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The risk and consequences of multiple breadbasket failures: an integrated copula and multilayer agent-based modeling approach

Author

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  • Asjad Naqvi

    (International Institute for Applied Systems Analysis (IIASA)
    Vienna University of Economics and Business (WU))

  • Franziska Gaupp

    (International Institute for Applied Systems Analysis (IIASA))

  • Stefan Hochrainer-Stigler

    (International Institute for Applied Systems Analysis (IIASA))

Abstract

Climate shocks to food systems have been thoroughly researched in terms of food security and supply chain management. However, sparse research exists on the dependent nature of climate shocks on food-producing breadbasket regions and their subsequent cascading impacts. In this paper, we propose that a copula approach, combined with a multilayer network and an agent-based model, can give important insights on how tail-dependent shocks can impact food systems. We show how such shocks can potentially cascade within a region through the behavioral interactions of various layers. Based on our suggested framework, we set up a model for India and show that risks due to drought events multiply if tail dependencies during extremes drought is explicitly taken into account. We further demonstrate that the risk is exacerbated if displacement also takes place. In order to quantify the spatial–temporal evolution of climate risks, we introduce a new measure of multilayer vulnerability that we term Vulnerability Rank or VRank. We find that with higher food production losses, the number of agents that are affected increases nonlinearly due to cascading effects in different network layers. These effects spread to the unaffected regions via large-scale displacement causing sudden changes in production, employment and consumption decisions. Thus, demand shifts also force supply-side adjustments of food networks in the months following the climate shock. We suggest that our framework can provide a more accurate picture of food security-related systemic risks caused by multiple breadbasket failures which, in turn, can better inform risk management and humanitarian aid strategies.

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  • Asjad Naqvi & Franziska Gaupp & Stefan Hochrainer-Stigler, 2020. "The risk and consequences of multiple breadbasket failures: an integrated copula and multilayer agent-based modeling approach," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 42(3), pages 727-754, September.
  • Handle: RePEc:spr:orspec:v:42:y:2020:i:3:d:10.1007_s00291-020-00574-0
    DOI: 10.1007/s00291-020-00574-0
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    as
    1. Zia Mehrabi, 2020. "Food system collapse," Nature Climate Change, Nature, vol. 10(1), pages 16-17, January.
    2. Marco Bardoscia & Stefano Battiston & Fabio Caccioli & Guido Caldarelli, 2015. "DebtRank: A Microscopic Foundation for Shock Propagation," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-13, June.
    3. Poledna, Sebastian & Molina-Borboa, José Luis & Martínez-Jaramillo, Serafín & van der Leij, Marco & Thurner, Stefan, 2015. "The multi-layer network nature of systemic risk and its implications for the costs of financial crises," Journal of Financial Stability, Elsevier, vol. 20(C), pages 70-81.
    4. Hallegatte, Stéphane & Dumas, Patrice, 2009. "Can natural disasters have positive consequences? Investigating the role of embodied technical change," Ecological Economics, Elsevier, vol. 68(3), pages 777-786, January.
    5. Stéphane Hallegatte & Valentin Przyluski, 2010. "The Economics of Natural Disasters," CESifo Forum, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 11(02), pages 14-24, July.
    6. Ali Naqvi & Miriam Rehm, 2014. "A multi-agent model of a low income economy: simulating the distributional effects of natural disasters," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 9(2), pages 275-309, October.
    7. Aas, Kjersti & Czado, Claudia & Frigessi, Arnoldo & Bakken, Henrik, 2009. "Pair-copula constructions of multiple dependence," Insurance: Mathematics and Economics, Elsevier, vol. 44(2), pages 182-198, April.
    8. Reinhard Mechler & Laurens M. Bouwer & Joanne Linnerooth-Bayer & Stefan Hochrainer-Stigler & Jeroen C. J. H. Aerts & Swenja Surminski & Keith Williges, 2014. "Managing unnatural disaster risk from climate extremes," Nature Climate Change, Nature, vol. 4(4), pages 235-237, April.
    9. Hallegatte, Stephane & Hourcade, Jean-Charles & Dumas, Patrice, 2007. "Why economic dynamics matter in assessing climate change damages: Illustration on extreme events," Ecological Economics, Elsevier, vol. 62(2), pages 330-340, April.
    10. Alberto Cavallo & Eduardo Cavallo & Roberto Rigobon, 2014. "Prices and Supply Disruptions during Natural Disasters," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(S2), pages 449-471, November.
    11. Adam Rose & Gauri-Shankar Guha, 2004. "Computable General Equilibrium Modeling of Electric Utility Lifeline Losses from Earthquakes," Advances in Spatial Science, in: Yasuhide Okuyama & Stephanie E. Chang (ed.), Modeling Spatial and Economic Impacts of Disasters, chapter 7, pages 119-141, Springer.
    12. Horwich, George, 2000. "Economic Lessons of the Kobe Earthquake," Economic Development and Cultural Change, University of Chicago Press, vol. 48(3), pages 521-542, April.
    13. Mark Skidmore & Hideki Toya, 2002. "Do Natural Disasters Promote Long-Run Growth?," Economic Inquiry, Western Economic Association International, vol. 40(4), pages 664-687, October.
    14. Hallegatte, Stéphane & Ghil, Michael, 2008. "Natural disasters impacting a macroeconomic model with endogenous dynamics," Ecological Economics, Elsevier, vol. 68(1-2), pages 582-592, December.
    15. Brechmann, Eike Christian & Schepsmeier, Ulf, 2013. "Modeling Dependence with C- and D-Vine Copulas: The R Package CDVine," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 52(i03).
    16. Strobl, Eric, 2012. "The economic growth impact of natural disasters in developing countries: Evidence from hurricane strikes in the Central American and Caribbean regions," Journal of Development Economics, Elsevier, vol. 97(1), pages 130-141.
    17. Robert Axtell, 2005. "The Complexity of Exchange," Economic Journal, Royal Economic Society, vol. 115(504), pages 193-210, June.
    18. Anna Klabunde & Frans Willekens, 2016. "Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges," European Journal of Population, Springer;European Association for Population Studies, vol. 32(1), pages 73-97, February.
    19. Hiroaki Ishiwata & Muneta Yokomatsu, 2018. "Dynamic Stochastic Macroeconomic Model of Disaster Risk Reduction Investment in Developing Countries," Risk Analysis, John Wiley & Sons, vol. 38(11), pages 2424-2440, November.
    20. Leigh Tesfatsion & Kenneth L. Judd (ed.), 2006. "Handbook of Computational Economics," Handbook of Computational Economics, Elsevier, edition 1, volume 2, number 2.
    21. Auffret, Philippe, 2003. "High consumption volatility : the impact of natural disasters?," Policy Research Working Paper Series 2962, The World Bank.
    22. J. Shiau, 2006. "Fitting Drought Duration and Severity with Two-Dimensional Copulas," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 20(5), pages 795-815, October.
    23. Jesús Crespo Cuaresma & Jaroslava Hlouskova & Michael Obersteiner, 2008. "Natural Disasters As Creative Destruction? Evidence From Developing Countries," Economic Inquiry, Western Economic Association International, vol. 46(2), pages 214-226, April.
    24. Dißmann, J. & Brechmann, E.C. & Czado, C. & Kurowicka, D., 2013. "Selecting and estimating regular vine copulae and application to financial returns," Computational Statistics & Data Analysis, Elsevier, vol. 59(C), pages 52-69.
    25. Gaupp, Franziska & Hall, Jim & Mitchell, Dann & Dadson, Simon, 2019. "Increasing risks of multiple breadbasket failure under 1.5 and 2 °C global warming," Agricultural Systems, Elsevier, vol. 175(C), pages 34-45.
    26. Matthew E. Kahn, 2005. "The Death Toll from Natural Disasters: The Role of Income, Geography, and Institutions," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 271-284, May.
    27. Cattaneo, Cristina & Peri, Giovanni, 2016. "The migration response to increasing temperatures," Journal of Development Economics, Elsevier, vol. 122(C), pages 127-146.
    28. Elsner, Wolfram & Heinrich, Torsten & Schwardt, Henning, 2014. "The Microeconomics of Complex Economies," Elsevier Monographs, Elsevier, edition 1, number 9780124115859.
    29. Samir KC & Marcus Wurzer & Markus Speringer & Wolfgang Lutz, 2018. "Future population and human capital in heterogeneous India," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 115(33), pages 8328-8333, August.
    30. Thomas R. Hurd & James P. Gleeson, 2011. "A framework for analyzing contagion in banking networks," Papers 1110.4312, arXiv.org.
    31. Skoufias, Emmanuel, 2003. "Economic Crises and Natural Disasters: Coping Strategies and Policy Implications," World Development, Elsevier, vol. 31(7), pages 1087-1102, July.
    32. Franziska Gaupp & Georg Pflug & Stefan Hochrainer‐Stigler & Jim Hall & Simon Dadson, 2017. "Dependency of Crop Production between Global Breadbaskets: A Copula Approach for the Assessment of Global and Regional Risk Pools," Risk Analysis, John Wiley & Sons, vol. 37(11), pages 2212-2228, November.
    33. Tesfatsion, Leigh & Judd, Kenneth L., 2006. "Handbook of Computational Economics, Vol. 2: Agent-Based Computational Economics," Staff General Research Papers Archive 10368, Iowa State University, Department of Economics.
    34. Albala-Bertrand, J. M., 1993. "Natural disaster situations and growth: A macroeconomic model for sudden disaster impacts," World Development, Elsevier, vol. 21(9), pages 1417-1434, September.
    35. Adam Rose & Shu‐Yi Liao, 2005. "Modeling Regional Economic Resilience to Disasters: A Computable General Equilibrium Analysis of Water Service Disruptions," Journal of Regional Science, Wiley Blackwell, vol. 45(1), pages 75-112, February.
    36. J. Doyne Farmer & Duncan Foley, 2009. "The economy needs agent-based modelling," Nature, Nature, vol. 460(7256), pages 685-686, August.
    37. Yasuhide Okuyama, 2007. "Economic Modeling for Disaster Impact Analysis: Past, Present, and Future," Economic Systems Research, Taylor & Francis Journals, vol. 19(2), pages 115-124.
    38. Sam Cole, 2004. "Geohazards in Social Systems: An Insurance Matrix Approach," Advances in Spatial Science, in: Yasuhide Okuyama & Stephanie E. Chang (ed.), Modeling Spatial and Economic Impacts of Disasters, chapter 6, pages 103-118, Springer.
    39. Tesfatsion, Leigh, 2006. "Agent-Based Computational Economics: A Constructive Approach to Economic Theory," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 16, pages 831-880, Elsevier.
    40. Hallegatte, Stephane & Przyluski, Valentin, 2010. "The economics of natural disasters : concepts and methods," Policy Research Working Paper Series 5507, The World Bank.
    41. Naqvi, Asjad, 2017. "Deep Impact: Geo-Simulations as a Policy Toolkit for Natural Disasters," World Development, Elsevier, vol. 99(C), pages 395-418.
    42. Satoshi Tsuchiya & Hirokazu Tatano & Norio Okada, 2007. "Economic Loss Assessment due to Railroad and Highway Disruptions," Economic Systems Research, Taylor & Francis Journals, vol. 19(2), pages 147-162.
    43. Georg Ch. Pflug & Alois Pichler, 2018. "Systemic risk and copula models," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 26(2), pages 465-483, June.
    44. Stolbova, Veronika & Monasterolo, Irene & Battiston, Stefano, 2018. "A Financial Macro-Network Approach to Climate Policy Evaluation," Ecological Economics, Elsevier, vol. 149(C), pages 239-253.
    45. Stefan Thurner & Sebastian Poledna, 2013. "DebtRank-transparency: Controlling systemic risk in financial networks," Papers 1301.6115, arXiv.org.
    46. Arthur, W. Brian, 2006. "Out-of-Equilibrium Economics and Agent-Based Modeling," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 32, pages 1551-1564, Elsevier.
    47. Brenden Jongman & Stefan Hochrainer-Stigler & Luc Feyen & Jeroen C. J. H. Aerts & Reinhard Mechler & W. J. Wouter Botzen & Laurens M. Bouwer & Georg Pflug & Rodrigo Rojas & Philip J. Ward, 2014. "Increasing stress on disaster-risk finance due to large floods," Nature Climate Change, Nature, vol. 4(4), pages 264-268, April.
    48. Alfarano, Simone & Milakovic, Mishael, 2009. "Network structure and N-dependence in agent-based herding models," Journal of Economic Dynamics and Control, Elsevier, vol. 33(1), pages 78-92, January.
    49. Franziska Gaupp & Jim Hall & Stefan Hochrainer-Stigler & Simon Dadson, 2020. "Changing risks of simultaneous global breadbasket failure," Nature Climate Change, Nature, vol. 10(1), pages 54-57, January.
    50. Anderson, James E, 1979. "A Theoretical Foundation for the Gravity Equation," American Economic Review, American Economic Association, vol. 69(1), pages 106-116, March.
    51. repec:bla:revinw:v:60:y:2014:i::p:s449-s471 is not listed on IDEAS
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