaboration among participants as a result of the PSM process, despite the general acceptance that PSM can promote knowledge exchange and facilitate interdisciplinary collaboration between participants [28,32].”
Background
Integrating knowledge, interests and values through modelling in participatory processes: dimensions of legitimacy
Ginger, C. (2013) · Journal of Environmental Planning and Management · doi:10.1080/09640568.2012.761132 · Cited by 18
“Dreyer and Renn (2011) and Voinov and Bousquet (2010) indicated that participatory modelling techniques inform decision making and promote social learning.”
Background
Simulating incomes of radical organic farms with MERLIN: A grounded modeling approach for French microfarms
Morel, K., Cristobal, M. S., & Léger, F. G. (2018) · Agricultural Systems · doi:10.1016/j.agsy.2017.08.006 · Cited by 18
Stakeholder Participation in Water Resources Management:: The Case of Densu Basin in Ghana
Anokye, N. A. (2013) · Digital Academic REpository of VU University Amsterdam (Vrije Universiteit Amsterdam) · Cited by 18
Inclusive Technology Co-design for Participatory AI
Ahrweiler, P., Späth, E., García, J. M. S., Capellas, B. L., & Wurster, D. (2025) · Artificial intelligence, simulation and society · doi:10.1007/978-3-031-71678-2_2 · Cited by 30
Participatory groundwater modeling for managed aquifer recharge as a tool for water resources management of a coastal aquifer in Greece
Perdikaki, M., Makropoulos, C., & Kallioras, A. (2022) · Hydrogeology Journal · doi:10.1007/s10040-021-02427-8 · Cited by 17
“Voinov and Bousquet (2010) found that stakeholder participation makes the modelling process truly adaptive, so that models can adequately incorporate new information about the systems as it becomes available and adjust to the new goals driven by the decision making and management needs.”
Background
How Can Winegrowers Adapt to Climate Change? A Participatory Modeling Approach in Southern France
Naulleau, A., Gary, C., Prévot, L., Vinatier, F., & Hossard, L. (2022) · Agricultural Systems · doi:10.1016/j.agsy.2022.103514 · Cited by 17
Mapping mental models in sustainability transitions
van den Broek, K. L., Negro, S. O., & Hekkert, M. P. (2024) · Environmental Innovation and Societal Transitions · doi:10.1016/j.eist.2024.100855 · Cited by 17
Free-riders to forerunners
Hasselmann, K., Cremades, R., Filatova, T., Hewitt, R. J., Jaeger, C. C., Kovalevsky, D. V., Voinov, A. A., & Winder, N. (2015) · Nature Geoscience · doi:10.1038/ngeo2593 · Cited by 17
Self-citation
Increasing the effectiveness of environmental decision support systems: lessons from climate change adaptation projects in Canada and Australia
Reiter, D., Meyer, W. S., Parrott, L., Baker, D. C., & Grace, P. (2017) · Regional Environmental Change · doi:10.1007/s10113-017-1255-9 · Cited by 17
“…the required information and continue the application of the EDSS, and funding cycles may be too short to support adaptive learning processes required to adopt new practice (Campbell et al. 2015; Lemos et al. 2012; Meyer et al. 2015; Roux et al. 2010; Talwar et al. 2011; Voinov and Bousquet 2010).”
BackgroundInfluential
Stakeholder-driven development of a cloud-based, satellite remote sensing tool to monitor suspended sediment concentrations in major Bangladesh rivers
Beveridge, C. F., Hossain, F., Biswas, R. K., Haque, A., Ahmad, S. K., Biswas, N. K., Hossain, M. A., & Bhuyan, M. A. (2020) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2020.104843 · Cited by 17
Participatory Qualitative Modeling to Assess the Sustainability of a Coastal Socio-Ecological System
Gourguet, S., Marzloff, M. P., Bacher, C., Boudry, P., Cugier, P., Dambacher, J. M., Desroy, N., Gangnery, A., Mao, P. L., Monnier, L., et al. (2021) · Frontiers in Ecology and Evolution · doi:10.3389/fevo.2021.635857 · Cited by 17
The farm coaching experience to support the transition to integrated crop–livestock systems: From gaming to action
Moojen, F. G., Ryschawy, J., dos Santos, D. T., Neto, A. B., Vieira, P. C., Portella, E., & Carvalho, P. C. D. F. (2021) · Agricultural Systems · doi:10.1016/j.agsy.2021.103339 · Cited by 17
A participatory approach for system conceptualization and analysis applied to coastal management in Egypt
Sanò, M., Richards, R., & Medina, R. (2014) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2013.12.009 · Cited by 19
“The reader is directed to Voinov and Bousquet (2010) Lynam et al. (2007), Krueger et al. (2012) and Kelly et al. (2013) for detailed reviews of techniques to involve stakeholders in modeling for natural resource management.”
Background
Accelerating Transition Dynamics in City Regions: A Qualitative Modeling Perspective
Valkering, P., Yücel, G., Gebetsroither-Geringer, E., Markvica, K., Meynaerts, E., & Frantzeskaki, N. (2017) · Sustainability · doi:10.3390/su9071254 · Cited by 17
“Besides learning outcomes on acceleration dynamics and strategies, stakeholder feedback allowed for a validation of the developed models as learning tools [37,38], and generated input for further model refinements.”
Method
Participatory Modeling for Sustainability
Voinov, A. A. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-409548-9.10532-9 · Cited by 19
Self-citation
Participatory modeling for high complexity, multi‐system issues: challenges and recommendations for balancing qualitative understanding and quantitative questions
Deutsch, A. R., Frerichs, L., Perry, M., & Jalali, M. S. (2024) · System Dynamics Review · doi:10.1002/sdr.1765 · Cited by 20
“The potential for sessions to cultivate shared understanding of these issues (Voinov and Bousquet, 2010) within such a highly diverse group was appealing.”
Background
Participatory modelling for poverty alleviation using fuzzy cognitive maps and OWA learning aggregation
Papageorgiou, K., Singh, P. K., Papageorgiou, E. I., Chudasama, H., Bochtis, D., & Stamoulis, G. I. (2020) · PLoS ONE · doi:10.1371/journal.pone.0233984 · Cited by 16
Modeling of water management for cotton production in Uzbekistan
Abduraupov, R., Akhmadjanova, G., Ibragimov, A., Bala, B. K., Sidique, S. F., Makhmudov, M., & Angelina, K. (2022) · Agricultural Water Management · doi:10.1016/j.agwat.2022.107535 · Cited by 16
Energy-efficiency policies for decarbonising residential heating in Spain: A fuzzy cognitive mapping approach
López-Bernabé, E., Linares, P., & Galarraga, I. (2022) · Energy Policy · doi:10.1016/j.enpol.2022.113211 · Cited by 16
Designing an expert-led Bayesian network to understand interactions between policy instruments for adoption of eco-friendly farming practices
Mayfield, H. J., Eberhard, R., Baker, C. M., Baresi, U., Bode, M., Coggan, A., Dean, A. J., Deane, F., Hamman, E., Jarvis, D., et al. (2023) · Environmental Science & Policy · doi:10.1016/j.envsci.2022.12.017 · Cited by 16
Dynamic Bayesian networks for spatiotemporal modeling and its uncertainty in tradeoffs and synergies of ecosystem services: a case study in the Tarim River Basin, China
Hu, Y., Xue, J., Zhao, J., Feng, X., Sun, H., Tang, J., & Chang, J. (2024) · Stochastic Environmental Research and Risk Assessment · doi:10.1007/s00477-024-02805-0 · Cited by 16
“In comparison to BN, DBN holds an advantage in addressing the uncertainty associated with temporal nonlinearity (Chang et al. 2023; Voinov and Bousquet 2010).”
Validating a Whole Farm Modelling with Stakeholders: Evidence from a West African Case
Andrieu, N., Dugué, P., Gal, P.-Y. L., Rueff, M., Schaller, N., & Sempore, A. W. (2012) · Journal of Agricultural Science · doi:10.5539/jas.v4n9p159 · Cited by 16
“In accordance with the chosen participatory approach, stakeholders were involved in the choice and design of the model, the definition and analysis of scenarios, and the design of alternative strategies which Voinov and Bousquet (2010) described as the basic steps of participatory modelling (Figure 1).”
BackgroundMethodInfluential
Decision Support Systems and Processes for Groundwater
Pierce, S. A., Sharp, J. M., & Eaton, D. J. (2016) · Springer eBooks · doi:10.1007/978-3-319-23576-9_25 · Cited by 16
Les observatoires territoriaux
Tonneau, J.-P., Lemoisson, P., Coudel, É., Maurel, P., Jannoyer, M., Bonnal, V., Bourgoin, J., Cattan, P., Chéry, J.-P., Piraux, M., et al. (2017) · Revue internationale de géomatique · doi:10.3166/rig.2017.00035 · Cited by 16
Coffee, Farmers, and Trees—Shifting Rights Accelerates Changing Landscapes
Garcia, C. A., Vendé, J., Konerira, N., Kalla, J., Nay, M., Dray, A., Delay, M., Waeber, P., Stoudmann, N., Bose, A., et al. (2020) · Forests · doi:10.3390/f11040480 · Cited by 14
LittoSIM-GEN: A generic platform of coastal flooding management for participatory simulation
Laatabi, A., Bécu, N., Marilleau, N., Amalric, M., Pignon-Mussaud, C., Anselme, B., Beck, E., Bertin, X., Monfort, A., Hayoun, C., et al. (2022) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2022.105319 · Cited by 16

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)
DOI: 10.1016/j.envsoft.2010.03.007
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
Licence: www.elsevier.com/tdm/userlicense/1.0/ (tdm)
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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