Deliverables
- AOI and data inventory
- EO covariate stacks and documented processing
- Monitoring maps and GIS-ready layers
- Validation plan, error diagnostics, and uncertainty outputs
- Dashboard-ready layers, figures, and methods or limitations notes
ServicesRemote sensing monitoring and validation
Technical consultancy
Remote sensing monitoring and validation
Consultancy support for teams that need Earth observation products connected to a monitoring question, appropriate ground evidence, transparent validation, and usable spatial deliverables.
Who this helps
FAO- and CGIAR-style programmes, public agencies, NGOs, research consortia, agri-environment teams, and senior consultants preparing land, agriculture, soil, water, coastal, or climate-monitoring work.
Common project questions
- Which EO covariates and time windows are appropriate for the area and decision?
- What field or reference evidence is needed to validate the output?
- How should uncertainty and transferability be communicated?
- Which layers and summaries will work in GIS, dashboards, reports, or stakeholder review?
Support options
- Advisory review of an existing monitoring concept or spatial product
- Defined AOI and EO covariate-processing package
- Validation design, benchmarking, and uncertainty review
- Phased workflow from evidence inventory to map, reporting, and handover
Evidence and related case studies
Boundaries and limitations
Map quality depends on reference data, observation timing, cloud and bare-soil availability, spatial scale, and local calibration. Outputs are not presented as guaranteed predictions, and regulatory or operational use may require local expert review and additional validation.