17 results on '"Davide Natalini"'
Search Results
2. Using agent-based modelling to simulate social-ecological systems across scales.
- Author
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Melvin Lippe, Mike Bithell, Nick Gotts, Davide Natalini, Peter Barbrook-Johnson, Carlo Giupponi, Mareen Hallier, Gert Jan Hofstede, Christophe Le Page, Robin B. Matthews, Maja Schlüter, Peter Smith, Andrea Teglio, and Kevin Thellmann
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- 2019
- Full Text
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3. An exploration of the association between fuel subsidies and fuel riots
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Neil McCulloch, Davide Natalini, Naomi Hossain, and Patricia Justino
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Economics and Econometrics ,Sociology and Political Science ,Geography, Planning and Development ,Building and Construction ,Development - Abstract
Fuel riots are common around the world. Between 2005 and 2018, 41 countries had at least one riot directly associated with popular demand for fuel. We make use of a new international dataset on fuel riots to explore the effects of fuel prices and price regimes on fuel riots. In line with prior expectations, we find that large domestic fuel price shocks are a key driver of riots - as these are often linked to international price shocks. In addition, we report a novel result: fuel riots are closely associated with domestic price regimes. Countries that maintain fixed price regimes - notably net energy exporters - tend to have large fuel subsidies. When such subsidies become unsustainable, domestic price adjustments are large, often leading to riots.
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- 2022
4. Empirical Evidence of Direct and Indirect Relations between Environmental Pressure and Conflict
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Elizaveta Kopaceva, Giangiacomo Bravo, and Davide Natalini
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History ,Polymers and Plastics ,Business and International Management ,Industrial and Manufacturing Engineering - Published
- 2022
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5. Demanding Power: Do Protests Empower Citizens to Hold Governments Accountable over Energy?
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Martin Atela, John Agbonifo, Ayobami Ojebode, Euclides Gonçalves, Marjoke Oosterom, Alex Shankland, Umair Javed, John Gaventa, Davide Natalini, Neil McCulloch, and Naomi Hossain
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Power (social and political) ,Economic policy ,Energy (esotericism) ,Business - Abstract
Energy protests are becoming increasingly common and significant around the world. While in the global North concerns tend to centre around climate issues, in the global South the concerns are more often with affordable energy. Both types of protests, however, have one issue in common: the undemocratic nature of energy policymaking. This paper draws together findings from research conducted in three countries, Mozambique, Nigeria, and Pakistan to ask how and under which conditions do struggles over energy access in fragile and conflict affected settings empower the powerless to hold public authorities to account? In exploring this theme, the study examines what factors support protests developing into significant episodes of contention within fragile settings, and whether these energy struggles promote citizen empowerment and institutional accountability.
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- 2021
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6. Cross-Validation of the MEDEAS Energy-Economy- Environment Model with the Integrated MARKAL-EFOM System (TIMES) and the Long-Range Energy Alternatives Planning System (LEAP)
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Martin Baumann, Angel Nikolaev, Jordi Solé, Davide Natalini, Ilaria Perissi, Roger Samsó, Aled Jones, Lukas Eggler, Gianluca Martelloni, and Ugo Bardi
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energy model ,Energy industries ,Operations research ,Indústries energètiques ,Computer science ,020209 energy ,Geography, Planning and Development ,decarbonization pathways ,lcsh:TJ807-830 ,lcsh:Renewable energy sources ,02 engineering and technology ,010501 environmental sciences ,Management, Monitoring, Policy and Law ,Energy transition ,01 natural sciences ,7. Clean energy ,Energy policy ,Renewable energy sources ,Benchmark (surveying) ,0202 electrical engineering, electronic engineering, information engineering ,Canvi climàtic ,benchmarking ,Energy system ,acoustics ,Energy economics ,lcsh:Environmental sciences ,0105 earth and related environmental sciences ,lcsh:GE1-350 ,Renewable Energy, Sustainability and the Environment ,business.industry ,lcsh:Environmental effects of industries and plants ,Política energètica ,Benchmarking ,Renewable energy ,System dynamics ,Climatic change ,energy transition ,lcsh:TD194-195 ,13. Climate action ,system dynamics ,Energies renovables ,business ,Energy (signal processing) - Abstract
In the present study, we compare energy transition scenarios from a new set of Integrated Assessment Models, the suite of MEDEAS models, based on a systems dynamic modelling approach, with scenarios from two already well know structurally and conceptually different Integrated Assessment Models, the Integrated MARKAL-EFOM System (TIMES) and the Long-range Energy Alternatives Planning system (LEAP). The investigation was carried out to cross-compare and benchmark the response of MEDEAS models with TIMES and LEAP in depicting the energy transition in two different countries, Austria and Bulgaria. The preliminary results show a good agreement across all the models in representing scenarios projecting historical trends, while a major discrepancy is detectable when the rate of implementation of renewable energy is forced to increase to achieve energy system decarbonization. The discrepancy is mainly traceable to the differences in the models’ conception and structures rather than in a real mismatch in representing the same scenarios. The present study is put forward as a guideline for validating new modelling approaches that link energy policy decision tools to the global biophysical and socioeconomic constraints.
- Published
- 2021
7. Fuel riots - definition, evidence and policy implications for a new type of energy-related conflict
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Giangiacomo Bravo, Davide Natalini, and Edward Newman
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bepress|Social and Behavioral Sciences|Economics ,020209 energy ,media_common.quotation_subject ,Opposition (politics) ,bepress|Social and Behavioral Sciences|Economics|Other Economics ,SocArXiv|Social and Behavioral Sciences|Political Science ,02 engineering and technology ,010501 environmental sciences ,Management, Monitoring, Policy and Law ,01 natural sciences ,Energy policy ,Scarcity ,bepress|Social and Behavioral Sciences|Political Science ,SocArXiv|Social and Behavioral Sciences|Political Science|Other Political Science ,Order (exchange) ,bepress|Social and Behavioral Sciences|Political Science|Other Political Science ,Development economics ,0202 electrical engineering, electronic engineering, information engineering ,Economics ,bepress|Social and Behavioral Sciences|Environmental Studies ,0105 earth and related environmental sciences ,media_common ,Government ,Corporate governance ,SocArXiv|Social and Behavioral Sciences|Economics|Other Economics ,SocArXiv|Social and Behavioral Sciences|Economics ,Subsidy ,Energy security ,SocArXiv|Social and Behavioral Sciences|Environmental Studies ,General Energy ,bepress|Social and Behavioral Sciences ,SocArXiv|Social and Behavioral Sciences - Abstract
‘Fuel riots’ are a distinct type of energy-related conflict. We provide the first fuel riots database and explore their social, economic and environmental drivers. The analysis demonstrates links between fuel riots and high international crude oil prices in countries characterised by weak state capacity, deficient governance, fuel scarcity and poor economic performance. We suggest a potential causal pathway for fuel riots: when international fuel prices spike, net fuel-importing countries bear higher costs. If these countries are politically unstable and their government inefficient, the likelihood of fuel riots is high. Wealthier countries can absorb price increases and maintain subsidies, as opposed to poorer societies where fuel riots are more likely. Our findings demonstrate the role of state capacity and socio-economic conditions in enabling conflict, and will inform policy by identifying fertile ground for fuel riots, i.e. societies likely to be affected by increases in fuel prices due to scarcity and climate action (such as carbon taxes). We propose that policies which better control international prices and action designed to reduce political instability in vulnerable countries are key to preventing fuel riots. Fuel subsidy reform must anticipate popular opposition and mitigate the impact upon vulnerable populations in order to reduce the likelihood of instability and minimise hardship.
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- 2020
8. Global food security and food riots – an agent-based modelling approach
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Aled Jones, Giangiacomo Bravo, and Davide Natalini
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Agent-based model ,Macroeconomics ,Food security ,010504 meteorology & atmospheric sciences ,business.industry ,Food prices ,International trade ,010501 environmental sciences ,Development ,01 natural sciences ,World economy ,Agriculture ,Economics ,Food processing ,International security ,business ,Agronomy and Crop Science ,0105 earth and related environmental sciences ,Food Science ,Social policy - Abstract
Due to negative consequences of climate change for agriculture and food production shocks affecting different areas of the world, the past two decades saw the conditions of global food security increasingly worsen. This has resulted in negative consequences for the world economy, partly causing international food price spikes and social upheavals. In this paper we present statistical findings along with a preliminary version of an original agent-based model called the Dawe Global Security Model that simulates the global food market and the political fragility of countries. The model simulates the effects of food insecurity on international food prices and how these, coupled with national political fragility and international food trade can, in turn, increase the probability of food riots in countries. The agents in the model are the 213 countries of the world whose characteristics reflect empirical data and the international trade of food is also simulated based on real trade partnerships and data. The model has been informed, calibrated and validated using real data and the results of these procedures are presented in the paper. To further test the model we also present the model’s forecasts for the near future in terms of food prices and incidence of food riots. The Dawe Global Security Model can be used to test scenarios on the evolution of shocks to global food production and analyse consequences for food riots. Further developments of the model can include national responses to food crises to investigate how countries can influence the spread of global food crises.
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- 2017
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9. Modelling the Renewable Transition: scenarios and pathways for a decarbonised future using pymedeas, a new open-source energy systems model
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Christian Kerschner, D. Álvarez, M. Theofilidi, Davide Natalini, Emilio García-Ladona, C. De Castro, J.M. Enríquez, Christian Kimmich, Lukas Eggler, Óscar Carpintero, Kuishuang Feng, R. Kaclíková, Martin Baumann, Jaime Nieto, Iñigo Capellán-Pérez, G. Parrado, K. Buchmann, Angel Nikolaev, Sara Falsini, P. Rodrigo, Fernando Frechoso, J.-D. De Lathouwer, N. Ferreras, Antonio García-Olivares, Ugo Bardi, Pedro L. Lomas, Laixiang Sun, Martin Černý, C. Ploiner, Joaquim Ballabrera-Poy, Ilaria Perissi, Roger Samsó, S. Papagianni, Jordi Solé, Margarita Mediavilla, Klaus Hubacek, Gianluca Martelloni, Luis Fernando Lobejón, Luis J. de Miguel, Aled Jones, L. Radulov, T. Madurell, Oleg Osychenko, Antonio Turiel, Carmen Duce, I. De Blas, European Commission, and Agencia Estatal de Investigación (España)
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DYNAMICS ,Energy industries ,Indústries energètiques ,Computer science ,020209 energy ,Climate change ,02 engineering and technology ,Energy transition ,7. Clean energy ,Energy costs ,Combustibles fòssils ,Biophysical constraints ,Climate damage ,Energy efficiency ,GHG emissions ,Raw materials ,WORLD ,BENEFITS ,0202 electrical engineering, electronic engineering, information engineering ,EMPLOYMENT ,EARTH ,Canvi climàtic ,Vulnerability (computing) ,VULNERABILITY ,DAMAGE ,Primeres matèries ,CLIMATE-CHANGE ,ECONOMICS ,Renewable Energy, Sustainability and the Environment ,business.industry ,Fossil fuels ,Fossil fuel ,Environmental economics ,Renewable energy ,Climatic change ,Work (electrical) ,13. Climate action ,Greenhouse gas ,business ,Efficient energy use - Abstract
13 pages, 7 figures, 4 tables, 3 appendixes, supplementary data https://doi.org/10.1016/j.rser.2020.110105, This paper reviews different approaches to modelling the energy transition towards a zero carbon economy. It identifies a number of limitations in current approaches such as a lack of consideration of out-of-equilibrium situations (like an energy transition) and non-linear feedbacks. To tackle those issues, the new open source integrated assessment model pymedeas is introduced, which allows the exploration of the design and planning of appropriate strategies and policies for decarbonizing the energy sector at World and EU level. The main novelty of the new open-source model is that it addresses the energy transition by considering biophysical limits, availability of raw materials, and climate change impacts. This paper showcases the model capabilities through several simulation experiments to explore alternative pathways for the renewable transition. In the selected scenarios of this work, future shortage of fossil fuels is found to be the most influential factor of the simulations system evolution. Changes in efficiency and climate change damages are also important determinants influencing model outcomes, This work was supported by the European Union through the funding of the MEDEAS project under the Horizon 2020 research and innovation programme [grant agreement No 69128], With the funding support of the ‘Severo Ochoa Centre of Excellence’ accreditation (CEX2019-000928-S), of the Spanish Research Agency (AEI)
- Published
- 2020
10. Computational Conflict Research
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Emanuel Deutschmann, Jan Lorenz, Luis G. Nardin, Davide Natalini, Adalbert F. X. Wilhelm, Emanuel Deutschmann, Jan Lorenz, Luis G. Nardin, Davide Natalini, and Adalbert F. X. Wilhelm
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- Data mining, Social sciences--Data processing, Peace, Violence--Data processing--Research, Social conflict--Data processing--Research, Terrorism, Political violence
- Abstract
This open access book brings together a set of original studies that use cutting-edge computational methods to investigate conflict at various geographic scales and degrees of intensity and violence. Methodologically, this book covers a variety of computational approaches from text mining and machine learning to agent-based modelling and social network analysis. Empirical cases range from migration policy framing in North America and street protests in Iran to violence against civilians in Congo and food riots world-wide. Supplementary materials in the book include a comprehensive list of the datasets on conflict and dissent, as well as resources to online repositories where the annotated code and data of individual chapters can be found and where (agent-based) models can be re-produced and altered. These materials are a valuable resource for those wishing to retrace and learn from the analyses described in this volume and adapt and apply them to their own research interests. By bringing together novel research through an international team of scholars from a range of disciplines, Computational Conflict Research pioneers and maps this emerging field. The book will appeal to students, scholars, and anyone interested in the prospects of using computational social sciences to advance our understanding of conflict dynamics.
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- 2020
11. Data-matrix technology for multiparameter monitoring of cell cultures
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Massimo Zambianchi, Emanuela Saracino, Marianna Barbalinardo, Maria Giovanna Di Carlo, Ana I. Borrachero-Conejo, Manuela Melucci, Laura Favaretto, Denis Gentili, Giulia Foschi, Massimiliano Cavallini, Marco Brucale, Francesca Lazzarotto, Davide Natalini, Valentina Benfenati, Francesco Valle, Paolo Greco, and Marianna Barbalinardo, Denis Gentili, Francesca Lazzarotto, Francesco Valle, Marco Brucale, Manuela Melucci, Laura Favaretto, Massimo Zambianchi, Ana I. Borrachero-Conejo, Emanuela Saracino, Valentina Benfenati, Davide Natalini, Paolo Greco, Maria Giovanna Di Carlo, Giulia Foschi, and Massimiliano Cavallini
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0301 basic medicine ,Fabrication ,Data matrices ,Cell culture devices ,Chemistry ,Soft lithography ,Nanotechnology ,02 engineering and technology ,General Chemistry ,021001 nanoscience & nanotechnology ,Data matrix (multivariate statistics) ,NO ,Patterning ,03 medical and health sciences ,030104 developmental biology ,Cell culture ,Cell culture devices, Soft lithography, Patterning, Fabrication, Data matrices ,cell culture devices, data matrices, fabrication, patterning, soft lithography ,General Materials Science ,0210 nano-technology - Abstract
A data-matrix (DM)-technology approach in cell biology is implemented as an efficient method for the multiparameter monitoring of cell cultures. The proposed method takes advantage of the know-how developed for fault tolerance in digital information technology by measuring the amount of errors induced by intervening cells upon checking a DM code placed behind them. It gives continuous access to several quantitative parameters of the observed culture, such as cell coverage, mean size, viability, and transfection efficiency.
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- 2018
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12. Using agent-based modelling to simulate social-ecological systems across scales
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Robin Matthews, Pete Smith, Gert Jan Hofstede, Carlo Giupponi, Davide Natalini, Melvin Lippe, Kevin Thellmann, Mike Bithell, Mareen Hallier, Nicholas Mark Gotts, Maja Schlüter, Peter Barbrook-Johnson, Andrea Teglio, Christophe Le Page, Apollo-University Of Cambridge Repository, and Apollo - University of Cambridge Repository
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F40 - Écologie végétale ,Computer science ,Geography, Planning and Development ,Big data ,ABM ,WASS ,Context (language use) ,02 engineering and technology ,Settore SECS-P/02 - Politica Economica ,Ecological systems theory ,020204 information systems ,0202 electrical engineering, electronic engineering, information engineering ,E50 - Sociologie rurale ,Architecture ,Settore SECS-P/01 - Economia Politica ,Agent-based modelling ,Cross-scale ,SESs ,Social-ecological systems ,Structure (mathematical logic) ,U10 - Informatique, mathématiques et statistiques ,business.industry ,Scale (chemistry) ,Environmental resource management ,Social change ,Toegepaste Informatiekunde ,Modèle de simulation ,Policy analysis ,Sociologie ,020201 artificial intelligence & image processing ,L20 - Écologie animale ,Information Technology ,business ,Écosystème ,Information Systems - Abstract
Agent-based modelling (ABM) simulates Social-Ecological-Systems (SESs) based on the decision-making and actions of individual actors or actor groups, their interactions with each other, and with ecosystems. Many ABM studies have focused at the scale of villages, rural landscapes, towns or cities. When considering a geographical, spatially-explicit domain, current ABM architecture is generally not easily translatable to a regional or global context, nor does it acknowledge SESs interactions across scales sufficiently; the model extent is usually determined by pragmatic considerations, which may well cut across dynamical boundaries. With a few exceptions, the internal structure of governments is not included when representing them as agents. This is partly due to the lack of theory about how to represent such as actors, and because they are not static over the time-scales typical for social changes to have significant effects. Moreover, the relevant scale of analysis is often not known a priori, being dynamically determined, and may itself vary with time and circumstances. There is a need for ABM to cross the gap between micro-scale actors and larger-scale environmental, infrastructural and political systems in a way that allows realistic spatial and temporal phenomena to emerge; this is vital for models to be useful for policy analysis in an era when global crises can be triggered by small numbers of micro-level actors. We aim with this thought-piece to suggest conceptual avenues for implementing ABM to simulate SESs across scales, and for using big data from social surveys, remote sensing or other sources for this purpose.
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- 2019
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13. Potential European Emissions Trajectories within the Global Carbon Budget
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Ilaria Perissi, Davide Natalini, Michael V. Green, Jordi Solé, Ugo Bardi, Falsini Sara, and Aled Jones
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political_science ,chemistry ,13. Climate action ,Environmental protection ,Greenhouse gas ,Environmental science ,chemistry.chemical_element ,Climate change ,7. Clean energy ,Carbon - Abstract
The Global Carbon Budget is the cumulative carbon emissions that human activities can generate while limiting the global temperature increase to less than 2°C. On this basis, most countries ratified the Paris Agreement 2015, pledging to reduce national emissions and the impacts of climate change. The European Union has planned to reduce emissions by 80% of their 1990 value by 2050 but such a target needs to be coupled with a further constraint on the cumulative greenhouse gases released along the path to 2050. The aim and the novelty of this study are to propose, for the first time, a carbon budget for the European Union, which represents the most significant physical characteristic to assess the feasibility of current EU-28 greenhouse gas reduction objectives under the goals of the 2015 Paris treaty
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- 2018
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14. Potential European Emissions Trajectories within the Global Carbon Budget
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Davide Natalini, Ugo Bardi, Sara Falsini, Aled Jones, Michael V. Green, Jordi Solé, Ilaria Perissi, and European Commission
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Natural resource economics ,020209 energy ,Geography, Planning and Development ,TJ807-830 ,Climate change ,02 engineering and technology ,Management, Monitoring, Policy and Law ,Ceiling (cloud) ,TD194-195 ,Renewable energy sources ,Carbon budgets ,carbon budget ,Policy implementation ,0202 electrical engineering, electronic engineering, information engineering ,media_common.cataloged_instance ,GE1-350 ,Treaty ,European union ,media_common ,Environmental effects of industries and plants ,Global temperature ,Renewable Energy, Sustainability and the Environment ,Global warming ,Decarbonization ,Environmental sciences ,Greenhouse gases ,13. Climate action ,Greenhouse gas ,Environmental science - Abstract
The Paris Agreement, ratified in 2015, pledged to reduce greenhouse gas emissions within a Global Carbon Budget that limits the global temperature increase to less than 2 °C. With the Roadmap 2050 mitigation measures, the European Union has a target to reduce emissions by 80% of their 1990 value by 2050 but without giving an estimation or a maximum ceiling for the total amount of cumulative greenhouse gases emissions over that period. Thus, the impact of the EU regulations on global warming remains unestimated. The aim and the novelty of this study are to develop a set of potential European emissions trajectories, within the Global Carbon Budget and at the same time satisfying the Roadmap 2050 goals. The result of the study highlights the urgency to reinforce mitigation measures for Europe as soon as possible because any delay in policy implementation risks the Roadmap 2050 mitigation package being insufficient to achieve the objectives of the Paris treaty, This work was supported by the MEDEAS project, funded by the European Union’s Horizon 2020 research and innovation program under grant agreement No. 691287. The opinion expressed in the present work are those of the authors’ only and are not to be attributed to any organisation of the European Union
- Published
- 2018
15. Quantitative Assessment of Political Fragility Indices and Food Prices as Indicators of Food Riots in Countries
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Aled Jones, Giangiacomo Bravo, and Davide Natalini
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Globalisation Studies ,Civil society ,Index (economics) ,resource conflict ,national fragility ,Geography, Planning and Development ,Food prices ,TJ807-830 ,Management, Monitoring, Policy and Law ,TD194-195 ,Food riot ,Renewable energy sources ,Worldwide Governance Indicators ,food riots ,jel:Q ,Development economics ,food price threshold ,Economics ,GE1-350 ,Sociologi (exklusive socialt arbete, socialpsykologi och socialantropologi) ,political fragility ,Globaliseringsstudier ,Environmental effects of industries and plants ,Renewable Energy, Sustainability and the Environment ,business.industry ,digestive, oral, and skin physiology ,Sociology (excluding Social Work, Social Psychology and Social Anthropology) ,jel:Q0 ,jel:Q2 ,jel:Q3 ,jel:Q5 ,state weakness ,Environmental sciences ,jel:O13 ,Price index ,Agriculture ,jel:Q56 ,business ,Self-sufficiency - Abstract
The impact of resources on social unrest is of increasing interest to political leaders, business and civil society. Recent events have highlighted that (lack of) access to critical resources, including food, energy and water, can, in certain circumstances, lead to violent demonstrations. In this paper, we assess a number of political fragility indices to see whether they are good indicators of propensity to food riots. We found that the most accurate is the Political Instability and Absence of Violence Indicator of the Worldwide Governance Indicators by the World Bank. We compute a likelihood of experiencing a food riot for each quartile of this index. We found that the self-sufficiency of food does not seem to affect the likelihood of the occurrence of food riots, but that the level of political stability of a country does have a role. In addition, we identify a monthly and annual threshold for the Food and Agriculture Organisation Food Price Index, above which food riots in fragile states are more likely to occur.
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- 2015
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16. Encouraging Sustainable Transport Choices in American Households: Results from an Empirically Grounded Agent-Based Model
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Giangiacomo Bravo and Davide Natalini
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Process (engineering) ,Geography, Planning and Development ,lcsh:TJ807-830 ,lcsh:Renewable energy sources ,Management, Monitoring, Policy and Law ,environmental policy ,jel:Q ,Economics ,Theory ,Natural resource management ,preference-based policies ,lcsh:Environmental sciences ,Agent-based model ,lcsh:GE1-350 ,agent-based computational economics ,environmental policies ,Agent-Based Model ,price-based policies ,sustainability ,transports ,Renewable Energy, Sustainability and the Environment ,business.industry ,lcsh:Environmental effects of industries and plants ,Environmental resource management ,jel:Q0 ,Environmental economics ,jel:Q2 ,Policy analysis ,jel:Q3 ,jel:Q5 ,Policy studies ,Sustainable transport ,lcsh:TD194-195 ,jel:O13 ,Greenhouse gas ,Sustainability ,jel:Q56 ,business - Abstract
"The transport sector needs to go through an extended process of decarbonisation to counter the threat of climate change. Unfortunately, the International Energy Agency forecasts an enormous growth in the number of cars and greenhouse gas emissions by 2050. Two issues can thus be identified: (1) the need for a new methodology that could evaluate the policy performances ex-ante and (2) the need for more effective policies. To help address these issues, we developed an Agent-Based Model called Mobility USA aimed at: (1) testing whether this could be an effective approach in analysing ex-ante policy implementation in the transport sector; and (2) evaluating the effects of alternative policy scenarios on commuting behaviours in the USA. Particularly, we tested the effects of two sets of policies, namely market-based and preference-change ones. The model results suggest that this type of agent-based approach will provide a useful tool for testing policy interventions and their effectiveness."
- Published
- 2013
17. Monitoring of Cell Cultures: Data-Matrix Technology for Multiparameter Monitoring of Cell Cultures (Small Methods 4/2018)
- Author
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Emanuela Saracino, Giulia Foschi, Marco Brucale, Massimo Zambianchi, Massimiliano Cavallini, Maria Giovanna Di Carlo, Marianna Barbalinardo, Manuela Melucci, Davide Natalini, Ana I. Borrachero-Conejo, Denis Gentili, Valentina Benfenati, Paolo Greco, Laura Favaretto, Francesco Valle, and Francesca Lazzarotto
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Materials science ,Cell culture ,General Materials Science ,General Chemistry ,Data matrix (multivariate statistics) ,Soft lithography ,Biomedical engineering - Published
- 2018
- Full Text
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