03 / Practical monitoring
Make the work visible
The technology should make a pilot easier to inspect, reproduce and manage. Its value must be measured through useful decisions and reliable reporting.
- 01Observe
- 02Check in the field
- 03Record the decision
01
An observable chain of evidence
Each result should retain its boundary, source dataset, acquisition dates, processing version, spatial resolution, cloud mask and valid observation count. Store the calculation and output together so another analyst can reproduce it.
Vegetation indices describe spectral signals. Drought, harvest, grazing, clouds and land management can produce similar changes. Interpret alerts with crop records, rainfall and field observations.
02
Accuracy must match the decision
Published global land-cover accuracy is not the accuracy of this project’s country totals or a parcel’s agricultural suitability. Validation needs an independent reference sample and results for the relevant local classes.
Carbon credits, crop yields and food security outcomes require their own measurement methods. A map or internal scoring rule does not certify them.
03
The practical service
The proposed service records a baseline, flags changes worth inspecting, tracks field visits and inputs, and assembles regular reports for operators and funders. Its scope, costs, data access and acceptance criteria should be agreed before procurement.