Jeroen P. van der Sluijs’s research while affiliated with University of Bergen and other places

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Publications (113)


Unpacking the modeling process for energy policy making
  • Article
  • Full-text available

November 2023

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115 Reads

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3 Citations

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Jeroen Van Der Sluijs

This article explores how the modeling of energy systems may lead to an undue closure of alternatives by generating an excess of certainty around some of the possible policy options. We retrospectively exemplify the problem with the case of the International Institute for Applied Systems Analysis (IIASA) global modeling in the 1980s. We discuss different methodologies for quality assessment that may help mitigate this issue, which include Numeral Unit Spread Assessment Pedigree (NUSAP), diagnostic diagrams, and sensitivity auditing (SAUD). We illustrate the potential of these reflexive modeling practices in energy policy-making with three additional cases: (i) the case of the energy system modeling environment (ESME) for the creation of UK energy policy; (ii) the negative emission technologies (NETs) uptake in integrated assessment models (IAMs); and (iii) the ecological footprint indicator. We encourage modelers to adopt these approaches to achieve more robust, defensible, and inclusive modeling activities in the field of energy research.

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Fig. 1. The vicious circle of poverty. Adapted from Reinert (1980).
Fig. 4. Inpredicting the need of irrigated land at the year 2050 an uncertaintyanalysis (grey histogram) reveals that the range of possible outcomes is larger and less conservative than official estimates (dashed lines). Count on the ordinate axis refers to the number of simulations in each bin out of the total number of simulations (~65,000 Monte Carlo runs). Adapted from Puy et al. (2021).
Methodologies of post-normal science inspiration.
Impact assessment culture in the European Union. Time for something new?

April 2023

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138 Reads

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9 Citations

Environmental Science & Policy


Fig. 1. The three prepared scenarios for 'Bergen in 2050'.
Fig. 2. The 16 pre-written 'dimension cards', to flesh out the scenarios.
Fig. 3. The back-casting of Group 3 to their vision of Bergen as a 'High-tech Haven'.
Groups of participants in the workshop.
Recognising the social functions of climate services in Bergen, Norway

August 2022

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180 Reads

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3 Citations

Climate Services

Climate services’ main function has been to provide technical scientific evidence for decision-making in formal institutions. This article makes a case for recognising the diverse functions and meanings of climate services across the spectrum of institutions constituting climate governance. The article reports on research that identified climate services needs for building resilience in Bergen city (Norway) through a collaborative back-casting workshop with actors variously engaged in climate governance. Participants’ discussions raised four key observations on climate services. First, they saw the potential for using climate information in a diverse set of formal and informal institutions. Second, they considered how to adapt information to these diverse settings. Third, they looked at how information could enhance existing initiatives, rather than demanding ‘new’ products. And fourth, participants’ proposed climate services highlighted their diverse functions, and led the authors to suggest classifying services according to their principal functions. The article finishes by proposing a field of ‘social climate services’ that configures relationships between scientists and social actors, built on technologies of humility, for enriching the ongoing culturally and politically charged debates and practices around climatic change in informal institutional settings. Social climate services function can include enabling people to voice their concerns, learn, critically reflect on changes to culture and identity, build social networks, and try out new practices.





Figure 1. The IIASA's set of energy models (based on Basile 1980, p. 6).
Figure 2. Sensitivity to cost assumptions in the IIASA energy demand scenario for the United States
Figure 3. Diagnostic diagram to compare qualitative (pedigree scores, horizontal axis) against quantitative (sensitivity measure, vertical axis) uncertainties. The sensitivity measure (based on the elementary effects method (Saltelli et al., 2008) or Morris method (Morris 1991)) highlights the influence of the modelled uncertainty on the variance across the model objective function, which is the total discounted system costs.
Case studies discussed in this paper.
Overview of IIASA Energy System Program (Source: Häfele et al. ,1981).
Unpacking uncertainty in the modelling process for energy policy making

November 2021

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249 Reads

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1 Citation

This paper explores how the modelling of energy systems may lead to undue closure of alternatives by generating an excess of certainty around some of the possible policy options. We exemplify the problem with two cases: first, the International Institute for Applied Systems Analysis (IIASA) global modelling in the 1980s; and second, the modelling activity undertaken in support of the construction of a radioactive waste repository at Yucca Mountain (Nevada, USA). We discuss different methodologies for quality assessment that may help remedy this issue, which include NUSAP (Numeral Unit Spread Assessment Pedigree), diagnostic diagrams, and sensitivity auditing. We demonstrate the potential of these reflexive modelling practices in energy policy making with four additional cases: (i) stakeholders evaluation of the assessment of the external costs of a potential large-scale nuclear accident in Belgium in the context of the ExternE (External Costs of Energy) project; (ii) the case of the ESME (Energy System Modelling Environment) for the creation of UK energy policy; (iii) the NETs (Negative Emission Technologies) uptake in Integrated Assessment Models (IAMs); and (iv) the Ecological Footprint (EF) indicator. We encourage modellers to widely adopt these approaches to achieve more robust and inclusive modelling activities in the field of energy modelling.



Pollinator conservation requires a stronger and broader application of the precautionary principle

April 2021

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47 Reads

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46 Citations

Current Opinion in Insect Science

The accumulating scientific evidence on global insect and pollinator decline is fuelling calls for pollinator conservation policies. A broad range of regulating and incentivising policies is undoubtedly needed to address the diverse threats to pollinator abundance and diversity, but implementing policies and regulations is beset by socio-political challenges. Lessons could be learned from the past and current applications of concepts central to biodiversity conservation. Given the uncertainties and data gaps, the concept of the Precautionary Principle (PP) is particularly important. The PP means that when it is scientifically plausible that human activities may lead to morally unacceptable harm, actions shall be taken to avoid or diminish that harm: uncertainty should not be an excuse to delay action. This paper reviews the role of the PP in pollinator conservation. The current research front is fragmented: the PP is briefly mentioned as relevant in literature on biodiversity conservation because of the scientific uncertainties regarding insect decline and their diverse drivers. A separate strand of literature contains studies on specific cases where the PP has played a role in the regulation of specific threats to pollinators: systemic insecticides and global trade in bees. Although limited to two significant threats to pollinator abundance and diversity, these studies provide important lessons on the challenges of implementing precautionary pollinator conservation policies and underline socio-political aspects of the ‘human-dimensions’ of pollinator conservation. Specifically, they highlight that ambiguity is a greater challenge than scientific uncertainty, which may be heightened when policies are intended to regulate specific economic sectors. We suggest that more attention should be paid to the discrepancy between the PP as formally included in policies or regulations and its inadequate implementation (too little too late) in a context of scientific uncertainty and societal conflict.


Number of research papers on pollinators and neonicotinoids published since 1998
Time-cumulative toxicity of neonicotinoids in aApis mellifera and b aquatic arthropods. Data sources: a clothianidin (r² = 0.99), Alkassab and Kirchner 2016; imidacloprid (r² = 0.81), Suchail et al. 2001 and Dechaume-Moncharmont et al. 2003; thiamethoxam (r² = 0.90), Oliveira et al. 2013; bCloeon dipterum and thiacloprid (r² = 0.90), van den Brink et al. 2016; Cypridopsis vidua and imidacloprid (r² = 0.88), Sánchez-Bayo 2009; Gammarus kischineffensis and thiamethoxam (r² = 0.95), Uğurlu et al. 2015
of exposure routes and effects of neonicotinoids and fipronil on taxonomic groups. Routes of exposure are depicted by a quarter of circle for air (gray), plants (green), soil (brown), and water (blue). Exposure is scaled with five levels, and colored as variable circular sectors (empty: no route of exposure; small: potential route of exposure assumed neglectible; medium: relevant route of low exposure; large: relevant route of moderate exposure; extra-large: relevant route of high exposure). Ecotoxicological effects are scaled with four levels, according to the number (n) of imbricated red circles (n = 1: potential effects assumed neglectible under normal exposure conditions; n = 2: evidence of effects which can occur at high doses or after chronic exposure; n = 3: evidence of effects which can occur at moderate doses; n = 4: evidence of effects which can occur at low doses or after acute exposure). Probable effects are reported with Ⓟ when no accurate judgment could be made due to incomplete evidence, but for which data suggest a potential effect that can occur at high doses or after chronic exposure. A question mark is reported in situation where no assessment could be made because of lack of evidence (e.g, no data available). Major ecosystem services regulated and supported by these taxonomic groups are listed at the bottom
An update of the Worldwide Integrated Assessment (WIA) on systemic insecticides. Part 2: Impacts on organisms and ecosystems.

March 2021

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1,574 Reads

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260 Citations

Environmental Science and Pollution Research

New information on the lethal and sublethal effects of neonicotinoids and fipronil on organisms is presented in this review, complementing the previous Worldwide Integrated Assessment (WIA) in 2015. The high toxicity of these systemic insecticides to invertebrates has been confirmed and expanded to include more species and compounds. Most of the recent research has focused on bees and the sublethal and ecological impacts these insecticides have on pollinators. Toxic effects on other invertebrate taxa also covered predatory and parasitoid natural enemies and aquatic arthropods. Little new information has been gathered on soil organisms. The impact on marine and coastal ecosystems is still largely uncharted. The chronic lethality of neonicotinoids to insects and crustaceans, and the strengthened evidence that these chemicals also impair the immune system and reproduction, highlights the dangers of this particular insecticidal class (neonicotinoids and fipronil), with the potential to greatly decrease populations of arthropods in both terrestrial and aquatic environments. Sublethal effects on fish, reptiles, frogs, birds, and mammals are also reported, showing a better understanding of the mechanisms of toxicity of these insecticides in vertebrates and their deleterious impacts on growth, reproduction, and neurobehaviour of most of the species tested. This review concludes with a summary of impacts on the ecosystem services and functioning, particularly on pollination, soil biota, and aquatic invertebrate communities, thus reinforcing the previous WIA conclusions (van der Sluijs et al. 2015).


Citations (73)


... Opinions for AI adoption 11 1 AI adoption is strategic for my organization AI adoption aspect 14 1 My work can be completed by a zero-hour contractor such as a computer program 14 2 My work may be performed by someone with variable compensation such as compensation based on the performance or results of the work 14 3 Payment for my work can be made on the basis of previously agreed results 14 4 My work can be done by someone who is paid by the hour 14 5 My work can be completed for a lower rate of pay ...

Reference:

Robustification of Structural Equation Modelling via Global Sensitivity Analysis
Unpacking the modeling process for energy policy making

... Several alternative philosophies have been proposed [10,11]. Some of this literature is reviewed in Saltelli et al. [12], which suggests that a richer perspective could be attained by incorporating more analytical lenses to acknowledge the plurality and incommensurability of the values at play, the number of actors, and the finiteness of natural resources as constituents of the overall context in which decisions are being made. The European Commission has also recognised the need for greater efforts to quantitatively or monetarily estimate the impacts when these are significant or controversial [13,5]. ...

Impact assessment culture in the European Union. Time for something new?

Environmental Science & Policy

... Each addresses different audiences, provides different forms of knowledge about climate change and offers different forms of policy support. The three-part case study includes (1) a regional setting in which a science-based climate service provides climate data and information for Northern Germany; (2) a 'social climate service' [9], consisting of an emergent, loosely organized group of citizens, which aims to bring climate-related problems into the public sphere, to put pressure on politics and to promote climate-friendly practices; and (3) a municipal setting in which government managers develop place-based climate and energy plans to mitigate greenhouse gas emissions and to adapt to climate change impacts. Each of these different forms of climate service application has its own history, which in turn informs its approach to climate change. ...

Recognising the social functions of climate services in Bergen, Norway

Climate Services

... Our methodological guidelines add to the body of research that seeks to evaluate research impact and co-produced climate services, and shed light upon the need to rethink evaluation practices. Most previous research has focused on suggesting criteria for evaluating co-produced climate services and adaptation (Wall et al., 2017;Visman et al., 2022) as well as their quality (Bremer et al., 2022). Methodological choices remain understudied. ...

Editorial: High-Quality Knowledge for Climate Adaptation: Revisiting Criteria of Credibility, Legitimacy, Salience, and Usability

Frontiers in Climate

... Finally, sensitivity auditing is one possible approach to the 'modelling of the modelling process' (Lo Piano et al. 2022, Puy, Lo Piano, andSaltelli 2020). To illustrate what this means, we need to call upon novelist Jorge Luis Borges and his short story, 'The Garden of Forking Paths' (Borges 1941). ...

Unpacking uncertainty in the modelling process for energy policy making

... The adoption of non market-based approaches to this case allows the identification of lock-ins and path dependencies, and of a process to overcome them (Maxim and van der Sluijs, 2010;van der Sluijs et al., 2013;van der Sluijs, 2021;Saltelli et al., 2022). van der Sluijs et al. (2021) highlight that entomologists and other key-knowledge holders have a unique societal responsibility to meet the challenges of insect collapse. They need to step up to counter-act the social production of ignorance that enabled the authorisation of harmful pesticides into the market and obstructed timely action on early warnings. ...

Editorial overview: Halting the pollinator crisis requires entomologists to step up and assume their societal responsibilities

Current Opinion in Insect Science

... The guidelines note that SAUD "stresses the idea of clearly communicating the extent to which particular models can be used to support policy decisions and their results can be trusted, taking into account as much as possible all forms of potential uncertainty," helping anticipate criticism. SAUD is also recommended in the guidelines of SAPEA [22], an organization of European Academies for science advice. The seven points of the SAUD checklist are as follows: ...

Science Advice for Policy by European Academies MAKING SENSE OF SCIENCE FOR POLICY UNDER CONDITIONS OF COMPLEXITY AND UNCERTAINTY

... The debate about the diminishing population of bees on a worldwide level gain more strength due to its impacts on food production and about the ecosystem, since pollination is the major contributor of crop yields, and it contributes much more than any other practice of agricultural management. Thus, the bees and other pollinators make important contributions to agriculture (Drivdal & van der Sluijs, (2021). ...

Pollinator conservation requires a stronger and broader application of the precautionary principle
  • Citing Article
  • April 2021

Current Opinion in Insect Science

... By contrast, the co-production process has a value in itself, which may even be greater than the value of the knowledge product (Norström et al., 2020). Even if several frameworks for evaluating the outcomes of the co-production process have been proposed (Wall et al., 2017;Bremer et al., 2021;Salamanca and Biskupska, 2021;Visman et al., 2022), no method has yet been proposed for assessing the added-value of the co-production process of CS. According to Steynor (Steynor et al., 2020), a qualitative evaluation may include an improved mutual understanding of the common arena by knowledge holders, enhanced relationships built through the process, as well as a smoother flow of data, information, and feedback. ...

Quality Assessment in Co-developing Climate Services in Norway and the Netherlands

Frontiers in Climate

... To make them manageable, decision makers can inventory what unknowns could conceivably lead to policy-relevant deviations from expectation: ''imaginable surprises'' 11 (Table 1). Similar tools and concepts include surprise scenarios or wild cards, 1,3,6,11 hinge points and incremental scenarios, 12 and black-swan events. 13 In Rotterdam, for instance, policymakers critically re-examined adaptation plans against ''surprise scenarios,'' including rapid ice-sheet melt, frozen ports, enduring heat and drought, port malaria incidents, and extreme storms. ...

Protocol for Designing Incremental Scenarios