IDEAS home Printed from https://ideas.repec.org/p/ags/ubfred/348369.html
   My bibliography  Save this paper

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
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/348369/files/Roman%20Hadi%20Wuepper%202024.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.22004/ag.econ.348369?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    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:ubfred:348369. 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.

    We have no bibliographic references for this item. You can help adding them by using 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/zefbnde.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.