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AgriLOVE: agriculture, land-use and technical change in an evolutionary, agent-based model

Author

Listed:
  • Matteo Coronese
  • Martina Occelli
  • Francesco Lamperti
  • Andrea Roventini
Abstract
This paper presents a novel agent-based model of land use and technological change in the agricultural sector under environmental boundaries, finite available resources and changing land productivity. In particular, we model a spatially explicit economy populated by boundedly-rational farmers competing and innovating to fulfill an exogenous demand for food, while coping with a changing environment shaped by their production choices. Given the strong technological and environmental uncertainty, farmers learn and adaptively employ heuristics which guide their decisions on engaging in innovation and imitation activities, hiring workers, acquiring new farms, deforesting virgin areas and abandoning unproductive lands. Such activities in turn impact on land productivity, food production, food prices and land use. We firstly show that the model can replicate key stylized facts of the agricultural sector. We then extensively explore its properties across several scenarios featuring different institutional and behavioral settings. Finally, we showcase the properties of model in different applications considering deforestation and land abandonment; soil degradation; and climate impacts.

Suggested Citation

  • Matteo Coronese & Martina Occelli & Francesco Lamperti & Andrea Roventini, 2021. "AgriLOVE: agriculture, land-use and technical change in an evolutionary, agent-based model," LEM Papers Series 2021/35, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
  • Handle: RePEc:ssa:lemwps:2021/35
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    1. Vernon W. Ruttan, 2002. "Productivity Growth in World Agriculture: Sources and Constraints," Journal of Economic Perspectives, American Economic Association, vol. 16(4), pages 161-184, Fall.
    2. Henriet, Fanny & Hallegatte, Stéphane & Tabourier, Lionel, 2012. "Firm-network characteristics and economic robustness to natural disasters," Journal of Economic Dynamics and Control, Elsevier, vol. 36(1), pages 150-167.
    3. Balint, T. & Lamperti, F. & Mandel, A. & Napoletano, M. & Roventini, A. & Sapio, A., 2017. "Complexity and the Economics of Climate Change: A Survey and a Look Forward," Ecological Economics, Elsevier, vol. 138(C), pages 252-265.
    4. Giovanni Dosi & Marcelo C. Pereira & Maria Enrica Virgillito, 2017. "The footprint of evolutionary processes of learning and selection upon the statistical properties of industrial dynamics," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 26(2), pages 187-210.
    5. Dosi, G. & Pereira, M.C. & Roventini, A. & Virgillito, M.E., 2017. "When more flexibility yields more fragility: The microfoundations of Keynesian aggregate unemployment," Journal of Economic Dynamics and Control, Elsevier, vol. 81(C), pages 162-186.
    6. Lamperti, F. & Dosi, G. & Napoletano, M. & Roventini, A. & Sapio, A., 2018. "Faraway, So Close: Coupled Climate and Economic Dynamics in an Agent-based Integrated Assessment Model," Ecological Economics, Elsevier, vol. 150(C), pages 315-339.
    7. Alain Carpentier & Elodie Letort, 2014. "Multicrop Production Models with Multinomial Logit Acreage Shares," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 59(4), pages 537-559, December.
    8. Petra Moser, 2021. "Economics of Research and Innovation in Agriculture," NBER Books, National Bureau of Economic Research, Inc, number mose-1.
    9. Giovanni Dosi & Andrea Roventini & Emmanuele Russo, 2020. "Public Policies And The Art Of Catching Up," Working Papers hal-03242369, HAL.
    10. Wondmagegn Tirkaso & Atakelty Hailu, 2022. "Does neighborhood matter? Spatial proximity and farmers’ technical efficiency," Agricultural Economics, International Association of Agricultural Economists, vol. 53(3), pages 374-386, May.
    11. Tasso Adamopoulos & Diego Restuccia, 2020. "Land Reform and Productivity: A Quantitative Analysis with Micro Data," American Economic Journal: Macroeconomics, American Economic Association, vol. 12(3), pages 1-39, July.
    12. Giorgio Fagiolo & Mattia Guerini & Francesco Lamperti & Alessio Moneta & Andrea Roventini, 2017. "Validation of Agent-Based Models in Economics and Finance," LEM Papers Series 2017/23, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    13. J. -F. Mercure & H. Pollitt & A. M. Bassi & J. E Vi~nuales & N. R. Edwards, 2015. "Modelling complex systems of heterogeneous agents to better design sustainability transitions policy," Papers 1506.07432, arXiv.org, revised Feb 2016.
    14. Foster, Andrew D & Rosenzweig, Mark R, 1995. "Learning by Doing and Learning from Others: Human Capital and Technical Change in Agriculture," Journal of Political Economy, University of Chicago Press, vol. 103(6), pages 1176-1209, December.
    15. Matthew Clancy & Paul Heisey & Yongjie Ji & GianCarlo Moschini, 2020. "The Roots of Agricultural Innovation: Patent Evidence of Knowledge Spillovers," NBER Chapters, in: Economics of Research and Innovation in Agriculture, pages 21-75, National Bureau of Economic Research, Inc.
    16. Janssen, Marco A., 2007. "Coordination in irrigation systems: An analysis of the Lansing-Kremer model of Bali," Agricultural Systems, Elsevier, vol. 93(1-3), pages 170-190, March.
    17. Saifi, Basim & Drake, Lars, 2008. "A coevolutionary model for promoting agricultural sustainability," Ecological Economics, Elsevier, vol. 65(1), pages 24-34, March.
    18. Oriana Bandiera & Imran Rasul, 2006. "Social Networks and Technology Adoption in Northern Mozambique," Economic Journal, Royal Economic Society, vol. 116(514), pages 869-902, October.
    19. Deepak K. Ray & Navin Ramankutty & Nathaniel D. Mueller & Paul C. West & Jonathan A. Foley, 2012. "Recent patterns of crop yield growth and stagnation," Nature Communications, Nature, vol. 3(1), pages 1-7, January.
    20. Dosi, Giovanni & Fagiolo, Giorgio & Roventini, Andrea, 2010. "Schumpeter meeting Keynes: A policy-friendly model of endogenous growth and business cycles," Journal of Economic Dynamics and Control, Elsevier, vol. 34(9), pages 1748-1767, September.
    21. Gebremedhin, Tesfa G. & Christy, Ralph D., 1996. "Structural Changes In U.S. Agriculture: Implications For Small Farms," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 28(1), pages 1-10, July.
    22. Nelson, Richard R & Winter, Sidney G, 1973. "Toward an Evolutionary Theory of Economic Capabilities," American Economic Review, American Economic Association, vol. 63(2), pages 440-449, May.
    23. Petra Moser, 2020. "Introduction to "Economics of Research and Innovation in Agriculture"," NBER Chapters, in: Economics of Research and Innovation in Agriculture, pages 1-19, National Bureau of Economic Research, Inc.
    24. Moniruzzaman, Shaikh, 2015. "Crop choice as climate change adaptation: Evidence from Bangladesh," Ecological Economics, Elsevier, vol. 118(C), pages 90-98.
    25. Brian Sims & Josef Kienzle, 2017. "Sustainable Agricultural Mechanization for Smallholders: What Is It and How Can We Implement It?," Agriculture, MDPI, vol. 7(6), pages 1-21, June.
    26. Giovanni Dosi & Andrea Roventini & Emanuele Russo, 2021. "Public policies and the art of catching up: matching the historical evidence with a multicountry agent-based model [Catching up, forging ahead, and falling behind]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 30(4), pages 1011-1036.
    27. 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.
    28. Giorgio Fagiolo & Andrea Roventini, 2017. "Macroeconomic Policy in DSGE and Agent-Based Models Redux: New Developments and Challenges Ahead," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 20(1), pages 1-1.
    29. Steven S. Vickner & Stephen P. Davies, 2000. "Estimating strategic price response in a product-differentiated oligopoly: The case of a domestic canned fruit industry," Agribusiness, John Wiley & Sons, Ltd., vol. 16(2), pages 125-140.
    30. William A. Brock & Cars H. Hommes, 1997. "A Rational Route to Randomness," Econometrica, Econometric Society, vol. 65(5), pages 1059-1096, September.
    31. Seo, S. Niggol & Mendelsohn, Robert, 2008. "An analysis of crop choice: Adapting to climate change in South American farms," Ecological Economics, Elsevier, vol. 67(1), pages 109-116, August.
    32. 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.
    33. Dosi, Giovanni & Roventini, Andrea & Russo, Emanuele, 2019. "Endogenous growth and global divergence in a multi-country agent-based model," Journal of Economic Dynamics and Control, Elsevier, vol. 101(C), pages 101-129.
    34. Ken E. Giller & Thomas Delaune & João Vasco Silva & Katrien Descheemaeker & Gerrie Ven & Antonius G.T. Schut & Mark Wijk & James Hammond & Zvi Hochman & Godfrey Taulya & Regis Chikowo & Sudha Narayana, 2021. "The future of farming: Who will produce our food?," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 13(5), pages 1073-1099, October.
    35. Vandin, Andrea & Giachini, Daniele & Lamperti, Francesco & Chiaromonte, Francesca, 2022. "Automated and distributed statistical analysis of economic agent-based models," Journal of Economic Dynamics and Control, Elsevier, vol. 143(C).
    36. Francesco Lamperti & Valentina Bosetti & Andrea Roventini & Massimo Tavoni, 2019. "The public costs of climate-induced financial instability," Nature Climate Change, Nature, vol. 9(11), pages 829-833, November.
    37. Fagiolo, Giorgio & Dosi, Giovanni, 2003. "Exploitation, exploration and innovation in a model of endogenous growth with locally interacting agents," Structural Change and Economic Dynamics, Elsevier, vol. 14(3), pages 237-273, September.
    38. Amadou, Mahamadou L. & Villamor, Grace B. & Kyei-Baffour, Nicholas, 2018. "Simulating agricultural land-use adaptation decisions to climate change: An empirical agent-based modelling in northern Ghana," Agricultural Systems, Elsevier, vol. 166(C), pages 196-209.
    39. Dosi, Giovanni & Nelson, Richard R., 2010. "Technical Change and Industrial Dynamics as Evolutionary Processes," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 51-127, Elsevier.
    40. Andersen,Lykke E. & Granger,Clive W. J. & Reis,Eustaquio J. & Weinhold,Diana & Wunder,Sven, 2002. "The Dynamics of Deforestation and Economic Growth in the Brazilian Amazon," Cambridge Books, Cambridge University Press, number 9780521811972.
    41. Patricio Grassini & Kent M. Eskridge & Kenneth G. Cassman, 2013. "Distinguishing between yield advances and yield plateaus in historical crop production trends," Nature Communications, Nature, vol. 4(1), pages 1-11, December.
    42. Lamperti, Francesco & Bosetti, Valentina & Roventini, Andrea & Tavoni, Massimo & Treibich, Tania, 2021. "Three green financial policies to address climate risks," Journal of Financial Stability, Elsevier, vol. 54(C).
    43. Janssen, Marco A. & Ostrom, Elinor, 2006. "Governing Social-Ecological Systems," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 30, pages 1465-1509, Elsevier.
    44. An, Li, 2012. "Modeling human decisions in coupled human and natural systems: Review of agent-based models," Ecological Modelling, Elsevier, vol. 229(C), pages 25-36.
    45. Daniel K.N. Johnson & Robert E. Evenson, 2000. "How Far Away Is Africa? Technological Spillovers to Agriculture and Productivity," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 82(3), pages 743-749.
    46. William A. Brock & Cars H. Hommes, 2001. "A Rational Route to Randomness," Chapters, in: W. D. Dechert (ed.), Growth Theory, Nonlinear Dynamics and Economic Modelling, chapter 16, pages 402-438, Edward Elgar Publishing.
    47. Gerald Silverberg & Giovanni Dosi & Luigi Orsenigo, 2000. "Innovation, Diversity and Diffusion: A Self-Organisation Model," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 14, pages 410-432, Edward Elgar Publishing.
    48. Utomo, Dhanan Sarwo & Onggo, Bhakti Stephan & Eldridge, Stephen, 2018. "Applications of agent-based modelling and simulation in the agri-food supply chains," European Journal of Operational Research, Elsevier, vol. 269(3), pages 794-805.
    49. Bardhan, Pranab K, 1973. "Size, Productivity, and Returns to Scale: An Analysis of Farm-Level Data in Indian Agriculture," Journal of Political Economy, University of Chicago Press, vol. 81(6), pages 1370-1386, Nov.-Dec..
    50. Leigh Tesfatsion & Kenneth L. Judd (ed.), 2006. "Handbook of Computational Economics," Handbook of Computational Economics, Elsevier, edition 1, volume 2, number 2.
    51. Kremmydas, Dimitris & Athanasiadis, Ioannis N. & Rozakis, Stelios, 2018. "A review of Agent Based Modeling for agricultural policy evaluation," Agricultural Systems, Elsevier, vol. 164(C), pages 95-106.
    52. Jinxia Wang & Robert Mendelsohn & Ariel Dinar & Jikun Huang, 2010. "How Chinese Farmers Change Crop Choice To Adapt To Climate Change," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 1(03), pages 167-185.
    53. Beard, Rodney & Purcell, Tim, 2000. "Spatial Replicator Dynamics as a Model of Agricultural Technology Adoption," 2000 Conference (44th), January 23-25, 2000, Sydney, Australia 123601, Australian Agricultural and Resource Economics Society.
    54. Bram Peters & Marion Herens & Jan Brouwers, 2018. "Capturing Social Innovations in Agricultural Transformation from the Field: Outcomes of a Write-Shop," Sustainability, MDPI, vol. 10(12), pages 1-13, December.
    55. Andrea Vandin & Daniele Giachini & Francesco Lamperti & Francesca Chiaromonte, 2020. "Automated and Distributed Statistical Analysis of Economic Agent-Based Models," LEM Papers Series 2020/31, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    56. Balmann, Alfons, 1997. "Farm-Based Modelling of Regional Structural Change: A Cellular Automata Approach," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 24(1), pages 85-108.
    57. Piotr Prus & Marek Sikora, 2021. "The Impact of Transport Infrastructure on the Sustainable Development of the Region—Case Study," Agriculture, MDPI, vol. 11(4), pages 1-15, March.
    58. Dawid, Herbert, 2006. "Agent-based Models of Innovation and Technological Change," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 25, pages 1235-1272, Elsevier.
    59. Pomp, Marc & Burger, Kees, 1995. "Innovation and imitation: Adoption of cocoa by Indonesian smallholders," World Development, Elsevier, vol. 23(3), pages 423-431, March.
    60. Giovanni Dosi & Christopher Freeman & Richard Nelson & Gerarld Silverberg & Luc Soete (ed.), 1988. "Technical Change and Economic Theory," LEM Book Series, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy, number dosietal-1988, November.
    61. Jean‐Paul Chavas & Céline Nauges, 2020. "Uncertainty, Learning, and Technology Adoption in Agriculture," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(1), pages 42-53, March.
    62. Julian M. Alston & Philip G. Pardey, 2020. "Innovation, Growth, and Structural Change in American Agriculture," NBER Chapters, in: The Role of Innovation and Entrepreneurship in Economic Growth, pages 123-165, National Bureau of Economic Research, Inc.
    63. Olivier Thebaud & Bruno Locatelli, 2001. "Modelling the Emergence of Resource-Sharing Conventions: an Agent-Based Approach," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 4(2), pages 1-3.
    64. repec:hal:spmain:info:hdl:2441/1nlv566svi86iqtetenms15tc4 is not listed on IDEAS
    65. Timothy G. Conley & Christopher R. Udry, 2010. "Learning about a New Technology: Pineapple in Ghana," American Economic Review, American Economic Association, vol. 100(1), pages 35-69, March.
    66. Scott Thacker & Daniel Adshead & Marianne Fay & Stéphane Hallegatte & Mark Harvey & Hendrik Meller & Nicholas O’Regan & Julie Rozenberg & Graham Watkins & Jim W. Hall, 2019. "Infrastructure for sustainable development," Nature Sustainability, Nature, vol. 2(4), pages 324-331, April.
    67. Giovanni Dosi, 1984. "Technical Change and Industrial Transformation," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-17521-5, December.
    68. Cristina Echevarria, 1998. "A Three-Factor Agricultural Production Function: The Case of Canada," International Economic Journal, Taylor & Francis Journals, vol. 12(3), pages 63-75.
    69. repec:ilo:ilowps:343576 is not listed on IDEAS
    70. Philip H. Howard, 2009. "Visualizing Consolidation in the Global Seed Industry: 1996–2008," Sustainability, MDPI, vol. 1(4), pages 1-22, December.
    71. Joshua M. Epstein & Robert L. Axtell, 1996. "Growing Artificial Societies: Social Science from the Bottom Up," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262550253, April.
    72. Fuglie, Keith O. & King, John L. & Heisey, Paul W. & Schimmelpfennig, David E., 2012. "Rising Concentration in Agricultural Input Industries Influences New Farm Technologies," Amber Waves:The Economics of Food, Farming, Natural Resources, and Rural America, United States Department of Agriculture, Economic Research Service, issue 04, pages 1-6.
    73. repec:hal:spmain:info:hdl:2441/3s3jn8tt5h9mab7fo128gecbhj is not listed on IDEAS
    74. Rosenzweig, Mark R., 1988. "Labor markets in low-income countries," Handbook of Development Economics, in: Hollis Chenery & T.N. Srinivasan (ed.), Handbook of Development Economics, edition 1, volume 1, chapter 15, pages 713-762, Elsevier.
    75. Barrios, Salvador & Ouattara, Bazoumana & Strobl, Eric, 2008. "The impact of climatic change on agricultural production: Is it different for Africa?," Food Policy, Elsevier, vol. 33(4), pages 287-298, August.
    76. A G Haldane & A E Turrell, 2018. "An interdisciplinary model for macroeconomics," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 34(1-2), pages 219-251.
    77. Lawrence E. Shepard & Robert A. Collins, 1982. "Why Do Farmers Fail? Farm Bankruptcies 1910–78," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 64(4), pages 609-615.
    78. Huber, Robert & Bakker, Martha & Balmann, Alfons & Berger, Thomas & Bithell, Mike & Brown, Calum & Grêt-Regamey, Adrienne & Xiong, Hang & Le, Quang Bao & Mack, Gabriele & Meyfroidt, Patrick & Millingt, 2018. "Representation of decision-making in European agricultural agent-based models," Agricultural Systems, Elsevier, vol. 167(C), pages 143-160.
    79. Sashi Sivramkrishna & Amalendu Jyotishi, 2008. "Monopsonistic exploitation in contract farming: articulating a strategy for grower cooperation," Journal of International Development, John Wiley & Sons, Ltd., vol. 20(3), pages 280-296.
    80. J. C. Burgess, 1998. "The economics of tropical forest land use options," Chapters, in: The Economics of Environment and Development, chapter 11, pages 223-253, Edward Elgar Publishing.
    81. Simone Fatichi & Dani Or & Robert Walko & Harry Vereecken & Michael H. Young & Teamrat A. Ghezzehei & Tomislav Hengl & Stefan Kollet & Nurit Agam & Roni Avissar, 2020. "Soil structure is an important omission in Earth System Models," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    82. Anríquez, Gustavo & Bonomi, Genny, 2007. "Long-term farming trends: an inquiry using agricultural censuses," ESA Working Papers 289039, Food and Agriculture Organization of the United Nations, Agricultural Development Economics Division (ESA).
    83. Francesco Lamperti & Antoine Mandel & Mauro Napoletano & Alessandro Sapio & Andrea Roventini & Tomas Balint & Igor Khorenzhenko, 2019. "Towards agent-based integrated assessment models: examples, challenges, and future developments," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-01905993, HAL.
    84. Matteo Coronese & Francesco Lamperti & Klaus Keller & Francesca Chiaromonte & Andrea Roventini, 2019. "Evidence for sharp increase in the economic damages of extreme natural disasters," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 116(43), pages 21450-21455, October.
    85. Onjaherilanto Razanakoto & Rolland Razafindraibe & Andry Andriamananjara & Marie-Paule Razafimanantsoa & Tovohery Rakotoson & Erik Smolders & Lilia Rabeharisoa, 2018. "Failures in agricultural innovation due to poor understanding of farmers’ predispositions," Development in Practice, Taylor & Francis Journals, vol. 28(5), pages 691-704, July.
    86. Sunding, David & Zilberman, David, 2001. "The agricultural innovation process: Research and technology adoption in a changing agricultural sector," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 1, chapter 4, pages 207-261, Elsevier.
    87. Thomas Berger & Christian Troost, 2014. "Agent-based Modelling of Climate Adaptation and Mitigation Options in Agriculture," Journal of Agricultural Economics, Wiley Blackwell, vol. 65(2), pages 323-348, June.
    88. Nelson, Richard R., 2016. "The sciences are different and the differences matter," Research Policy, Elsevier, vol. 45(9), pages 1692-1701.
    89. Lowder, Sarah K. & Sánchez, Marco V. & Bertini, Raffaele, 2021. "Which farms feed the world and has farmland become more concentrated?," World Development, Elsevier, vol. 142(C).
    90. Christian, Thomas & Rashad, Inas, 2009. "Trends in U.S. food prices, 1950-2007," Economics & Human Biology, Elsevier, vol. 7(1), pages 113-120, March.
    91. Thomas Berger & Regina Birner & Nancy Mccarthy & JosÉ DíAz & Heidi Wittmer, 2007. "Capturing the complexity of water uses and water users within a multi-agent framework," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 21(1), pages 129-148, January.
    92. Bert, Federico E. & Podestá, Guillermo P. & Rovere, Santiago L. & Menéndez, Ángel N. & North, Michael & Tatara, Eric & Laciana, Carlos E. & Weber, Elke & Toranzo, Fernando Ruiz, 2011. "An agent based model to simulate structural and land use changes in agricultural systems of the argentine pampas," Ecological Modelling, Elsevier, vol. 222(19), pages 3486-3499.
    93. Berger, Thomas, 2001. "Agent-based spatial models applied to agriculture: a simulation tool for technology diffusion, resource use changes and policy analysis," Agricultural Economics, Blackwell, vol. 25(2-3), pages 245-260, September.
    94. D. Hallam & F. Machado & G. Rapsomanikis, 1992. "Co‐Integration Analysis And The Determinants Of Land Prices," Journal of Agricultural Economics, Wiley Blackwell, vol. 43(1), pages 28-37, January.
    95. Anna, Petrenko, 2016. "Мaркування готової продукції як складова частина інформаційного забезпечення маркетингової діяльності підприємств овочепродуктового підкомплексу," Agricultural and Resource Economics: International Scientific E-Journal, Agricultural and Resource Economics: International Scientific E-Journal, vol. 2(1), March.
    96. Giovanni Dosi & Andrea Roventini, 2019. "More is different ... and complex! the case for agent-based macroeconomics," Journal of Evolutionary Economics, Springer, vol. 29(1), pages 1-37, March.
    97. Christian Troost & Thomas Berger, 2015. "Dealing with Uncertainty in Agent-Based Simulation: Farm-Level Modeling of Adaptation to Climate Change in Southwest Germany," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(3), pages 833-854.
    98. Tittonell, P. & Muriuki, A. & Shepherd, K.D. & Mugendi, D. & Kaizzi, K.C. & Okeyo, J. & Verchot, L. & Coe, R. & Vanlauwe, B., 2010. "The diversity of rural livelihoods and their influence on soil fertility in agricultural systems of East Africa - A typology of smallholder farms," Agricultural Systems, Elsevier, vol. 103(2), pages 83-97, February.
    99. Berger, Thomas & Schreinemachers, Pepijn & Woelcke, Johannes, 2006. "Multi-agent simulation for the targeting of development policies in less-favored areas," Agricultural Systems, Elsevier, vol. 88(1), pages 28-43, April.
    100. Chiaromonte, Francesca & Dosi, Giovanni, 1993. "Heterogeneity, competition, and macroeconomic dynamics," Structural Change and Economic Dynamics, Elsevier, vol. 4(1), pages 39-63, June.
    101. Mónica M. Jaime & Jessica Coria & Xiangping Liu, 2016. "Interactions between CAP Agricultural and Agri-Environmental Subsidies and Their Effects on the Uptake of Organic Farming," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 98(4), pages 1114-1145.
    102. Maurizio Zollo & Sidney G. Winter, 2002. "Deliberate Learning and the Evolution of Dynamic Capabilities," Organization Science, INFORMS, vol. 13(3), pages 339-351, June.
    103. Peter Deadman & Edella Schlager & Randy Gimblett, 2000. "Simulating Common Pool Resource Management Experiments with Adaptive Agents Employing Alternate Communication Routines," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 3(2), pages 1-2.
    104. Rémy Courdier & François Guerrin & Fenintsoa Andriamasinoro & Jean-Marie Paillat, 2002. "Agent-Based Simulation of Complex Systems: Application to Collective Management of Animal Wastes," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 5(3), pages 1-4.
    105. Belton, Ben & Win, Myat Thida & Zhang, Xiaobo & Filipski, Mateusz, 2021. "The rapid rise of agricultural mechanization in Myanmar," Food Policy, Elsevier, vol. 101(C).
    106. Nelson, Gerald C. & Rosegrant, Mark W. & Koo, Jawoo & Robertson, Richard & Sulser, Timothy & Zhu, Tingju & Ringler, Claudia & Msangi, Siwa & Palazzo, Amanda & Batka, Miroslav & Magalhaes, Marilia & Va, 2009. "Climate change: Impact on agriculture and costs of adaptation," Food policy reports 21, International Food Policy Research Institute (IFPRI).
    107. Diao, Xinshen & Agandin, John & Fang, Peixun & Justice, Scott E. & Kufoalor, Doreen S. & Takeshima, Hiroyuki, 2018. "Agricultural mechanization in Ghana: Insights from a recent field study:," IFPRI discussion papers 1729, International Food Policy Research Institute (IFPRI).
    108. MacDonald, James M. & Hoppe, Robert A. & Newton, Doris, 2018. "Three Decades of Consolidation in U.S. Agriculture," Economic Information Bulletin 276247, United States Department of Agriculture, Economic Research Service.
    109. Thomas Berger & Christian Troost & Tesfamicheal Wossen & Evgeny Latynskiy & Kindie Tesfaye & Sika Gbegbelegbe, 2017. "Can smallholder farmers adapt to climate variability, and how effective are policy interventions? Agent-based simulation results for Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 48(6), pages 693-706, November.
    110. Brenner, Thomas, 2006. "Agent Learning Representation: Advice on Modelling Economic Learning," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 18, pages 895-947, Elsevier.
    111. Gerald C. Nelson & Dominique Mensbrugghe & Helal Ahammad & Elodie Blanc & Katherine Calvin & Tomoko Hasegawa & Petr Havlik & Edwina Heyhoe & Page Kyle & Hermann Lotze-Campen & Martin Lampe & Daniel Ma, 2014. "Agriculture and climate change in global scenarios: why don't the models agree," Agricultural Economics, International Association of Agricultural Economists, vol. 45(1), pages 85-101, January.
    112. Rotem Zelingher & David Makowski & Thierry Brunelle, 2021. "Assessing the Sensitivity of Global Maize Price to Regional Productions Using Statistical and Machine Learning Methods [Évaluation de la sensibilité du prix mondial du maïs aux productions régional," Post-Print hal-03253794, HAL.
    113. Gebremedhin, Tesfa G. & Christy, Ralph D., 1996. "Structural Changes in U.S. Agriculture: Implications for Small Farms," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 28(1), pages 57-66, July.
    114. Happe, Kathrin & Kellermann, Konrad & Balmann, Alfons, 2006. "Agent-based analysis of agricultural policies: An illustration of the agricultural policy simulator AgriPoliS, its adaptation and behavior," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 11(1).
    115. Albert I. Ugochukwu & Peter W. B. Phillips, 2018. "Technology Adoption by Agricultural Producers: A Review of the Literature," Innovation, Technology, and Knowledge Management, in: Nicholas Kalaitzandonakes & Elias G. Carayannis & Evangelos Grigoroudis & Stelios Rozakis (ed.), From Agriscience to Agribusiness, pages 361-377, Springer.
    116. Douglas Gollin, 2014. "The Lewis Model: A 60-Year Retrospective," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 71-88, Summer.
    117. Carl E. Pray & Keith O. Fuglie, 2015. "Agricultural Research by the Private Sector," Annual Review of Resource Economics, Annual Reviews, vol. 7(1), pages 399-424, October.
    118. Ruttan, Vernon W, 1997. "Induced Innovation, Evolutionary Theory and Path Dependence:," Economic Journal, Royal Economic Society, vol. 107(444), pages 1520-1529, September.
    119. Carauta, Marcelo & Troost, Christian & Guzman-Bustamante, Ivan & Hampf, Anna & Libera, Affonso & Meurer, Katharina & Bönecke, Eric & Franko, Uwe & Ribeiro Rodrigues, Renato de Aragão & Berger, Thomas, 2021. "Climate-related land use policies in Brazil: How much has been achieved with economic incentives in agriculture?," Land Use Policy, Elsevier, vol. 109(C).
    120. Fraser J Morgan & Adam J Daigneault, 2015. "Estimating Impacts of Climate Change Policy on Land Use: An Agent-Based Modelling Approach," PLOS ONE, Public Library of Science, vol. 10(5), pages 1-20, May.
    121. Oliver T. Coomes & Bradford L. Barham & Graham K. MacDonald & Navin Ramankutty & Jean-Paul Chavas, 2019. "Leveraging total factor productivity growth for sustainable and resilient farming," Nature Sustainability, Nature, vol. 2(1), pages 22-28, January.
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    2. Alessandro Taberna & Tatiana Filatova & Andrea Roventini & Francesco Lamperti, 2021. "Coping with increasing tides: technological change, agglomeration dynamics and climate hazards in an agent-based evolutionary model," LEM Papers Series 2021/44, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    3. Elia Moretti & Michael Benzaquen, 2024. "Mitigating Farmland Biodiversity Loss: A Bio-Economic Model of Land Consolidation and Pesticide Use," Papers 2407.19749, arXiv.org, revised Oct 2024.
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    5. Taberna, Alessandro & Filatova, Tatiana & Roventini, Andrea & Lamperti, Francesco, 2022. "Coping with increasing tides: Evolving agglomeration dynamics and technological change under exacerbating hazards," Ecological Economics, Elsevier, vol. 202(C).

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    Keywords

    Land use; Agent-based model; Technological change; Environmental boundaries; Sustainability.;
    All these keywords.

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