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The yield gap of global grain production: A spatial analysis

Author

Listed:
  • Neumann, Kathleen
  • Verburg, Peter H.
  • Stehfest, Elke
  • Müller, Christoph

Abstract

Global grain production has increased dramatically during the past 50Â years, mainly as a consequence of intensified land management and introduction of new technologies. For the future, a strong increase in grain demand is expected, which may be fulfilled by further agricultural intensification rather than expansion of agricultural area. Little is known, however, about the global potential for intensification and its constraints. In the presented study, we analyze to what extent the available spatially explicit global biophysical and land management-related data are able to explain the yield gap of global grain production. We combined an econometric approach with spatial analysis to explore the maximum attainable yield, yield gap, and efficiencies of wheat, maize, and rice production. Results show that the actual grain yield in some regions is already approximating its maximum possible yields while other regions show large yield gaps and therefore tentative larger potential for intensification. Differences in grain production efficiencies are significantly correlated with irrigation, accessibility, market influence, agricultural labor, and slope. Results of regional analysis show, however, that the individual contribution of these factors to explaining production efficiencies strongly varies between world-regions.

Suggested Citation

  • Neumann, Kathleen & Verburg, Peter H. & Stehfest, Elke & Müller, Christoph, 2010. "The yield gap of global grain production: A spatial analysis," Agricultural Systems, Elsevier, vol. 103(5), pages 316-326, June.
  • Handle: RePEc:eee:agisys:v:103:y:2010:i:5:p:316-326
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    References listed on IDEAS

    as
    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. Swinnen, Johan F. M. & Gow, Hamish R., 1999. "Agricultural credit problems and policies during the transition to a market economy in Central and Eastern Europe," Food Policy, Elsevier, vol. 24(1), pages 21-47, February.
    3. Bravo-Ureta, Boris E. & Pinheiro, António E., 1993. "Efficiency Analysis of Developing Country Agriculture: A Review of the Frontier Function Literature," Agricultural and Resource Economics Review, Cambridge University Press, vol. 22(1), pages 88-101, April.
    4. Thomas Reardon & Christopher Barrett & Valerie Kelly & Kimseyinga Savadogo, 1999. "Policy Reforms and Sustainable Agricultural Intensification in Africa," Development Policy Review, Overseas Development Institute, vol. 17(4), pages 375-395, December.
    5. George Battese & Sumiter Broca, 1997. "Functional Forms of Stochastic Frontier Production Functions and Models for Technical Inefficiency Effects: A Comparative Study for Wheat Farmers in Pakistan," Journal of Productivity Analysis, Springer, vol. 8(4), pages 395-414, November.
    6. Robert K. Kaufmann & Seth E. Snell, 1997. "A Biophysical Model of Corn Yield: Integrating Climatic and Social Determinants," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(1), pages 178-190.
    7. Mundlak, Yair & Larson, Don & Butzer, Ritz, 1997. "The determinants of agricultural production : a cross-country analysis," Policy Research Working Paper Series 1827, The World Bank.
    8. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    9. Kodde, David A & Palm, Franz C, 1986. "Wald Criteria for Jointly Testing Equality and Inequality Restriction s," Econometrica, Econometric Society, vol. 54(5), pages 1243-1248, September.
    10. Coxhead, Ian & Shively, Gerald & Shuai, Xiaobing, 2002. "Development policies, resource constraints, and agricultural expansion on the Philippine land frontier," Environment and Development Economics, Cambridge University Press, vol. 7(2), pages 341-363, May.
    11. Battese, George E., 1992. "Frontier production functions and technical efficiency: a survey of empirical applications in agricultural economics," Agricultural Economics, Blackwell, vol. 7(3-4), pages 185-208, October.
    12. David Tilman & Kenneth G. Cassman & Pamela A. Matson & Rosamond Naylor & Stephen Polasky, 2002. "Agricultural sustainability and intensive production practices," Nature, Nature, vol. 418(6898), pages 671-677, August.
    13. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    14. Oecd, 2009. "Climate Change and Africa," OECD Journal: General Papers, OECD Publishing, vol. 2009(1), pages 5-35.
    15. Bravo-Ureta, Boris E. & Evenson, Robert E., 1994. "Efficiency in agricultural production: The case of peasant farmers in eastern Paraguay," Agricultural Economics, Blackwell, vol. 10(1), pages 27-37, January.
    16. Boris E. Bravo‐Ureta & Robert E. Evenson, 1994. "Efficiency in agricultural production: the case of peasant farmers in eastern Paraguay," Agricultural Economics, International Association of Agricultural Economists, vol. 10(1), pages 27-37, January.
    17. Reidsma, Pytrik & Ewert, Frank & Boogaard, Hendrik & Diepen, Kees van, 2009. "Regional crop modelling in Europe: The impact of climatic conditions and farm characteristics on maize yields," Agricultural Systems, Elsevier, vol. 100(1-3), pages 51-60, April.
    18. de Wit, C. T., 1992. "Resource use efficiency in agriculture," Agricultural Systems, Elsevier, vol. 40(1-3), pages 125-151.
    19. Hasnah & Fleming, Euan & Coelli, Tim, 2004. "Assessing the performance of a nucleus estate and smallholder scheme for oil palm production in West Sumatra: a stochastic frontier analysis," Agricultural Systems, Elsevier, vol. 79(1), pages 17-30, January.
    20. Stehfest, Elke & Heistermann, Maik & Priess, Joerg A. & Ojima, Dennis S. & Alcamo, Joseph, 2007. "Simulation of global crop production with the ecosystem model DayCent," Ecological Modelling, Elsevier, vol. 209(2), pages 203-219.
    21. Viveka P. Kudaligama & John F. Yanagida, 2000. "A Comparison of Intercountry Agricultural Production Functions: A Frontier Function Approach," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 25(1), pages 57-74, June.
    22. Pytrik Reidsma & Alfons Oude Lansink & Frank Ewert, 2009. "Economic impacts of climatic variability and subsidies on European agriculture and observed adaptation strategies," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 14(1), pages 35-59, January.
    23. Harris, Jonathan M. & Kennedy, Scott, 1999. "Carrying capacity in agriculture: global and regional issues," Ecological Economics, Elsevier, vol. 29(3), pages 443-461, June.
    24. Edward Barbier, 2003. "Explaining Agricultural Expansion, Resource Booms and Growth in Latin America," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 5(3), pages 437-458, September.
    25. Barry K. Goodwin & Ashok K. Mishra, 2004. "Farming Efficiency and the Determinants of Multiple Job Holding by Farm Operators," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(3), pages 722-729.
    26. Paul, Catherine J. Morrison & Nehring, Richard, 2005. "Product diversification, production systems, and economic performance in U.S. agricultural production," Journal of Econometrics, Elsevier, vol. 126(2), pages 525-548, June.
    27. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    28. Jikun Huang & Carl Pray & Scott Rozelle, 2002. "Enhancing the crops to feed the poor," Nature, Nature, vol. 418(6898), pages 678-684, August.
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