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Understanding agricultural market dynamics in times of crisis: The dynamic agent-based network model Agrimate

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  • Kuhla, Kilian
  • Kubiczek, Patryk
  • Otto, Christian

Abstract

The concentration of crop production in a few global breadbaskets and strong import dependencies of many developing countries render global grain markets susceptible to systemic shocks from weather- or conflict-induced supply failures. Often amplified by unilateral policy responses, such as export restrictions, the resulting short-term risks to global food security are substantial but insufficiently captured by established modeling approaches. Here, we present Agrimate, a dynamic agent-based agricultural market model. Explicitly accounting for commercial and strategic stockholding, and endogenously modeling supply- and demand-side responses, Agrimate describes the spreading of supply failures in international grain trade networks and associated price effects with high temporal resolution. For the major food grain wheat, we show that Agrimate can quantitatively reproduce monthly world market price hikes and annual changes in regional supply, consumption, and stocks during the 2007/08 and 2010/11 world food crises. Further, we study potential food security risks arising from multi-breadbasket failures. We find that in a +2°Cworld, the risk of severe (90th percentile) price hikes more than doubles, while the risk of severe regional consumption losses increases by up to 130%, compared to 2006–2015 climate conditions. Our modeling shows that Agrimate can provide policy-relevant insights into the spreading of food security risks.

Suggested Citation

  • Kuhla, Kilian & Kubiczek, Patryk & Otto, Christian, 2025. "Understanding agricultural market dynamics in times of crisis: The dynamic agent-based network model Agrimate," Ecological Economics, Elsevier, vol. 231(C).
  • Handle: RePEc:eee:ecolec:v:231:y:2025:i:c:s0921800925000291
    DOI: 10.1016/j.ecolecon.2025.108546
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    as
    1. Charlotte Janssens & Petr Havlík & Tamás Krisztin & Justin Baker & Stefan Frank & Tomoko Hasegawa & David Leclère & Sara Ohrel & Shaun Ragnauth & Erwin Schmid & Hugo Valin & Nicole Van Lipzig & Miet M, 2020. "Global hunger and climate change adaptation through international trade," Nature Climate Change, Nature, vol. 10(9), pages 829-835, September.
    2. Brian D. Wright, 2012. "International Grain Reserves And Other Instruments to Address Volatility in Grain Markets," The World Bank Research Observer, World Bank, vol. 27(2), pages 222-260, August.
    3. Wang, Xiaoxi & Biewald, Anne & Dietrich, Jan Philipp & Schmitz, Christoph & Lotze-Campen, Hermann & Humpenöder, Florian & Bodirsky, Benjamin Leon & Popp, Alexander, 2016. "Taking account of governance: Implications for land-use dynamics, food prices, and trade patterns," Ecological Economics, Elsevier, vol. 122(C), pages 12-24.
    4. Maros Ivanic & Will Martin, 2008. "Implications of higher global food prices for poverty in low‐income countries1," Agricultural Economics, International Association of Agricultural Economists, vol. 39(s1), pages 405-416, November.
    5. Williams,Jeffrey C. & Wright,Brian D., 2005. "Storage and Commodity Markets," Cambridge Books, Cambridge University Press, number 9780521023399, Enero-Abr.
    6. Giordani, Paolo E. & Rocha, Nadia & Ruta, Michele, 2016. "Food prices and the multiplier effect of trade policy," Journal of International Economics, Elsevier, vol. 101(C), pages 102-122.
    7. Wise, Marshall & Dooley, James & Luckow, Patrick & Calvin, Katherine & Kyle, Page, 2014. "Agriculture, land use, energy and carbon emission impacts of global biofuel mandates to mid-century," Applied Energy, Elsevier, vol. 114(C), pages 763-773.
    8. Otto, Christian & Willner, Sven Norman & Wenz, Leonie & Frieler, Katja & Levermann, Anders, 2017. "Modeling loss-propagation in the global supply network: The dynamic agent-based model acclimate," OSF Preprints 7yyhd, Center for Open Science.
    9. Sartori, Martina & Ferrari, Emanuele & M'Barek, Robert & Philippidis, George & Boysen-Urban, Kirsten & Borrelli, Pasquale & Montanarella, Luca & Panagos, Panos, 2024. "Remaining Loyal to Our Soil: A Prospective Integrated Assessment of Soil Erosion on Global Food Security," Ecological Economics, Elsevier, vol. 219(C).
    10. Sun, Ting-Ting & Su, Chi-Wei & Mirza, Nawazish & Umar, Muhammad, 2021. "How does trade policy uncertainty affect agriculture commodity prices?," Pacific-Basin Finance Journal, Elsevier, vol. 66(C).
    11. Thomas Glauben & Miranda Svanidze & Linde Götz & Sören Prehn & Tinoush Jamali Jaghdani & Ivan Đurić & Lena Kuhn, 2022. "The War in Ukraine, Agricultural Trade and Risks to Global Food Security," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 57(3), pages 157-163, May.
    12. Obie Porteous, 2019. "High Trade Costs and Their Consequences: An Estimated Dynamic Model of African Agricultural Storage and Trade," American Economic Journal: Applied Economics, American Economic Association, vol. 11(4), pages 327-366, October.
    13. Headey, Derek, 2011. "Rethinking the global food crisis: The role of trade shocks," Food Policy, Elsevier, vol. 36(2), pages 136-146, April.
    14. Christophe Gouel, 2016. "Trade Policy Coordination and Food Price Volatility," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 98(4), pages 1018-1037.
    15. Christophe Gouel & Sébastien Jean, 2015. "Optimal Food Price Stabilization in a Small Open Developing Country," The World Bank Economic Review, World Bank, vol. 29(1), pages 72-101.
    16. Espitia,Alvaro & Rocha,Nadia & Ruta,Michele, 2020. "Covid-19 and Food Protectionism : The Impact of the Pandemic and Export Restrictions on World Food Markets," Policy Research Working Paper Series 9253, The World Bank.
    17. Otto, C. & Willner, S.N. & Wenz, L. & Frieler, K. & Levermann, A., 2017. "Modeling loss-propagation in the global supply network: The dynamic agent-based model acclimate," Journal of Economic Dynamics and Control, Elsevier, vol. 83(C), pages 232-269.
    18. Volker Grimm & Steven F. Railsback & Christian E. Vincenot & Uta Berger & Cara Gallagher & Donald L. DeAngelis & Bruce Edmonds & Jiaqi Ge & Jarl Giske & Jürgen Groeneveld & Alice S.A. Johnston & Alex, 2020. "The ODD Protocol for Describing Agent-Based and Other Simulation Models: A Second Update to Improve Clarity, Replication, and Structural Realism," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 23(2), pages 1-7.
    19. Stéphane Hallegatte, 2014. "Modeling the Role of Inventories and Heterogeneity in the Assessment of the Economic Costs of Natural Disasters," Risk Analysis, John Wiley & Sons, vol. 34(1), pages 152-167, January.
    20. Farley, Joshua & Schmitt, Abdon & Burke, Matthew & Farr, Marigo, 2015. "Extending market allocation to ecosystem services: Moral and practical implications on a full and unequal planet," Ecological Economics, Elsevier, vol. 117(C), pages 244-252.
    21. Coronese, Matteo & Occelli, Martina & Lamperti, Francesco & Roventini, Andrea, 2023. "AgriLOVE: Agriculture, land-use and technical change in an evolutionary, agent-based model," Ecological Economics, Elsevier, vol. 208(C).
    22. Sergio René Araujo‐Enciso & Thomas Fellmann, 2020. "Yield Variability and Harvest Failures in Russia, Ukraine and Kazakhstan and Their Possible Impact on Food Security in the Middle East and North Africa," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(2), pages 493-516, June.
    23. Faqin Lin & Xuecao Li & Ningyuan Jia & Fan Feng & Hai Huang & Jianxi Huang & Shenggen Fan & Philippe Ciais & Xiao-Peng Song, 2023. "The impact of Russia-Ukraine conflict on global food security," Post-Print hal-04044917, HAL.
    24. Pichler, Anton & Pangallo, Marco & del Rio-Chanona, R. Maria & Lafond, François & Farmer, J. Doyne, 2022. "Forecasting the propagation of pandemic shocks with a dynamic input-output model," Journal of Economic Dynamics and Control, Elsevier, vol. 144(C).
    25. Ivanic, Maros & Martin, Will, 2008. "Implications of higher global food prices for poverty in low-income countries," Policy Research Working Paper Series 4594, The World Bank.
    26. Annelies Deuss, 2017. "Impact of agricultural export restrictions on prices in importing countries," OECD Food, Agriculture and Fisheries Papers 105, OECD Publishing.
    27. Erwin Corong & Thomas Hertel & Robert McDougall & Marinos Tsigas & Dominique van der Mensbrugghe, 2017. "The Standard GTAP Model, version 7," Journal of Global Economic Analysis, Center for Global Trade Analysis, Department of Agricultural Economics, Purdue University, vol. 2(1), pages 1-119, June.
    28. Friederike E. L. Otto & Sjoukje Philip & Sarah Kew & Sihan Li & Andrew King & Heidi Cullen, 2018. "Attributing high-impact extreme events across timescales—a case study of four different types of events," Climatic Change, Springer, vol. 149(3), pages 399-412, August.
    29. Bakker, Craig & Zaitchik, Benjamin F. & Siddiqui, Sauleh & Hobbs, Benjamin F. & Broaddus, Elena & Neff, Roni A. & Haskett, Jonathan & Parker, Cindy L., 2018. "Shocks, seasonality, and disaggregation: Modelling food security through the integration of agricultural, transportation, and economic systems," Agricultural Systems, Elsevier, vol. 164(C), pages 165-184.
    30. Lin, Faqin & Li, Xuecao & Jia, Ningyuan & Feng, Fan & Huang, Hai & Huang, Jianxi & Fan, Shenggen & Ciais, Philippe & Song, Xiao Peng, 2023. "The impact of Russia-Ukraine conflict on global food security," LSE Research Online Documents on Economics 117700, London School of Economics and Political Science, LSE Library.
    31. Brown, Molly E. & Carr, Edward R. & Grace, Kathryn L. & Wiebe, Keith & Funk, Christopher C. & Attavanich, Witsanu & Backlund, Peter & Buja, Lawrence, 2017. "Do markets and trade help or hurt the global food system adapt to climate change?," Food Policy, Elsevier, vol. 68(C), pages 154-159.
    32. Rachel Trego, 2011. "The functioning of the Egyptian food-subsidy system during food-price shocks," Development in Practice, Taylor & Francis Journals, vol. 21(4-5), pages 666-678, June.
    33. Lundberg, Liv & Jonson, Emma & Lindgren, Kristian & Bryngelsson, David & Verendel, Vilhelm, 2015. "A cobweb model of land-use competition between food and bioenergy crops," Journal of Economic Dynamics and Control, Elsevier, vol. 53(C), pages 1-14.
    34. Wright, Brian D & Williams, Jeffrey C, 1982. "The Economic Role of Commodity Storage," Economic Journal, Royal Economic Society, vol. 92(367), pages 596-614, September.
    35. Cafiero, Carlo & Bobenrieth H., Eugenio S.A. & Bobenrieth H., Juan R.A. & Wright, Brian D., 2011. "The empirical relevance of the competitive storage model," Journal of Econometrics, Elsevier, vol. 162(1), pages 44-54, May.
    36. repec:osf:osfxxx:7yyhd_v1 is not listed on IDEAS
    37. Du, Xiaodong & Yu, Cindy L. & Hayes, Dermot J., 2011. "Speculation and volatility spillover in the crude oil and agricultural commodity markets: A Bayesian analysis," Energy Economics, Elsevier, vol. 33(3), pages 497-503, May.
    38. Erik Chavez & Gordon Conway & Michael Ghil & Marc Sadler, 2015. "An end-to-end assessment of extreme weather impacts on food security," Nature Climate Change, Nature, vol. 5(11), pages 997-1001, November.
    39. Kai Kornhuber & Corey Lesk & Carl F. Schleussner & Jonas Jägermeyr & Peter Pfleiderer & Radley M. Horton, 2023. "Risks of synchronized low yields are underestimated in climate and crop model projections," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    40. Sophie Mitra & Jean‐Marc Boussard, 2012. "A simple model of endogenous agricultural commodity price fluctuations with storage," Agricultural Economics, International Association of Agricultural Economists, vol. 43(1), pages 1-15, January.
    41. James Nolan & Dawn Parker & G. Cornelis Van Kooten & Thomas Berger, 2009. "An Overview of Computational Modeling in Agricultural and Resource Economics," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 57(4), pages 417-429, December.
    42. Dieter Gerten & Vera Heck & Jonas Jägermeyr & Benjamin Leon Bodirsky & Ingo Fetzer & Mika Jalava & Matti Kummu & Wolfgang Lucht & Johan Rockström & Sibyll Schaphoff & Hans Joachim Schellnhuber, 2020. "Feeding ten billion people is possible within four terrestrial planetary boundaries," Nature Sustainability, Nature, vol. 3(3), pages 200-208, March.
    43. Matthew N. Hayek & Sonali P. McDermid & Dale W. Jamieson, 2020. "An appeal to cost undermines food security risks of delayed mitigation," Nature Climate Change, Nature, vol. 10(5), pages 418-419, May.
    44. Andrew J. Challinor & W. Neil Adger & Tim G. Benton, 2017. "Climate risks across borders and scales," Nature Climate Change, Nature, vol. 7(9), pages 621-623, September.
    45. 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.
    46. Vincent H. Smith & Joseph W. Glauber, 2020. "Trade, policy, and food security," Agricultural Economics, International Association of Agricultural Economists, vol. 51(1), pages 159-171, January.
    47. Tiziano Distefano & Francesco Laio & Luca Ridolfi & Stefano Schiavo, 2018. "Shock transmission in the International Food Trade Network," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-15, August.
    48. Glauber, Joseph W. & Laborde Debucquet, David, 2023. "The Russia-Ukraine conflict and global food security," IFPRI books, International Food Policy Research Institute (IFPRI), number 9780896294394, January.
    49. Kate Schneider & Jessica Fanzo & Lawrence Haddad & Mario Herrero & Jose Rosero Moncayo & Anna Herforth & Roseline Reman & Alejandro Guarin & Danielle Resnick & Namukolo Covic & Christophe B'en'e & And, 2023. "The State of Food Systems Worldwide: Counting Down to 2030," Papers 2303.13669, arXiv.org, revised Mar 2023.
    50. 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.
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