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Agricultural Mechanization Around the World

Author

Listed:
  • Roman, Shahrear
  • Hadi
  • Wuepper, David

Abstract

Mechanization is one of the key ingredients for achieving high agricultural productivity. Despite its importance, there is currently no globally comprehensive information about countries’ agricultural mechanization. Here, we propose and demonstrate a machine learning approach, relying on a large, novel training dataset, to not only produce an up-to-date and comprehensive dataset of countries’ average agricultural mechanization, but also a global gridded map at ~ 5km resolution. Comparing our results to previously available data we find major improvements in accuracy, completeness, timeliness etc., and we notice that several countries are by now much more mechanized than reported so far. When investigating the association between mechanization and crop yield gaps we find a strong and robust link: For each 10 percentage point increase in mechanization, the associated crop yield gap decreases by 4 – 5 percentage points.

Suggested Citation

  • Roman, Shahrear & Hadi & Wuepper, David, 2024. "Agricultural Mechanization Around the World," Discussion Papers 348369, University of Bonn, Institute for Food and Resource Economics.
    • Handle: RePEc:ags:ubfred:348369
    DOI: 10.22004/ag.econ.348369
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    References listed on IDEAS

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    1. Shang, Linmei & Heckelei, Thomas & Gerullis, Maria K. & Börner, Jan & Rasch, Sebastian, 2021. "Adoption and diffusion of digital farming technologies - integrating farm-level evidence and system interaction," Agricultural Systems, Elsevier, vol. 190(C).
    2. Andrew D. Foster & Mark R. Rosenzweig, 2010. "Microeconomics of Technology Adoption," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 395-424, September.
    3. Josephson, Anna Leigh & Ricker-Gilbert, Jacob & Florax, Raymond J.G.M., 2014. "How does population density influence agricultural intensification and productivity? Evidence from Ethiopia," Food Policy, Elsevier, vol. 48(C), pages 142-152.
    4. repec:wbk:wbpubs:25966 is not listed on IDEAS
    5. Stephen F. Hamilton & Timothy J. Richards & Aric P. Shafran & Kathryn N. Vasilaky, 2022. "Farm labor productivity and the impact of mechanization," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(4), pages 1435-1459, August.
    6. Qinan Lu & Xiaodong Du & Huanguang Qiu, 2022. "Adoption patterns and productivity impacts of agricultural mechanization services," Agricultural Economics, International Association of Agricultural Economists, vol. 53(5), pages 826-845, September.
    7. Ricker-Gilbert, Jacob & Jumbe, Charles & Chamberlin, Jordan, 2014. "How does population density influence agricultural intensification and productivity? Evidence from Malawi," Food Policy, Elsevier, vol. 48(C), pages 114-128.
    8. Robert Evenson & Prabhu Pingali (ed.), 2007. "Handbook of Agricultural Economics," Handbook of Agricultural Economics, Elsevier, edition 1, volume 3, number 1.
    9. Meng, Meng & Zhang, Wuke & Zhu, Xi & Shi, Qinghua, 2024. "Agricultural mechanization and rural worker mobility: Evidence from the Agricultural Machinery Purchase Subsidies programme in China," Economic Modelling, Elsevier, vol. 139(C).
    10. Meha Jain, 2020. "The Benefits and Pitfalls of Using Satellite Data for Causal Inference," Review of Environmental Economics and Policy, University of Chicago Press, vol. 14(1), pages 157-169.
    11. Takeshima, Hiroyuki & Shrestha, Rudra Bahadur & Kaphle, Basu Dev & Karkee, Madhab & Pokhrel, Suroj & Kumar, Anjani, 2016. "Effects of agricultural mechanization on smallholders and their self-selection into farming: An insight from the Nepal Terai," IFPRI discussion papers 1583, International Food Policy Research Institute (IFPRI).
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