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Predicting Long Term Food Demand, Cropland Use and Prices

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  • Hertel, Thomas
  • Baldos, Uris Lantz
  • van der Mensbrugghe, Dominique

Abstract

This paper seeks to survey, understand and reconcile the widely divergent estimates of long run global crop output, land use and price projections in the current literature. We begin by reviewing the history of such projections and the different models and assumptions used in these exercises. We then introduce an analytical partial equilibrium model of the global crops sector which provides a lens through which we can evaluate this previous work. The resulting decomposition of model responses into demand, extensive supply and intensive supply elasticities offers important insights into the diversity of model parameterizations being employed by the existing models. This, along with the methodology for implementing productivity growth, helps explain some of the divergences in results. We conclude the review by employing a numerical version of the analytical model, which serves as an emulator of this entire class of models, in order to explore how uncertainties in the common underlying drivers and economic responses contribute to uncertain projections of output, prices and land use in 2050. We place each of the published estimates reviewed within this paper into the resulting empirical distribution of outcomes at mid-century. In addition, we quantify the sensitivity of these projections to model inputs. Our findings suggest that the top priority for future research should be improved estimation of agricultural factor supply elasticities – a topic which has been largely neglected in recent decades.

Suggested Citation

  • Hertel, Thomas & Baldos, Uris Lantz & van der Mensbrugghe, Dominique, 2016. "Predicting Long Term Food Demand, Cropland Use and Prices," Conference papers 332718, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
  • Handle: RePEc:ags:pugtwp:332718
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    1. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    2. Baldos, Uris Lantz & Thomas Hertel, 2014. "Bursting the Bubble: A Long Run Perspective on Crop Commodity Prices," GTAP Working Papers 4574, Center for Global Trade Analysis, Department of Agricultural Economics, Purdue University.
    3. Roman Keeney & Thomas W. Hertel, 2009. "The Indirect Land Use Impacts of United States Biofuel Policies: The Importance of Acreage, Yield, and Bilateral Trade Responses," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(4), pages 895-909.
    4. Hermann Lotze‐Campen & Christoph Müller & Alberte Bondeau & Stefanie Rost & Alexander Popp & Wolfgang Lucht, 2008. "Global food demand, productivity growth, and the scarcity of land and water resources: a spatially explicit mathematical programming approach," Agricultural Economics, International Association of Agricultural Economists, vol. 39(3), pages 325-338, November.
    5. Daniel A. Sumner, 1982. "The Off-Farm Labor Supply of Farmers," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 64(3), pages 499-509.
    6. Sands, Ronald & Jones, Carol & Marshall, Elizabeth P., 2014. "Global Drivers of Agricultural Demand and Supply," Economic Research Report 186137, United States Department of Agriculture, Economic Research Service.
    7. McCalla, Alex F & Revoredo, Cesar L., 2001. "Prospects for global food security: a critical appraisal of past projections and predictions," 2020 vision discussion papers 35, International Food Policy Research Institute (IFPRI).
    8. Nelson, Gerald C. & Rosegrant, Mark W. & Palazzo, Amanda & Gray, Ian & Ingersoll, Christina & Robertson, Richard & Tokgoz, Simla & Zhu, Tingju & Sulser, Timothy B. & Ringler, Claudia & Msangi, Siwa & , 2010. "Food security, farming, and climate change to 2050: Scenarios, results, policy options," Research reports Gerald C. Nelson, et al., International Food Policy Research Institute (IFPRI).
    9. Sherman Robinson & Hans Meijl & Dirk Willenbockel & Hugo Valin & Shinichiro Fujimori & Toshihiko Masui & Ron Sands & Marshall Wise & Katherine Calvin & Petr Havlik & Daniel Mason d'Croz & Andrzej Tabe, 2014. "Comparing supply-side specifications in models of global agriculture and the food system," Agricultural Economics, International Association of Agricultural Economists, vol. 45(1), pages 21-35, January.
    10. Robinson, Sherman & Mason d'Croz, Daniel & Islam, Shahnila & Sulser, Timothy B. & Robertson, Richard D. & Zhu, Tingju & Gueneau, Arthur & Pitois, Gauthier & Rosegrant, Mark W., 2015. "The International Model for Policy Analysis of Agricultural Commodities and Trade (IMPACT): Model description for version 3:," IFPRI discussion papers 1483, International Food Policy Research Institute (IFPRI).
    11. Kavallari, Aikaterini & Conforti, Piero & van der Mensbrugghe, Dominique, 2016. "The Global Agriculture Perspectives System (GAPS) Version 1.0," ESA Working Papers 288966, Food and Agriculture Organization of the United Nations, Agricultural Development Economics Division (ESA).
    12. Hertel, Thomas W., 2010. "The Global Supply and Demand for Agricultural Land in 2050: A Perfect Storm in the Making?," 2010 Annual Meeting, July 25-27, 2010, Denver, Colorado 92639, Agricultural and Applied Economics Association.
    13. Dietrich, Jan Philipp & Schmitz, Christoph & Lotze-Campen, Hermann & Popp, Alexander & Müller, Christoph, 2014. "Forecasting technological change in agriculture—An endogenous implementation in a global land use model," Technological Forecasting and Social Change, Elsevier, vol. 81(C), pages 236-249.
    14. Just, Richard E. & Pope, Rulon D., 2001. "The agricultural producer: Theory and statistical measurement," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 1, chapter 12, pages 629-741, Elsevier.
    15. Thomas W. Hertel, 2011. "The Global Supply and Demand for Agricultural Land in 2050: A Perfect Storm in the Making?-super- 1," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(2), pages 259-275.
    16. Elmar Kriegler & Jae Edmonds & Stéphane Hallegatte & Kristie Ebi & Tom Kram & Keywan Riahi & Harald Winkler & Detlef Vuuren, 2014. "A new scenario framework for climate change research: the concept of shared climate policy assumptions," Climatic Change, Springer, vol. 122(3), pages 401-414, February.
    17. Muhammad, Andrew & Meade, Birgit Gisela Saager, 2011. "International Evidence on Food Consumption Patterns: An Update Using 2005 International Comparison Program Data," Technical Bulletins 120252, United States Department of Agriculture, Economic Research Service.
    18. World Bank, 2009. "Global Economic Prospects 2009 : Commodities at the Crossroads," World Bank Publications - Books, The World Bank Group, number 2581, December.
    19. Ludena, Carlos E. & Hertel, Thomas W. & Preckel, Paul V. & Foster, Kenneth A. & Nin Pratt, Alejandro, 2006. "Productivity Growth and Convergence in Crop, Ruminant and Non-Ruminant Production: Measurement and Forecasts," 2006 Annual Meeting, August 12-18, 2006, Queensland, Australia 25392, International Association of Agricultural Economists.
    20. Detlef Vuuren & Elmar Kriegler & Brian O’Neill & Kristie Ebi & Keywan Riahi & Timothy Carter & Jae Edmonds & Stephane Hallegatte & Tom Kram & Ritu Mathur & Harald Winkler, 2014. "A new scenario framework for Climate Change Research: scenario matrix architecture," Climatic Change, Springer, vol. 122(3), pages 373-386, February.
    21. Ahmed, Syud Amer & Thomas Hertel & Ruben Lubowski, 2009. "Calibration of a Land Cover Supply Function Using Transition Probabilities," GTAP Research Memoranda 2947, Center for Global Trade Analysis, Department of Agricultural Economics, Purdue University.
    22. Brian O’Neill & Elmar Kriegler & Keywan Riahi & Kristie Ebi & Stephane Hallegatte & Timothy Carter & Ritu Mathur & Detlef Vuuren, 2014. "A new scenario framework for climate change research: the concept of shared socioeconomic pathways," Climatic Change, Springer, vol. 122(3), pages 387-400, February.
    23. Edward W. Tyrchniewicz & G. Edward Schuh, 1966. "Regional Supply of Hired Labor to Agriculture," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 48(3_Part_I), pages 537-556.
    24. Martin Lampe & Dirk Willenbockel & Helal Ahammad & Elodie Blanc & Yongxia Cai & Katherine Calvin & Shinichiro Fujimori & Tomoko Hasegawa & Petr Havlik & Edwina Heyhoe & Page Kyle & Hermann Lotze-Campe, 2014. "Why do global long-term scenarios for agriculture differ? An overview of the AgMIP Global Economic Model Intercomparison," Agricultural Economics, International Association of Agricultural Economists, vol. 45(1), pages 3-20, January.
    25. Theodore W. Schultz, 1951. "A Framework for Land Economics—The Long View," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 33(2), pages 204-215.
    26. Tweeten, Luther G. & Thompson, Stanley R., 2008. "Long-term Global Agricultural Output Supply-Demand Balance and Real Farm and Food Prices," Working Papers 46009, Ohio State University, Department of Agricultural, Environmental and Development Economics.
    27. Kristie Ebi & Stephane Hallegatte & Tom Kram & Nigel Arnell & Timothy Carter & Jae Edmonds & Elmar Kriegler & Ritu Mathur & Brian O’Neill & Keywan Riahi & Harald Winkler & Detlef Vuuren & Timm Zwickel, 2014. "A new scenario framework for climate change research: background, process, and future directions," Climatic Change, Springer, vol. 122(3), pages 363-372, February.
    28. Hugo Valin & Ronald D. Sands & Dominique van der Mensbrugghe & Gerald C. Nelson & Helal Ahammad & Elodie Blanc & Benjamin Bodirsky & Shinichiro Fujimori & Tomoko Hasegawa & Petr Havlik & Edwina Heyhoe, 2014. "The future of food demand: understanding differences in global economic models," Agricultural Economics, International Association of Agricultural Economists, vol. 45(1), pages 51-67, January.
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    2. Hertel, Thomas & Zanetti De Lima, Cicero, 2020. "Climate Impacts on Agriculture: Searching for Keys under the Streetlight," Conference papers 333227, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    3. Robert M'barek & Jesus Barreiro-Hurle & Pierre Boulanger & Arnaldo Caivano & Pavel Ciaian & Hasan Dudu & Maria Espinosa Goded & Thomas Fellmann & Emanuele Ferrari & Sergio Gomez Y Paloma & Celso Gorri, 2017. "Scenar 2030 - Pathways for the European agriculture and food sector beyond 2020," JRC Research Reports JRC108449, Joint Research Centre (Seville site).
    4. Wang, Xiaoxi & Dietrich, Jan P. & Lotze-Campen, Hermann & Biewald, Anne & Stevanović, Miodrag & Bodirsky, Benjamin L. & Brümmer, Bernhard & Popp, Alexander, 2020. "Beyond land-use intensity: Assessing future global crop productivity growth under different socioeconomic pathways," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    5. Kuiper, Marijke & Carrico, Caitlyn & Tabeau, Andrzej, 2020. "Calibrating relative wages induced by changed skill rates in long run projections," Conference papers 333188, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    6. Gohin, Alexandre, 2017. "On the direct, indirect and induced impacts of public policies: The European biofuel case," Working Papers 264955, Institut National de la recherche Agronomique (INRA), Departement Sciences Sociales, Agriculture et Alimentation, Espace et Environnement (SAE2).
    7. Alexandre Gohin, 2017. "On the direct, indirect and induced impacts of public policies: The European biofuel case," Working Papers SMART 17-09, INRAE UMR SMART.
    8. Fukase, Emiko & Martin, Will, 2020. "Economic growth, convergence, and world food demand and supply," World Development, Elsevier, vol. 132(C).
    9. Zhao, Xin & Calvin, Katherine V. & Wise, Marshall A. & Iyer, Gokul, 2021. "The role of global agricultural market integration in multiregional economic modeling: Using hindcast experiments to validate an Armington model," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 1-17.
    10. Cai, Yongyang & Golub, Alla A. & Hertel, Thomas W., 2016. "Developing Long-run Agricultural R&D Policy in the Face of Uncertain Economic Growth," 2017 Allied Social Sciences Association (ASSA) Annual Meeting, January 6-8, 2017, Chicago, Illinois 250111, Agricultural and Applied Economics Association.
    11. Dong-Gill Kim & Elisa Grieco & Antonio Bombelli & Jonathan E. Hickman & Alberto Sanz-Cobena, 2021. "Challenges and opportunities for enhancing food security and greenhouse gas mitigation in smallholder farming in sub-Saharan Africa. A review," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 13(2), pages 457-476, April.
    12. Ray, Srabashi & Hertel, Thomas, 2022. "Assessing The Impact Of Conservation Policies On Rural Communities: The Role Of Labor Markets," Conference papers 333401, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    13. Aguiar, Angel & Chepeliev, Maksym & Golub, Alla & Hertel, Thomas & Soderbery, Anson & van der Mensbrugghe, Dominique, 2020. "The role of trade elasticities in shaping uncertainty in CGE policy outcomes," Conference papers 333206, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    14. Hertel, By Thomas W. & Baldos, Uris L.C. & Fuglie, Keith O., 2020. "Trade in technology: A potential solution to the food security challenges of the 21st century," European Economic Review, Elsevier, vol. 127(C).
    15. Jonas Fernando Petry & Sabrina Arcanjo Sebastião & Erik Garcia Martins & Paulo Berti de Azevedo Barros, 2019. "Innovation and the Diffusion of Technology in Agriculture in Floodplains in the State of Amazonas," RAC - Revista de Administração Contemporânea (Journal of Contemporary Administration), ANPAD - Associação Nacional de Pós-Graduação e Pesquisa em Administração, vol. 23(5), pages 619-635.
    16. Alexandre Gohin, 2020. "The Land Use Impacts of the EU Biodiesel Policy: Assessing the Direct, Indirect and Induced Effects," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(2), pages 305-329, June.
    17. Hertel, Thomas & Baldos, Uris Lantz & Fuglie, Keith O., 2019. "Trade in Technology: A Potential Solution to the Food Security Challenge of the 21st Century," Conference papers 333121, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    18. Hertel, Thomas W. & de Lima, Cicero Z., 2020. "Viewpoint: Climate impacts on agriculture: Searching for keys under the streetlight," Food Policy, Elsevier, vol. 95(C).
    19. Rotem Zelingher & David Makowski, 2022. "Forecasting Global Maize Prices From Regional Productions [Prévision des prix mondiaux du maïs à partir des productions régionales]," Post-Print hal-03764942, HAL.
    20. John T. Saunders & Marcel Adenäuer & Jonathan Brooks, 2019. "Analysis of long-term challenges for agricultural markets," OECD Food, Agriculture and Fisheries Papers 131, OECD Publishing.
    21. Chiarella, Cristina & Meyfroidt, Patrick & Abeygunawardane, Dilini & Conforti, Piero, 2023. "Balancing the trade-offs between land productivity, labor productivity and labor intensity," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 52(10), pages 1618-1634.
    22. Chitra Pandey & Hema Diwan, 2021. "Assessing fertilizer use behaviour for environmental management and sustainability: a quantitative study in agriculturally intensive regions of Uttar Pradesh, India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(4), pages 5822-5845, April.

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    More about this item

    Keywords

    Demand and Price Analysis; Consumer/Household Economics;

    JEL classification:

    • Q11 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Aggregate Supply and Demand Analysis; Prices
    • Q15 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Land Ownership and Tenure; Land Reform; Land Use; Irrigation; Agriculture and Environment
    • Q16 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - R&D; Agricultural Technology; Biofuels; Agricultural Extension Services

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