From large to small or from small to large
TWIGA farmer in Narok County, Kenya.

From large to small or from small to large?


Lessons from the use of mobile apps and geodata apps for smallholder farmers


Satellite and geodata applications for smallholder agriculture are quite new, more general apps for smallholders that make use of mobile technology are around a bit longer. A number of these mobile initiatives have been evaluated (have a look at www.gsma.com) and it is interesting to look at the findings to see where geodata and mobile apps could complement each other, also with an eye on new application fields, such as (inclusive) finance.


The approaches differ: apps that originate from mobile network operators (MNOs) tend to go for reaching large numbers of farmers quickly and then adjust the content, while the geodata service providers start small to get the technical aspects right and then go for scaling up.

This said, there are three areas where geodata could provide added value to mobile apps:


  1. Mobile apps struggle with correct profiling of smallholder farmers, which have a negative effect on the relevance of the advice given. Satellite information and geodata acquisition on the ground can help improve this by providing regular data on what is where (which crop) and on what is happening. This is all the more valuable, as a response to profile data provision by farmers themselves is limited.
  2. Satellite apps can improve the relevance of information, such as timely and regularly updated local weather forecasts. The information is often perceived by smallholder as too general or as not provided at the right time. A combination with local weather observations by farmers themselves, such as currently in a test phase in the Rain4Africa (R4A) project in South Africa, makes this especially interesting.
  3. The improved accuracy (both in time and place) of information derived from satellite data helps to make advice more actionable and allows for regular updates. This has been a problem for mobile apps that make limited or no use of geodata.


Conversely, geodata-based apps, such as those developed in the Geodata for Agriculture and Water (G4AW) Facility can provide lessons in scaling up from mobile apps that already target large numbers of smallholders. Getting the technical aspects right is important, but reaching a sufficient number of clients to make operations sustainable does not automatically follow from that.


Making use of power users (and/or authority figures as ambassadors), keeping the pricing model simple, making the service easy to operate for farmers, using local languages and metrics, taking illiteracy into account and taking care of long-term incentives for those in direct contact with the farmers are important findings from the evaluation of the impact of mobile apps that can be taken to heart in the further development of geodata-based apps.


In a fully operational phase, the distinction between mobile apps and geodata apps will disappear. My expectation is that the two will be fully integrated, once the geodata apps get behind the experimental stage. Expect this to happen pretty soon!


Written by Mark Noort 

HCP International


This project has received funding from the European Union’s Horizon 2020 Research and Innovation Programme under grant agreement No.776691. The opinions expressed on the web page are of the authors only and no way reflect the European Commission’s opinions. The European Union is not liable for any use that may be made of the information.