IDEAS home Printed from https://ideas.repec.org/p/ags/pugtwp/332718.html
   My bibliography  Save this paper

Predicting Long Term Food Demand, Cropland Use and Prices

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/332718/files/7922.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    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. 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.
    10. 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.
    11. 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.
    12. World Bank, 2009. "Global Economic Prospects 2009 : Commodities at the Crossroads," World Bank Publications - Books, The World Bank Group, number 2581.
    13. 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).
    14. Muhammad, Andrew & Meade, Birgit Gisela Saager & Regmi, Anita & Seale, James L., 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.
    15. 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).
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Basnet, Shyam Kumar & Jansson , Torbjorn & Heckelei, Thomas, 2021. "A Bayesian econometrics and risk programming approach for analysing the impact of decoupled payments in the European Union," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 65(03), January.
    2. Hertel, Thomas & Cicero Zanetti De Lima, 2020. "Climate Impacts on Agriculture: Searching for Keys under the Streetlight," GTAP Working Papers 6155, Center for Global Trade Analysis, Department of Agricultural Economics, Purdue University.
    3. 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).
    4. 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.
    5. Fukase, Emiko & Martin, Will, 2020. "Economic growth, convergence, and world food demand and supply," World Development, Elsevier, vol. 132(C).
    6. 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.
    7. 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).
    8. 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.
    9. 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.
    10. 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.
    11. 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).
    12. 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.
    13. 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.
    14. 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.
    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. 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).
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    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. 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.
    23. 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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. T. Brunelle & P. Dumas & W. Ben Aoun & Benoit Gabrielle, 2018. "Unravelling Land-Use Change Mechanisms at Global and Regional Scales," Biophysical Economics and Resource Quality, Springer, vol. 3(3), pages 1-14, September.
    2. van der Mensbrugghe, Dominique & Jeffrey C. Peters, 2020. "Volume Preserving CES and CET Formulations," GTAP Working Papers 6160, Center for Global Trade Analysis, Department of Agricultural Economics, Purdue University.
    3. Stefan Frank & Robert Beach & Petr Havlík & Hugo Valin & Mario Herrero & Aline Mosnier & Tomoko Hasegawa & Jared Creason & Shaun Ragnauth & Michael Obersteiner, 2018. "Structural change as a key component for agricultural non-CO2 mitigation efforts," Nature Communications, Nature, vol. 9(1), pages 1-8, December.
    4. Philip G. Pardey & Jason M. Beddow & Terrance M. Hurley & Timothy K.M. Beatty & Vernon R. Eidman, 2014. "A Bounds Analysis of World Food Futures: Global Agriculture Through to 2050," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 58(4), pages 571-589, October.
    5. Dirk Willenbockel & Claudia Ringler & Nikos Perez & Mark Rosegrant & Tingiu Zhu & Nathanial Matthews, 2016. "Climate Policy and the Energy-Water-Food Nexus: A Model Linkage Approach," EcoMod2016 9746, EcoMod.
    6. Sands, Ronald D. & Malcolm, Scott A. & Suttles, Shellye A. & Marshall, Elizabeth, 2017. "Dedicated Energy Crops and Competition for Agricultural Land," Economic Research Report 252445, United States Department of Agriculture, Economic Research Service.
    7. Jerome Dumortier & Miguel Carriquiry & Amani Elobeid, 2021. "Impact of climate change on global agricultural markets under different shared socioeconomic pathways," Agricultural Economics, International Association of Agricultural Economists, vol. 52(6), pages 963-984, November.
    8. Andre Deppermann & Petr Havlík & Hugo Valin & Esther Boere & Mario Herrero & Joost Vervoort & Erik Mathijs, 2018. "The market impacts of shortening feed supply chains in Europe," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 10(6), pages 1401-1410, December.
    9. 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.
    10. 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.
    11. David Laborde & Simla Tokgoz & Lindsay Shutes & Hugo Valin, 2013. "Assessment framework and operational definitions for long-term scenarios," FOODSECURE Working papers 14, LEI Wageningen UR.
    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. David R Just, 2023. "On the policy relevance of agricultural economics," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 50(4), pages 1256-1276.
    14. 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).
    15. van der Mensbrugghe, Dominique & Peters, Jeffrey C., 2016. "Volume preserving CES and CET formulations," Conference papers 332784, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    16. Hans van Meijl & Petr Havlik & Hermann Lotze-Campen & Elke Stehfest & Peter Witzke & Ignacio Perez Dominguez & Benjamin Bodirsky & Michiel van Dijk & Jonathan Doelman & Thomas Fellmann & Florian Humpe, 2017. "Challenges of Global Agriculture in a Climate Change Context by 2050 (AgCLIM50)," JRC Research Reports JRC106835, Joint Research Centre.
    17. 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.
    18. Palazzo, Amanda & Vervoort, Joost M. & Mason- D'Croz, Daniel & Rutting, Lucas & Havlik, Petr & Islam, Shahnila & Bayala, Jules & Kadi, Hame Kadi & Thornton, Philip & Zougmore, Robert, "undated". "Interpreting the Shared Socio-economic Pathways under Climate Change for the ECOWAS region through a stakeholder and multi-model process," 2016 Fifth International Conference, September 23-26, 2016, Addis Ababa, Ethiopia 246970, African Association of Agricultural Economists (AAAE).
    19. Shinichiro Fujimori & Tomoko Hasegawa & Volker Krey & Keywan Riahi & Christoph Bertram & Benjamin Leon Bodirsky & Valentina Bosetti & Jessica Callen & Jacques Després & Jonathan Doelman & Laurent Drou, 2019. "A multi-model assessment of food security implications of climate change mitigation," Nature Sustainability, Nature, vol. 2(5), pages 386-396, May.
    20. Victor Nechifor & Matthew Winning, 2017. "The impacts of higher CO2 concentrations over global crop production and irrigation water requirements," EcoMod2017 10487, EcoMod.

    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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ags:pugtwp:332718. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/gtpurus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.