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Estimating Local Agricultural GDP across the World

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  • Blankespoor,Brian
  • Ru,Yating
  • Wood-Sichra,Ulrike
  • Chambers,Thomas Timothy
  • You,Liangzhi
  • Kalvelagen,Erwin

Abstract

Economic statistics are frequently produced at an administrative level such as the sub-nationaldivision. However, these measures may not adequately capture the local variation in the economic activities that isuseful for analyzing local economic development patterns and the exposure to natural disasters. Agriculture GDP is acritical indicator for measurement of the primary sector, on which 60 percent of the world’s population depends for theirlivelihoods. Through a data fusion method based on cross-entropy optimization, this paper disaggregatesnational and subnational administrative statistics of Agricultural GDP into a global gridded dataset atapproximately 10 x 10 kilometers using satellite-derived indicators of the components that make up agricultural GDP,namely crop, livestock, fishery, hunting and timber production. The paper examines the exposure of areas with atleast one extreme drought during 2000 to 2009 to agricultural GDP, where nearly 1.2 billion people live. Thefindings show an estimated US$432 billion of agricultural GDP circa 2010.

Suggested Citation

  • Blankespoor,Brian & Ru,Yating & Wood-Sichra,Ulrike & Chambers,Thomas Timothy & You,Liangzhi & Kalvelagen,Erwin, 2022. "Estimating Local Agricultural GDP across the World," Policy Research Working Paper Series 10109, The World Bank.
    • Handle: RePEc:wbk:wbrwps:10109
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    References listed on IDEAS

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    1. Calogero Carletto & Dean Jolliffe & Raka Banerjee, 2015. "From Tragedy to Renaissance: Improving Agricultural Data for Better Policies," Journal of Development Studies, Taylor & Francis Journals, vol. 51(2), pages 133-148, February.
    2. Paul J. Block & Kenneth Strzepek & Mark W. Rosegrant & Xinshen Diao, 2008. "Impacts of considering climate variability on investment decisions in Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 39(2), pages 171-181, September.
    3. Anna Bruederle & Roland Hodler, 2018. "Nighttime lights as a proxy for human development at the local level," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-22, September.
    4. repec:oup:qjecon:v:129:y:2014:i:2:p:939-993. is not listed on IDEAS
    5. Dasgupta,Susmita & Islam,Md. Saiful & Huq,Mainul & Khan,Zahirul Huque & Hasib,Md. Raqubul, 2017. "Mangroves as protection from storm surges in Bangladesh," Policy Research Working Paper Series 8251, The World Bank.
    6. Noam Angrist & Pinelopi Koujianou Goldberg & Dean Jolliffe, 2021. "Why Is Growth in Developing Countries So Hard to Measure?," Journal of Economic Perspectives, American Economic Association, vol. 35(3), pages 215-242, Summer.
    7. Goldblatt,Ran Philip & Heilmann,Kilian Tobias & Vaizman,Yonatan, 2019. "Can Medium-Resolution Satellite Imagery Measure Economic Activity at Small Geographies ? Evidence from Landsat in Vietnam," Policy Research Working Paper Series 9088, The World Bank.
    8. Bundervoet,Tom & Maiyo,Laban & Sanghi,Apurva, 2015. "Bright Lights, Big Cities : measuring national and subnational economic growth in Africa from outer space, with an application to Kenya and Rwanda," Policy Research Working Paper Series 7461, The World Bank.
    9. Block, Paul J. & Strzepek, Kenneth & Rosegrant, Mark & Diao, Xinshen, 2008. "How can African agriculture adapt to climate change: Impacts of considering climate variability on investment decisions in Ethiopia," Research briefs 15(12), International Food Policy Research Institute (IFPRI).
    10. Elhorst, J. Paul & Strijker, Dirk, 2003. "Spatial developments of EU agriculture in the post-war period: The case of wheat and tobacco," Agricultural Economics Review, Greek Association of Agricultural Economists, vol. 4(1), pages 1-10, January.
    11. Block, Paul J. & Strzepek, Kenneth & Rosegrant, Mark & Diao, Xinshen, 2008. "Impacts of considering climate variability on investment decisions in Ethiopia [in Amharic]:," Research briefs 15(12)AMH, International Food Policy Research Institute (IFPRI).
    12. Douglas Gollin & David Lagakos & Michael E. Waugh, 2014. "The Agricultural Productivity Gap," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(2), pages 939-993.
    13. Doll, Christopher N.H. & Muller, Jan-Peter & Morley, Jeremy G., 2006. "Mapping regional economic activity from night-time light satellite imagery," Ecological Economics, Elsevier, vol. 57(1), pages 75-92, April.
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    1. Chiarella, Cristina & Rufin, Philippe & Abeygunawardane, Dilini & Bey, Adia & Lisboa, Sá Nogueira & Zavale, Helder & Meyfroidt, Patrick, 2024. "Impacts of large-scale forestry investments on neighboring small-scale agriculture in northern Mozambique," Land Use Policy, Elsevier, vol. 145(C).

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